add symlink to web docs

update pipeline results viewer
Run pipeling, update sqllite file
2026-10-14 17:54:42 +00:00 · 2026-06-27 23:34:30 -04:00 · 2026-06-27 23:32:08 -04:00 · 2026-06-27 22:40:22 -04:00 · 2026-06-27 15:16:34 -04:00 · 2026-06-23 22:02:17 -04:00
210 changed files with 58216 additions and 2098 deletions
--- a/docs/pipeline/ETHICS-AND-KNOWN-ISSUES.md
+++ b/docs/pipeline/ETHICS-AND-KNOWN-ISSUES.md
@@ -13,6 +13,7 @@ low-resource language failures.
 - [Model Bias and Language Quality](#model-bias-and-language-quality)
 - [Western and Eurocentric Lens](#western-and-eurocentric-lens)
 - [Wikipedia Enrichment](#wikipedia-enrichment)
+- [Names-by-Country Dataset](#names-by-country-dataset)
 - [The "Avoid AI Phrases" Prompt Instruction](#the-avoid-ai-phrases-prompt-instruction)
 - [Known Issues](#known-issues)
  - [Hallucinated Brewing Techniques](#hallucinated-brewing-techniques)
@@ -91,6 +92,33 @@ generated descriptions.

 ---

+## Names-by-Country Dataset
+
+`tooling/pipeline/forenames-by-country.json` and `surnames-by-country.json`
+(used to sample a `Name` per ISO 3166-1 country code for user generation) are
+vendored verbatim, unmodified, from
+[sigpwned/popular-names-by-country-dataset](https://github.com/sigpwned/popular-names-by-country-dataset)
+(the `common-forenames-by-country.json` / `common-surnames-by-country.json`
+release assets), released under **CC0** (public domain). That dataset's own
+forename/surname lists are pulled from Wikipedia's "Lists of most common
+surnames" and "List of most popular given names" as of the week of
+2023-07-08 — see that project's README for full provenance. Names are not
+LLM-generated; this is curated fixture data per ROADMAP.md §2. Per-forename
+gender from the source data is preserved through to the sampled `Name`
+(rather than discarded during loading) so it's available for gender-aware
+persona/bio generation later.
+
+The full multinational dataset is kept as-is (106 countries for forenames,
+75 for surnames) rather than trimmed to `locations.json`'s current country
+list, so it doesn't need re-sourcing if more countries are added later.
+`NamesByCountry::SampleName()` returns no result for a country present in
+neither file; of the countries in `locations.json`, that's currently `KE`,
+`SE`, `SG`, `TH`, `VN`, and `ZA` — `GenerateUsers` skips cities in those
+countries the same way brewery generation skips cities whose enrichment
+lookup fails.
+
+---
+
 ## The "Avoid AI Phrases" Prompt Instruction

 The system prompt instructs the model to avoid common AI-generated phrasing
@@ -245,7 +273,7 @@ but is semantically incoherent. This comes from limited training-data coverage
 rather than prompt engineering.

 Output sample:
-[./out-sample/french-cities.example](out-sample/french-cities.example)
+[./french-cities.example](french-cities.example)

 #### Proposed Mitigations

--- a/docs/pipeline/README.md
+++ b/docs/pipeline/README.md
@@ -94,24 +94,27 @@ Each run writes a fresh dated SQLite file such as
 ./biergarten-pipeline \
  --model ../models/google_gemma-4-E4B-it-Q6_K.gguf \
  --prompt-dir prompts \
+  --location-count 25 \
  --temperature 1.0 --top-p 0.95 --top-k 64 --n-ctx 8192 --seed -1
 ```

 #### CLI Flags

-| Flag            | Purpose                                                                                              |
-| --------------- | ---------------------------------------------------------------------------------------------------- |
-| `--mocked`      | Deterministic mock generator, no model required.                                                     |
-| `--model, -m`   | Path to a GGUF file. Required unless `--mocked` is set.                                              |
-| `--prompt-dir`  | Directory containing prompt files (e.g. `BREWERY_GENERATION.md`). Required unless `--mocked` is set. |
-| `--output, -o`  | Directory for generated SQLite artifacts. Default: `output`.                                         |
-| `--log-path`    | Path for application logs. Default: `pipeline.log`.                                                  |
-| `--temperature` | Sampling temperature. Default: `1.0`.                                                                |
-| `--top-p`       | Nucleus sampling. Default: `0.95`.                                                                   |
-| `--top-k`       | Top-k sampling. Default: `64`.                                                                       |
-| `--n-ctx`       | Context window size. Default: `8192`.                                                                |
-| `--seed`        | Random seed. Default: `-1` (random at runtime).                                                      |
-| `--help, -h`    | Print usage and exit.                                                                                |
+| Flag               | Purpose                                                                                              |
+| ------------------ | ---------------------------------------------------------------------------------------------------- |
+| `--mocked`         | Deterministic mock generator, no model required.                                                     |
+| `--model, -m`      | Path to a GGUF file. Required unless `--mocked` is set.                                              |
+| `--prompt-dir`     | Directory containing prompt files (e.g. `BREWERY_GENERATION.md`). Required unless `--mocked` is set. |
+| `--output, -o`     | Directory for generated SQLite artifacts. Default: `output`.                                         |
+| `--log-path`       | Path for application logs. Default: `pipeline.log`.                                                  |
+| `--location-count` | Number of cities to sample from `locations.json` per run. Default: `10`.                             |
+| `--temperature`    | Sampling temperature. Default: `1.0`.                                                                |
+| `--top-p`          | Nucleus sampling. Default: `0.95`.                                                                   |
+| `--top-k`          | Top-k sampling. Default: `64`.                                                                       |
+| `--n-ctx`          | Context window size. Default: `8192`.                                                                |
+| `--seed`           | Random seed. Default: `-1` (random at runtime).                                                      |
+| `--n-gpu-layers`   | Number of model layers to offload to GPU. Default: `0`.                                              |
+| `--help, -h`       | Print usage and exit.                                                                                |

 `--mocked` and `--model` are mutually exclusive. Omitting both exits with an
 error before the pipeline starts. Sampling flags are ignored when `--mocked` is
@@ -130,17 +133,20 @@ NVIDIA GPU.

 ### How it works

-The container uses a two-stage build. The first stage pulls prebuilt
-`libllama`, `libggml`, and backend plugin libraries (including `libggml-cuda.so`
-and the CPU variant plugins) from `ghcr.io/ggml-org/llama.cpp:full-cuda`. The
-second stage copies those libraries into `/usr/local/lib` and runs `ldconfig` so
-the dynamic linker and `dlopen` calls from `ggml_backend_load_all()` can resolve
-the CUDA backend plugin at runtime. llama.cpp headers are cloned at the matching
-tag and installed into `/usr/local/include`. CMake auto-detects both and skips
-the FetchContent source build entirely, keeping image build times short.
+The container uses a two-stage build. The builder stage installs CMake/Ninja,
+clones the matching llama.cpp release tag for its headers only (installed into
+`/usr/local/include`), and copies prebuilt shared libraries (`libllama`,
+`libggml`, and CUDA/CPU backend plugins) from `ghcr.io/ggml-org/llama.cpp:full-cuda`
+into `/usr/local/lib`. With both headers and libraries present, CMake's
+system-library detection (see [Build](#build) above) finds them and skips the
+FetchContent source build, keeping image build times short.

-`GGML_BACKEND_PATH` is set to `/usr/local/lib` so llama.cpp knows where to scan
-for backend plugins.
+The runtime stage copies the compiled binary, the same prebuilt shared
+libraries, and config/prompt assets into a slim CUDA runtime image. It sets
+`LD_LIBRARY_PATH=/usr/local/lib:$LD_LIBRARY_PATH` so the dynamic linker
+resolves `libllama`/`libggml` at startup, and also co-locates
+`libggml-cuda.so` and the CPU backend plugins next to the binary for
+`ggml_backend_load_all()`'s `dlopen` scan.

 ### Build the image

@@ -165,44 +171,46 @@ docker build \
 Look for `[biergarten] Found system llama.cpp — skipping FetchContent` in the
 output to confirm the fast path was taken.

-### Run in mocked mode
+### Run the container

-No model or GPU required. Useful for validating the pipeline logic and SQLite
-export path.
-
-```bash
-docker run --rm \
-  -e BIERGARTEN_MODE=mocked \
-  -v "$PWD/output:/workspace/output" \
-  -v "$PWD/logs:/workspace/logs" \
-  biergarten-pipeline:latest
-```
-
-### Run in live mode
-
-Mount your GGUF model before starting. The container validates the model path
-before launching the binary.
+The container always runs the model-backed path; there is no `--mocked`
+container mode (use a native build for that — see [Quick Start](#quick-start)).
+The entrypoint, `runpod/start.sh`, downloads the GGUF model automatically if
+it is not already present at the configured path.

 ```bash
 docker run --rm \
  --runtime=nvidia \
-  -e BIERGARTEN_MODE=live \
-  -e GGML_BACKEND_PATH="/usr/local/lib/libggml-cuda.so" \
  -v "$PWD/models:/workspace/models" \
  -v "$PWD/output:/workspace/output" \
  -v "$PWD/logs:/workspace/logs" \
  biergarten-pipeline:latest
 ```

-The model must be present at `./models/google_gemma-4-E4B-it-Q6_K.gguf` on the
-host. See [Model](#model) above for the download command.
+By default this downloads `google_gemma-4-E4B-it-Q6_K.gguf` to
+`./models/` on first run if it isn't already there. To use a pre-downloaded
+model, place it at that path first — see [Model](#model) above.
+
+#### Environment variables
+
+| Variable                 | Purpose                                                          |
+| ------------------------- | ----------------------------------------------------------------- |
+| `BIERGARTEN_MODEL_PATH`   | GGUF model path. Default: `/workspace/models/google_gemma-4-E4B-it-Q6_K.gguf`. |
+| `BIERGARTEN_OUTPUT_DIR`   | SQLite output directory. Default: `/workspace/output`.            |
+| `BIERGARTEN_LOG_PATH`     | Log file path. Default: `/workspace/logs/pipeline.log`.           |
+| `BIERGARTEN_GL_LAYERS`    | GPU layers to offload (`--n-gpu-layers`). Default: `40`.          |
+| `BIERGARTEN_TEMPERATURE`, `BIERGARTEN_TOP_P`, `BIERGARTEN_TOP_K`, `BIERGARTEN_N_CTX`, `BIERGARTEN_SEED` | Optional sampling overrides, unset by default (binary defaults apply). |
+| `BIERGARTEN_EXTRA_ARGS`   | Additional raw CLI args appended verbatim.                       |
+
+`--prompt-dir` is hardcoded to `/app/prompts` inside the container and is not
+configurable via environment variable.

 ### RunPod deployment

 Use a GPU pod template. Mount persistent storage for `/workspace/models`,
-`/workspace/output`, and `/workspace/logs`. Set `BIERGARTEN_MODE=live` in the
-template environment. See `tooling/pipeline/runpod/pod-template.yaml` for a
-starter template.
+`/workspace/output`, and `/workspace/logs`. See
+`tooling/pipeline/runpod/pod-template.yaml` for a starter template — set the
+environment variables listed above to match your run.

 ---

@@ -213,8 +221,8 @@ starter template.
 | Stage    | Implementation                                                                                                                          |
 | -------- | --------------------------------------------------------------------------------------------------------------------------------------- |
 | Load     | `JsonLoader::LoadLocations()` reads `locations.json` into typed `Location` records.                                                     |
-| Sample   | `BiergartenDataGenerator::QueryCitiesWithCountries()` samples up to 50 locations per run.                                               |
-| Enrich   | `WikipediaService` fetches city and beer context. Keeps going when a lookup fails.                                                      |
+| Sample   | `BiergartenPipelineOrchestrator::QueryCitiesWithCountries()` samples `--location-count` locations per run (default `10`).               |
+| Enrich   | `WikipediaEnrichmentService` fetches brewing and beer-related context. Keeps going when a lookup fails. `--mocked` runs use `MockEnrichmentService` instead and skip Wikipedia entirely. |
 | Generate | `MockGenerator` or `LlamaGenerator` produces brewery names and descriptions in English and the local language.                          |
 | Store    | `SqliteExportService` writes each successful brewery into a fresh dated `.sqlite` database with normalized location and brewery tables. |
 | Log      | `spdlog` writes results and warnings to the console.                                                                                    |
@@ -226,11 +234,13 @@ pipeline continues.

 - `src/main.cc` — argument parsing and Boost.DI composition root.
 - `JsonLoader` — validates curated location input.
- `WikipediaService` — queries Wikipedia extracts, caches results, returns empty
-  context on failure.
+- `WikipediaEnrichmentService` — queries Wikipedia extracts, caches results,
+  returns empty context on failure. `MockEnrichmentService` is the no-op
+  substitute used in `--mocked` runs.
 - `LlamaGenerator` — formats prompts for Gemma 4, validates JSON output, retries
-  malformed responses up to three times. If output looks truncated, the retry
-  raises the token budget before trying again.
+  malformed responses up to three times with corrective feedback in the
+  retry prompt. The token budget is fixed across attempts; it is not raised
+  automatically on truncation.
 - `MockGenerator` — stable hash-based output so the same city input always
  produces the same brewery.
 - `SqliteExportService` — creates a dated SQLite file per run and persists each
@@ -240,18 +250,18 @@ pipeline continues.

 ### Runtime Behaviour

-`WikipediaService` queries city, country, and beer-related Wikipedia extracts
-using its configured lookup, then caches the first successful response per query
-string. The fetched extract text is included in the prompt as context for
-generation.
+`WikipediaEnrichmentService` fetches two Wikipedia extracts per city: a
+generic "brewing" extract and a "beer in `{country}`" extract. It does not
+currently query a city- or region-specific page. Each query string is cached
+after its first successful (or empty) lookup.

 `GetLocationContext()` returns an empty string when the web client is
 unavailable or when lookup/parsing fails.

-`LlamaGenerator` validates model output as structured JSON. The retry path
-exists as a safety hatch for cases where the reasoning block consumes available
-token budget and compresses the JSON output space. All runs to date have
-produced valid output on the first pass; the path is kept for resilience.
+`LlamaGenerator` validates model output as structured JSON. On validation
+failure it retries up to three times, replaying the previous error message in
+the next prompt so the model can self-correct. All runs to date have produced
+valid output on the first pass; the retry path is kept for resilience.

 `MockGenerator` uses stable hashes for repeatable output in demos and Storybook
 runs.
@@ -292,7 +302,6 @@ code, latitude, and longitude for each entry.
 | `local_languages`                   | Locale-aware copy selection                      |
 | `name_en`, `description_en`         | Default English display content                  |
 | `name_local`, `description_local`   | Local-language display content                   |
-| `region_context`                    | Richer copy for cards and detail pages           |

 ---

@@ -368,29 +377,31 @@ Silicon; CUDA or HIP/ROCm is detected on Linux when the toolkit is present.

 ## Repo Layout

-| Path                         | Purpose                                            |
-| ---------------------------- | -------------------------------------------------- |
-| `includes/`                  | Public headers and shared models.                  |
-| `src/`                       | Implementation files.                              |
-| `locations.json`             | Curated city input copied into the build tree.     |
-| `prompts/`                   | System prompts used by the model-backed path.      |
-| `diagrams/`                  | Architecture and pipeline diagrams.                |
-| `tooling/pipeline/runpod/`   | Dockerfile, launcher, and RunPod pod template.     |
-| `ETHICS-AND-KNOWN-ISSUES.md` | Ethics, bias, hallucination analysis, mitigations. |
+| Path                                  | Purpose                                            |
+| -------------------------------------- | -------------------------------------------------- |
+| `tooling/pipeline/includes/`           | Public headers and shared models.                  |
+| `tooling/pipeline/src/`                | Implementation files.                              |
+| `tooling/pipeline/locations.json`      | Curated city input copied into the build tree.     |
+| `tooling/pipeline/prompts/`            | System prompts used by the model-backed path.      |
+| `tooling/pipeline/runpod/`             | Dockerfile, launcher, and RunPod pod template.      |
+| `docs/pipeline/diagrams/`              | Architecture and pipeline diagrams.                |
+| `docs/pipeline/ETHICS-AND-KNOWN-ISSUES.md` | Ethics, bias, hallucination analysis, mitigations. |

 ---

 ## Code Tour

+Paths below are relative to `tooling/pipeline/`.
+
 - `src/main.cc` — argument parsing and DI composition root.
- `src/biergarten_data_generator/` — orchestration, sampling, logging, and
-  export.
- `src/services/wikipedia/` — enrichment service and cache.
+- `src/biergarten_pipeline_orchestrator/` — orchestration, sampling, logging,
+  and export.
+- `src/services/enrichment/wikipedia/` — enrichment service and cache.
 - `src/services/sqlite/` — SQLite export implementation.
 - `src/data_generation/llama/` — local inference, prompt loading, output
  validation.
 - `src/data_generation/mock/` — deterministic fallback.
- `tooling/pipeline/runpod/` — container build and runtime launcher.
+- `runpod/` — container build and runtime launcher.

 ---

@@ -398,7 +409,9 @@ Silicon; CUDA or HIP/ROCm is detected on Linux when the toolkit is present.

 The pipeline currently produces city-aware brewery records and dated SQLite
 exports. The next passes add additional fixture types so the app can exercise
-the full brewery domain without live data.
+the full brewery domain without live data. For the detailed engineering
+breakdown of what's needed to reach the architecture in
+[`diagrams/planned/`](./diagrams/planned/), see [ROADMAP.md](./ROADMAP.md).

 ### Testing — Very High Priority

--- a/docs/pipeline/ROADMAP.md
+++ b/docs/pipeline/ROADMAP.md
@@ -0,0 +1,211 @@
+# Pipeline Roadmap — Reaching the Planned Architecture
+
+This is the engineering breakdown for closing the gap between the **current**
+pipeline and the **planned** architecture documented in
+[`diagrams/planned/class.puml`](./diagrams/planned/class.puml) and
+[`diagrams/planned/activity.puml`](./diagrams/planned/activity.puml). Nothing
+in `diagrams/planned/` is implemented yet — this file tracks what it would
+take to get there. For the current implementation, see
+[README.md](./README.md).
+
+Items are grouped by layer and roughly ordered by dependency: later groups
+build on types and services introduced earlier.
+
+The only concurrency in the current pipeline is the log dispatcher thread
+(`main.cc` spawns it to drain a `BoundedChannel<LogEntry>` into spdlog for the
+whole run). Sampling, enrichment, generation, and export all happen
+synchronously on the main thread inside `BiergartenPipelineOrchestrator::Run()`
+— §6 below is what introduces the additional worker threads the planned
+architecture needs.
+
+---
+
+## 1. Domain Models
+
+`tooling/pipeline/includes/data_model/generated_models.h` and `models.h`.
+
+- [ ] Add `Completeness` enum (`Full`, `Partial`, `Absent`) and a
+      `LocationContext` struct (`text`, `completeness`, `char_count`).
+      Replace `EnrichedCity::region_context` (currently a plain
+      `std::string`) with `context : LocationContext`.
+- [ ] Add `BeerStyle` (`name`, `description`, `min_abv`, `max_abv`,
+      `min_ibu`, `max_ibu`).
+- [ ] Add `BeerResult`, `CheckinResult`, `RatingResult` result payloads.
+- [ ] Add `GenerationMetadata` (`generation_id`, `generated_time`,
+      `context_provided`, `generated_with`).
+- [x] Add `first_name`, `last_name`, `gender`, and `activity_weight` to
+      `UserResult` (currently just `username`, `bio`). `first_name`/
+      `last_name`/`gender` are copied from the sampled `Name` (see below),
+      not LLM-invented.
+- [x] Add `Name` (`first_name`, `last_name`, `gender`) — the sampled result
+      handed to `DataGenerator::GenerateUser`. Add `ForenameEntry` (`name`,
+      `gender`) and a `NamesByCountry` class (not a bare typedef) that owns
+      two maps — `std::unordered_map<std::string, std::vector<ForenameEntry>>`
+      and `std::unordered_map<std::string, std::vector<std::string>>`, both
+      keyed by ISO 3166-1 code — and exposes `SampleName(iso3166_1, rng)`.
+      Pairing a forename with a surname happens at sample time so gender
+      (present per-forename in the source data) is never discarded the way a
+      pre-flattened `{first_name, last_name}` list would lose it; see
+      `LoadNamesByCountry()` below.
+- [ ] Extend `GeneratedBrewery` with `brewery_id`, `context_completeness`,
+      `metadata` (currently just `{location, brewery}`).
+- [ ] Add `GeneratedBeer`, `GeneratedCheckin`, `GeneratedRating`,
+      `GeneratedFollow` aggregate structs.
+- [x] Add `GeneratedUser` aggregate struct. Carries `email`, `date_of_birth`,
+      and `password` — programmatically generated by the orchestrator, never
+      LLM-authored — so a downstream auth-account seeding consumer (outside
+      this repo tree's docs) can register real accounts from the pipeline's
+      SQLite export. Skips `user_id`/`metadata` for now, matching
+      `GeneratedBrewery`'s current (pre-`brewery_id`/`metadata`) shape. Not
+      yet wired into `IExportService`/`SqliteExportService` — `GenerateUsers`
+      currently only logs and holds `generated_users_` in memory; no `users`
+      table exists in the SQLite export yet (see §5).
+- [x] Add `UserPersona` (`name`, `description`, `style_affinities`).
+
+## 2. Data Preloading
+
+`tooling/pipeline/includes/json_handling/`, fixture files.
+
+- [ ] Extract a `DataPreloader` interface; have `JsonLoader` implement it.
+      `JsonLoader` now also exposes static `LoadPersonas()` and
+      `LoadNamesByCountry()` (see below), but as additional static methods,
+      not yet behind a formal interface.
+- [ ] Add `LoadBeerStyles()`. `beer-styles.json` already exists in the repo
+      and is already copied into the Docker image
+      (`runpod/Dockerfile`), but no loader reads it yet, and the native
+      CMake build doesn't copy it into `build/` at all — `CMakeLists.txt`'s
+      "Runtime Assets" step only copies `locations.json` and `prompts/`.
+- [x] Add `LoadPersonas()` and author `personas.json` (doesn't exist yet).
+- [x] Add `LoadNamesByCountry(forenames_filepath, surnames_filepath)`,
+      parsing `tooling/pipeline/forenames-by-country.json` and
+      `surnames-by-country.json` into a `NamesByCountry`. Both files are
+      vendored verbatim (unmodified, full multinational coverage) from
+      `sigpwned/popular-names-by-country-dataset` (CC0) — see
+      ETHICS-AND-KNOWN-ISSUES.md's Names-by-Country Dataset section for
+      provenance. Deliberately not pre-paired or filtered down to just the
+      countries in `locations.json`: keeping the source shape (including
+      per-forename gender) intact means the loader can support more
+      countries later, or gender-aware persona/bio generation, without
+      re-sourcing data.
+
+## 3. Policy / Strategy Layer
+
+Entirely new — no `includes/policy/` (or equivalent) directory exists today.
+
+- [ ] `ContextStrategy` interface + `BreweryContextStrategy` /
+      `BeerContextStrategy`. Today `WikipediaEnrichmentService::GetLocationContext`
+      hardcodes a generic `"brewing"` query and a `"beer in {country}"`
+      query directly — no per-phase strategy selection.
+- [ ] `SamplingStrategy` interface + `UniformSamplingStrategy`, replacing
+      the inline `std::ranges::sample(...)` call in
+      `BiergartenPipelineOrchestrator::QueryCitiesWithCountries()`.
+- [ ] `BeerSelectionStrategy` interface + `RandomBeerSelectionStrategy`, to
+      pick styles per brewery from the `BeerStyle` palette (depends on §1
+      and §2).
+- [ ] `CheckinDistributionStrategy` interface + `JCurveCheckinStrategy` /
+      `RandomCheckinStrategy` — this is the "Check-In System" item already
+      called out in README.md's Next Steps, made concrete.
+- [ ] `FollowGenerationStrategy` interface + `RandomFollowStrategy` /
+      `ActivityWeightedFollowStrategy`.
+
+## 4. Data Generation
+
+`tooling/pipeline/includes/data_generation/`, `src/data_generation/`.
+
+- [ ] Extend the `DataGenerator` interface with `GenerateBeer`,
+      `GenerateCheckin`, `GenerateRating` (today: only `GenerateBrewery` and
+      `GenerateUser`).
+- [x] Implement `LlamaGenerator::GenerateUser` for real, with a retry loop
+      mirroring `GenerateBrewery` (GBNF grammar, `ValidateUserJson`, up to 3
+      attempts with corrective feedback) and a new
+      `prompts/USER_GENERATION.md`. Changed the `DataGenerator::GenerateUser`
+      signature to
+      `(city : const EnrichedCity&, persona : const UserPersona&, name : const Name&) : UserResult`,
+      matching what the activity diagram actually passes. `MockGenerator::GenerateUser`
+      updated to match the new signature too.
+- [ ] Implement `MockGenerator::GenerateBeer` / `GenerateCheckin` /
+      `GenerateRating`.
+- [ ] Add `IPromptFormatter::ExpectedArchitecture()` and
+      `LlamaGenerator::ValidateModelArchitecture()` so loading a GGUF that
+      doesn't match the configured chat template fails fast instead of
+      silently producing degraded output.
+- [ ] Add prompt template files for beer/checkin/rating generation next to
+      the existing `prompts/BREWERY_GENERATION.md`.
+
+## 5. Export Service
+
+`tooling/pipeline/includes/services/database/`, `src/services/sqlite/`.
+
+- [ ] Extend `IExportService` with `ProcessBeer`, `ProcessUser`,
+      `ProcessCheckin`, `ProcessRating`, `ProcessFollow` (today only
+      `ProcessRecord(const GeneratedBrewery&)` exists).
+- [ ] Add `beers`, `users`, `checkins`, `ratings`, `follows` tables to
+      `SqliteExportService::InitializeSchema()` — see
+      `kCreateLocationsTableSql` / `kCreateBreweriesTableSql` in
+      `includes/services/database/sqlite_statement_helpers.h` for the
+      existing pattern to follow.
+- [ ] Add a `brewery_cache_` alongside the existing `location_cache_`, and
+      move from one open transaction for the whole run to per-phase batched
+      commits (`BEGIN` / `COMMIT & BEGIN` on a batch-size threshold), as
+      shown in the planned activity diagram.
+
+## 6. Concurrency & Orchestration
+
+`tooling/pipeline/includes/concurrency/`,
+`src/biergarten_pipeline_orchestrator/`.
+
+- [ ] `BoundedChannel<T>` already exists and is production-tested — but
+      it's only wired to the single log channel today. Stand up the
+      per-phase producer/consumer channels (`loc_ch`, `exp_ch`, etc.) the
+      planned activity diagram describes, each with a dedicated LLM worker
+      thread and SQLite worker thread.
+- [ ] Rewrite `BiergartenPipelineOrchestrator::Run()` from one synchronous
+      pass over `generated_breweries_` into phased methods —
+      `RunUserPhase` → `RunBreweryAndBeerPhase` (with a `RunBeerPhase`
+      sub-step once `brewery_pool_` is populated) → `RunCheckinPhase` /
+      `RunFollowPhase` (these two can run in parallel) → `RunRatingPhase` —
+      backed by `user_pool_`, `brewery_pool_`, `beer_pool_`,
+      `checkin_pool_`, `follow_pool_`.
+- [ ] Honor the structural-concurrency requirement already called out in a
+      comment on `BiergartenPipelineOrchestrator::Run()` in
+      `biergarten_pipeline_orchestrator.h`: once real worker threads exist,
+      they must be structurally joined (e.g. via `std::jthread`) before
+      `Run()` returns, so no worker logs to a closed channel during
+      teardown.
+
+## 7. Enrichment
+
+- [ ] Decide whether to restore the city/region-specific Wikipedia query
+      that's currently commented out in
+      `src/services/enrichment/wikipedia/get_summary.cc`
+      (`GetLocationContext`). The `ContextStrategy` work in §3 is a natural
+      place to reintroduce it via `BreweryContextStrategy::QueriesFor()`.
+- [ ] Pre-warm caches at startup (`PreWarmBeerStyleCache`,
+      `PreWarmLocationCache` in the planned activity diagram) instead of
+      fetching lazily per record, so the streaming phases never block on a
+      cold cache mid-run.
+
+## 8. Fixtures / Build
+
+- [ ] Author `personas.json` and `names-by-country.json` (see §2).
+- [ ] Fix the `beer-styles.json` build-tree gap: add it to the "Runtime
+      Assets" `configure_file` step in `CMakeLists.txt` so native builds and
+      the Docker image agree on what's available at runtime.
+
+---
+
+## Suggested build order
+
+The planned activity diagram's own phase notes ("brewery*pool* is now fully
+populated. Phase 1b may begin.", etc.) imply a dependency order. Roughly:
+
+1. Domain models (§1) and data preloading (§2) — nothing else compiles
+   without these.
+2. Export schema (§5) — so every later generation phase has somewhere to
+   land its output.
+3. Policy/strategy layer (§3) and generator interface (§4).
+4. Concurrency/orchestration rewrite (§6), which is the only piece that
+   actually wires §1–§5 into the phased, parallel pipeline shown in the
+   planned diagrams.
+5. Enrichment cache pre-warming and the city/region query decision (§7) —
+   useful at any point, but most valuable once phases run concurrently.
--- a/docs/pipeline/diagrams/current/activity.puml
+++ b/docs/pipeline/diagrams/current/activity.puml
@@ -18,23 +18,40 @@ skinparam ActivityBarColor #628A5B
 skinparam SwimlaneBorderColor #547461
 skinparam SwimlaneBorderThickness 0.3

-title The Biergarten Data Pipeline (Streaming Architecture)
+title The Biergarten Data Pipeline (Current — Synchronous Data Path)

 |#F2F6F0|main.cc|
 start
+:Create BoundedChannel<LogEntry> log_channel;
+:Spawn log dispatcher thread\n(LogDispatcher::Run());
+note right
+  The only concurrency in the current pipeline:
+  a dedicated thread drains log_channel and
+  forwards entries to spdlog for the entire run.
+  Joined during shutdown after log_channel closes.
+end note
 :ParseArguments(argc, argv);
 if (Are arguments valid?) then (no)
-  :spdlog::error usage info;
+  :Log error / usage info;
  stop
 else (yes)
 endif

 :Init OpenSSL global state & LlamaBackendState;
 :di::make_injector(...);
-:injector.create<std::unique_ptr<BiergartenDataGenerator>>();
-:BiergartenDataGenerator::Run();
+note right
+  Binds ILogger, IEnrichmentService, DataGenerator,
+  IExportService, IPromptFormatter, WebClient based
+  on --mocked vs. model-backed mode.
+end note
+:injector.create<std::unique_ptr<BiergartenPipelineOrchestrator>>();
+:BiergartenPipelineOrchestrator::Run();
+note right
+  Run() itself is synchronous — sampling, enrichment,
+  generation, and export all happen on this thread.
+end note

-|#EAF0E8|BiergartenDataGenerator|
+|#EAF0E8|BiergartenPipelineOrchestrator|
 :Initialize SQLite export;

 |#E0EAE0|SqliteExportService|
@@ -48,23 +65,35 @@ note right
  Begins Transaction
 end note

-|#EAF0E8|BiergartenDataGenerator|
+|#EAF0E8|BiergartenPipelineOrchestrator|
 :QueryCitiesWithCountries();

 |#E2EBDC|JsonLoader|
 :JsonLoader::LoadLocations("locations.json");
-:std::ranges::sample(all_locations, 50);
+:std::ranges::sample(all_locations, --location-count);
+note right
+  --location-count defaults to 10.
+end note

-|#EAF0E8|BiergartenDataGenerator|
+|#EAF0E8|BiergartenPipelineOrchestrator|
 while (For each sampled Location?) is (Remaining cities)
-  |#DCE8D8|WikipediaService|
+  |#DCE8D8|IEnrichmentService|
  :GetLocationContext(loc);
-  :FetchExtracts(City, Country, Beer);
-  |#EAF0E8|BiergartenDataGenerator|
-  :Store EnrichedCity{Location, region_context};
+  note right
+    WikipediaEnrichmentService fetches a generic
+    "brewing" extract and a "beer in {country}" extract
+    (not a city/region-specific page). MockEnrichmentService
+    (--mocked) returns an empty string instead.
+  end note
+  |#EAF0E8|BiergartenPipelineOrchestrator|
+  if (Lookup failed?) then (yes)
+    :Log warning, skip city;
+  else (no)
+    :Store EnrichedCity{Location, region_context};
+  endif
 endwhile (Done)

-|#EAF0E8|BiergartenDataGenerator|
+|#EAF0E8|BiergartenPipelineOrchestrator|
 :GenerateBreweries(enriched_cities);

 |#E5EDE1|DataGenerator|
@@ -73,7 +102,10 @@ while (For each EnrichedCity?) is (Remaining cities)
    :DeterministicHash & Format;
  else (LlamaGenerator)
    :PrepareRegionContext;
-    :LoadBrewerySystemPrompt("prompts/system.md");
+    :prompt_directory_->Load("BREWERY_GENERATION");
+    note right
+      Resolves to BREWERY_GENERATION.md inside --prompt-dir.
+    end note
    repeat
      :Infer(system_prompt, user_prompt, max_tokens, kBreweryJsonGrammar);
      :ValidateBreweryJson(raw, brewery);
@@ -81,11 +113,16 @@ while (For each EnrichedCity?) is (Remaining cities)
        break
      else (no)
        :Attempt++;
+        :Append validation error to retry prompt;
      endif
    repeat while (Attempt < 3?) is (yes)
+    note right
+      max_tokens is fixed across retries —
+      it is not raised on truncation.
+    end note
  endif

-  |#EAF0E8|BiergartenDataGenerator|
+  |#EAF0E8|BiergartenPipelineOrchestrator|
  if (Generation successful?) then (yes)
    |#E0EAE0|SqliteExportService|
    :ProcessRecord(GeneratedBrewery);
@@ -97,8 +134,8 @@ while (For each EnrichedCity?) is (Remaining cities)
    :Insert Brewery (FK: location_id);

    if (Exception caught during insert?) then (yes)
-      |#EAF0E8|BiergartenDataGenerator|
-      :spdlog::warn "Failed to stream record to SQLite export";
+      |#EAF0E8|BiergartenPipelineOrchestrator|
+      :Log warning "SQLite export failed";
      note right
        Data loss is prevented per-record.
        The pipeline continues running.
@@ -106,7 +143,7 @@ while (For each EnrichedCity?) is (Remaining cities)
    else (no)
    endif
  else (no)
-    :spdlog::warn "Generation failed, skipping...";
+    :Log warning "Generation failed, skipping...";
  endif
  |#E5EDE1|DataGenerator|
 endwhile (Done)
@@ -119,6 +156,8 @@ note right
 end note

 |#F2F6F0|main.cc|
+:Close log_channel;
+:Join log dispatcher thread;
 :Return 0;
 stop

--- a/docs/pipeline/diagrams/current/class.puml
+++ b/docs/pipeline/diagrams/current/class.puml
@@ -25,11 +25,12 @@ skinparam note {

 title The Biergarten Data Pipeline - Class Diagram

-class BiergartenDataGenerator {
+class BiergartenPipelineOrchestrator {
  - logger_ : std::shared_ptr<ILogger>
  - context_service_ : std::unique_ptr<IEnrichmentService>
  - generator_ : std::unique_ptr<DataGenerator>
  - exporter_ : std::unique_ptr<IExportService>
+  - application_options_ : ApplicationOptions
  - generated_breweries_ : std::vector<GeneratedBrewery>
  + Run() : bool
  - QueryCitiesWithCountries() : std::vector<Location>
@@ -54,21 +55,29 @@ class PipelinePhase <<enumeration>> {
  Teardown
 }

-struct LogEntry {
-  + timestamp : std::chrono::system_clock::time_point
+struct LogDTO {
+  + level : LogLevel
+  + phase : PipelinePhase
+  + message : std::string
+}
+
+struct LogEntry {
+  + timestamp : std::chrono::system_clock::time_point
+  + origin : std::source_location
+  + thread_id : std::thread::id
  + level : LogLevel
  + phase : PipelinePhase
  + message : std::string
-  + worker : std::optional<std::string>
 }

 interface ILogger <<interface>> {
-  + Log(entry : const LogEntry&) : void
+  + Log(payload : LogDTO) : void
+  - {abstract} DoLog(entry : LogEntry) : void
 }

 class LogProducer {
  - channel_ : BoundedChannel<LogEntry>&
-  + Log(entry : const LogEntry&) : void
+  - DoLog(entry : LogEntry) : void
 }

 class LogDispatcher {
@@ -81,7 +90,11 @@ interface IEnrichmentService <<interface>> {
  + GetLocationContext(loc : const Location&) : std::string
 }

-class WikipediaService {
+class MockEnrichmentService {
+  + GetLocationContext(loc : const Location&) : std::string
+}
+
+class WikipediaEnrichmentService {
  - client_ : std::unique_ptr<WebClient>
  - extract_cache_ : std::unordered_map<std::string, std::string>
  + GetLocationContext(loc : const Location&) : std::string
@@ -113,13 +126,13 @@ class LlamaGenerator {
  - model_ : ModelHandle
  - context_ : ContextHandle
  - prompt_formatter_ : std::unique_ptr<IPromptFormatter>
+  - prompt_directory_ : std::unique_ptr<IPromptDirectory>
  - rng_ : std::mt19937
  + GenerateBrewery(...) : BreweryResult
  + GenerateUser(...) : UserResult
  - Load(model_path : const std::string&) : void
  - Infer(...) : std::string
  - InferFormatted(...) : std::string
-  - LoadBrewerySystemPrompt(...) : std::string
 }

 interface IPromptFormatter <<interface>> {
@@ -130,6 +143,16 @@ class Gemma4JinjaPromptFormatter {
  + Format(system_prompt : std::string_view, user_prompt : std::string_view) : std::string
 }

+interface IPromptDirectory <<interface>> {
+  + Load(key : std::string_view) : std::string
+}
+
+class PromptDirectory {
+  - prompt_dir_ : std::filesystem::path
+  - cache_ : std::unordered_map<std::string, std::string>
+  + Load(key : std::string_view) : std::string
+}
+
 class JsonLoader {
  + {static} LoadLocations(filepath : const std::filesystem::path&) : std::vector<Location>
 }
@@ -164,19 +187,22 @@ class SystemDateTimeProvider {
 }

 ' Structural Relationships / Dependency Injection
-BiergartenDataGenerator *-- ILogger : owns
-BiergartenDataGenerator *-- IEnrichmentService : owns
-BiergartenDataGenerator *-- DataGenerator : owns
-BiergartenDataGenerator *-- IExportService : owns
+BiergartenPipelineOrchestrator *-- ILogger : owns
+BiergartenPipelineOrchestrator *-- IEnrichmentService : owns
+BiergartenPipelineOrchestrator *-- DataGenerator : owns
+BiergartenPipelineOrchestrator *-- IExportService : owns

 LogEntry *-- LogLevel
 LogEntry *-- PipelinePhase
+LogDTO *-- LogLevel
+LogDTO *-- PipelinePhase
 ILogger <|.. LogProducer : implements
 LogProducer ..> LogEntry : emits
 LogDispatcher ..> LogEntry : consumes

-IEnrichmentService <|.. WikipediaService : implements
-WikipediaService *-- WebClient : owns
+IEnrichmentService <|.. WikipediaEnrichmentService : implements
+IEnrichmentService <|.. MockEnrichmentService : implements
+WikipediaEnrichmentService *-- WebClient : owns

 WebClient <|.. HttpWebClient : implements

@@ -184,10 +210,12 @@ DataGenerator <|.. MockGenerator : implements
 DataGenerator <|.. LlamaGenerator : implements

 LlamaGenerator *-- IPromptFormatter : uses
+LlamaGenerator *-- IPromptDirectory : uses

 IPromptFormatter <|.. Gemma4JinjaPromptFormatter : implements
+IPromptDirectory <|.. PromptDirectory : implements

-BiergartenDataGenerator ..> JsonLoader : uses
+BiergartenPipelineOrchestrator ..> JsonLoader : uses

 IExportService <|.. SqliteExportService : implements
 SqliteExportService *-- IDateTimeProvider : owns
--- a/docs/pipeline/diagrams/current/output/activity.svg
+++ b/docs/pipeline/diagrams/current/output/activity.svg
--- a/docs/pipeline/diagrams/current/output/class.svg
+++ b/docs/pipeline/diagrams/current/output/class.svg
--- a/docs/pipeline/diagrams/planned/activity.puml
+++ b/docs/pipeline/diagrams/planned/activity.puml
@@ -43,7 +43,7 @@ fork again
  :EnrichmentService::PreWarmLocationCache(sampled_locations);
 end fork
 fork
-  :JsonLoader::LoadNamesByCountry("names-by-country.json");
+  :JsonLoader::LoadNamesByCountry(\n  "forenames-by-country.json",\n  "surnames-by-country.json");
 fork again
  :JsonLoader::LoadPersonas("personas.json");
 end fork
--- a/docs/pipeline/diagrams/planned/class.puml
+++ b/docs/pipeline/diagrams/planned/class.puml
@@ -67,11 +67,47 @@ package "Domain: Models" {
  }

  class UserResult {
+    + first_name : std::string
+    + last_name : std::string
+    + gender : std::string
    + username : std::string
    + bio : std::string
    + activity_weight : float
  }

+  class Name {
+    + first_name : std::string
+    + last_name : std::string
+    + gender : std::string
+  }
+
+  class ForenameEntry {
+    + name : std::string
+    + gender : std::string
+  }
+
+  class NamesByCountry {
+    - forenames_by_country_ : std::unordered_map<std::string, std::vector<ForenameEntry>>
+    - surnames_by_country_ : std::unordered_map<std::string, std::vector<std::string>>
+    + SampleName(iso3166_1 : const std::string&,\n  rng : std::mt19937&) : std::optional<Name>
+  }
+
+  note right of NamesByCountry
+    Backed by two source-shaped maps,
+    keyed by ISO 3166-1 country code,
+    sourced from popular-names-by-country-dataset
+    (CC0) -- see ETHICS-AND-KNOWN-ISSUES.md.
+    Gender is preserved per forename so it can
+    be threaded through to persona/bio generation
+    later; surnames carry no gender in the source
+    data. Pairing happens at sample time, not at
+    fixture-authoring time, so no information from
+    the source dataset is discarded up front.
+  end note
+
+  NamesByCountry *-- "0..*" ForenameEntry
+  NamesByCountry ..> Name : produces
+
  class CheckinResult {
    + checked_in_at : std::string
    + note : std::string
@@ -110,9 +146,20 @@ package "Domain: Models" {
    + user_id : uint64_t
    + location : Location
    + user : UserResult
+    + email : std::string
+    + date_of_birth : std::string
+    + password : std::string
    + metadata : GenerationMetadata
  }

+  note right of GeneratedUser
+    email, date_of_birth, and password are
+    programmatically generated by the orchestrator
+    (not LLM-authored) so a downstream auth-account
+    seeding consumer can register real accounts from
+    this export. See ROADMAP.md §1.
+  end note
+
  class GeneratedCheckin {
    + checkin_id : uint64_t
    + user_id : uint64_t
@@ -321,15 +368,15 @@ package "Infrastructure: Data Preloading" {
  interface DataPreloader <<interface>> {
    + LoadLocations(filepath : const std::filesystem::path&) : std::vector<Location>
    + LoadBeerStyles(filepath : const std::filesystem::path&) : std::vector<BeerStyle>
-    + LoadPersonas(filepath : const std::filesystem::path&) : std::vector<Persona>
-    + LoadNamesByCountry(filepath : const std::filesystem::path&) : NamesByCountry
+    + LoadPersonas(filepath : const std::filesystem::path&) : std::vector<UserPersona>
+    + LoadNamesByCountry(forenames_filepath : const std::filesystem::path&,\n  surnames_filepath : const std::filesystem::path&) : NamesByCountry
  }

  class JsonLoader {
    + LoadLocations(filepath : const std::filesystem::path&) : std::vector<Location>
    + LoadBeerStyles(filepath : const std::filesystem::path&) : std::vector<BeerStyle>
-    + LoadPersonas(filepath : const std::filesystem::path&) : std::vector<Persona>
-    + LoadNamesByCountry(filepath : const std::filesystem::path&) : NamesByCountry
+    + LoadPersonas(filepath : const std::filesystem::path&) : std::vector<UserPersona>
+    + LoadNamesByCountry(forenames_filepath : const std::filesystem::path&,\n  surnames_filepath : const std::filesystem::path&) : NamesByCountry
  }

 }
@@ -380,7 +427,7 @@ package "Infrastructure: Data Generation" {
  interface DataGenerator <<interface>> {
    + GenerateBrewery(location : const Location&,\n  context : const LocationContext&) : BreweryResult
    + GenerateBeer(brewery_id : uint64_t,\n  location : const Location&,\n  context : const LocationContext&,\n  style : const BeerStyle&) : BeerResult
-    + GenerateUser(location : const Location&) : UserResult
+    + GenerateUser(city : const EnrichedCity&,\n  persona : const UserPersona&,\n  name : const Name&) : UserResult
    + GenerateCheckin(user : const GeneratedUser&,\n  brewery : const GeneratedBrewery&,\n  timestamp : const std::string&) : CheckinResult
    + GenerateRating(user : const GeneratedUser&,\n  beer : const GeneratedBeer&,\n  checkin_id : uint64_t) : RatingResult
  }
--- a/docs/pipeline/diagrams/planned/output/biergarten_activity.svg
+++ b/docs/pipeline/diagrams/planned/output/biergarten_activity.svg
--- a/docs/pipeline/diagrams/planned/output/class.svg
+++ b/docs/pipeline/diagrams/planned/output/class.svg
--- a/tooling/pipeline-results-viewer/.gitignore
+++ b/tooling/pipeline-results-viewer/.gitignore
@@ -0,0 +1,24 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
--- a/tooling/pipeline-results-viewer/index.html
+++ b/tooling/pipeline-results-viewer/index.html
@@ -0,0 +1,74 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/svg+xml" href="/favicon.svg" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>Pipeline Results Viewer</title>
+  </head>
+  <body>
+    <div class="dialog" id="window">
+      <div class="dialog-header">
+        <p>Pipeline Results Viewer</p>
+      </div>
+      <div class="tab-strip" role="tablist">
+        <button
+          type="button"
+          class="tab is-active"
+          id="tab-tables"
+          role="tab"
+          aria-selected="true"
+          aria-controls="panel-tables"
+        >
+          Tables
+        </button>
+        <button
+          type="button"
+          class="tab"
+          id="tab-query"
+          role="tab"
+          aria-selected="false"
+          aria-controls="panel-query"
+        >
+          Query
+        </button>
+      </div>
+      <div class="dialog-body">
+        <div
+          class="tab-panel"
+          id="panel-tables"
+          role="tabpanel"
+          aria-labelledby="tab-tables"
+        >
+          <div class="field-group">
+            <label for="table-select">Table</label>
+            <select id="table-select"></select>
+          </div>
+          <p id="status"></p>
+          <div id="table-container"></div>
+        </div>
+        <div
+          class="tab-panel"
+          id="panel-query"
+          role="tabpanel"
+          aria-labelledby="tab-query"
+          hidden
+        >
+          <div class="field-group field-group--stacked">
+            <label for="query-input">SQL Query</label>
+            <textarea
+              id="query-input"
+              rows="4"
+              spellcheck="false"
+              placeholder="SELECT * FROM ..."
+            ></textarea>
+          </div>
+          <button type="button" id="query-run" class="btn">Run Query</button>
+          <p id="query-status"></p>
+          <div id="query-container"></div>
+        </div>
+      </div>
+    </div>
+    <script type="module" src="/src/main.ts"></script>
+  </body>
+</html>
--- a/tooling/pipeline-results-viewer/package-lock.json
+++ b/tooling/pipeline-results-viewer/package-lock.json
--- a/tooling/pipeline-results-viewer/package.json
+++ b/tooling/pipeline-results-viewer/package.json
@@ -0,0 +1,20 @@
+{
+  "name": "pipeline-results-viewer",
+  "version": "0.0.0",
+  "private": true,
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc && vite build",
+    "preview": "vite preview"
+  },
+  "devDependencies": {
+    "@types/sql.js": "^1.4.11",
+    "sass": "^1.101.0",
+    "typescript": "^6.0.3",
+    "vite": "^8.0.12"
+  },
+  "dependencies": {
+    "sql.js": "^1.14.1"
+  }
+}
--- a/tooling/pipeline-results-viewer/public/biergarten.sqlite
+++ b/tooling/pipeline-results-viewer/public/biergarten.sqlite
--- a/tooling/pipeline-results-viewer/public/favicon.svg
+++ b/tooling/pipeline-results-viewer/public/favicon.svg
--- a/tooling/pipeline-results-viewer/src/main.ts
+++ b/tooling/pipeline-results-viewer/src/main.ts
@@ -0,0 +1,147 @@
+import initSqlJs, { type Database, type SqlValue } from "sql.js";
+import sqlWasmUrl from "sql.js/dist/sql-wasm.wasm?url";
+import "./style.scss";
+
+const DB_URL = "/biergarten.sqlite";
+
+const tabs = document.querySelectorAll<HTMLButtonElement>("[role='tab']");
+const panels = document.querySelectorAll<HTMLDivElement>("[role='tabpanel']");
+
+const tableSelect = document.querySelector<HTMLSelectElement>("#table-select")!;
+const tableContainer =
+  document.querySelector<HTMLDivElement>("#table-container")!;
+const status = document.querySelector<HTMLParagraphElement>("#status")!;
+
+const queryInput = document.querySelector<HTMLTextAreaElement>("#query-input")!;
+const queryRun = document.querySelector<HTMLButtonElement>("#query-run")!;
+const queryStatus = document.querySelector<HTMLParagraphElement>("#query-status")!;
+const queryContainer =
+  document.querySelector<HTMLDivElement>("#query-container")!;
+
+for (const tab of tabs) {
+  tab.addEventListener("click", () => {
+    for (const otherTab of tabs) {
+      const isActive = otherTab === tab;
+      otherTab.classList.toggle("is-active", isActive);
+      otherTab.setAttribute("aria-selected", String(isActive));
+    }
+    for (const panel of panels) {
+      panel.hidden = panel.id !== tab.getAttribute("aria-controls");
+    }
+  });
+}
+
+const renderResultTable = (
+  container: HTMLDivElement,
+  columns: string[],
+  values: SqlValue[][],
+) => {
+  const table = document.createElement("table");
+
+  const head = table.createTHead().insertRow();
+  for (const column of columns) {
+    const th = document.createElement("th");
+    th.textContent = column;
+    head.append(th);
+  }
+
+  const body = table.createTBody();
+  for (const row of values) {
+    const tr = body.insertRow();
+    for (const cell of row) {
+      const td = document.createElement("td");
+      td.textContent = String(cell ?? "");
+      tr.append(td);
+    }
+  }
+
+  container.append(table);
+};
+
+const renderTable = (db: Database, name: string) => {
+  const result = db.exec(`SELECT * FROM "${name}"`);
+  tableContainer.replaceChildren();
+
+  if (result.length === 0) {
+    tableContainer.append(
+      Object.assign(document.createElement("p"), { textContent: "No rows." }),
+    );
+    return;
+  }
+
+  const { columns, values } = result[0];
+  renderResultTable(tableContainer, columns, values);
+};
+
+const runQuery = (db: Database) => {
+  const sql = queryInput.value.trim();
+  queryContainer.replaceChildren();
+
+  if (!sql) {
+    queryStatus.textContent = "Enter a query to run.";
+    return;
+  }
+
+  try {
+    const results = db.exec(sql);
+
+    if (results.length === 0) {
+      queryStatus.textContent = "Query executed. No rows returned.";
+      return;
+    }
+
+    const { columns, values } = results[results.length - 1];
+    renderResultTable(queryContainer, columns, values);
+    queryStatus.textContent = `${values.length} row${values.length === 1 ? "" : "s"} returned.`;
+  } catch (error) {
+    queryStatus.textContent = `Error: ${error instanceof Error ? error.message : String(error)}`;
+  }
+};
+
+async function main(): Promise<void> {
+  status.textContent = "Loading database...";
+
+  const sqlJs = await initSqlJs({ locateFile: () => sqlWasmUrl });
+  const response = await fetch(DB_URL);
+  const buffer = await response.arrayBuffer();
+  const db = new sqlJs.Database(new Uint8Array(buffer));
+
+  const tables =
+    db
+      .exec(
+        `SELECT name
+         FROM sqlite_master
+         WHERE
+          type = 'table'
+         AND
+          name NOT LIKE 'sqlite_%'
+         ORDER BY name`,
+      )[0]
+      ?.values.map((row) => String(row[0])) ?? [];
+
+  for (const name of tables) {
+    tableSelect.append(new Option(name, name));
+  }
+
+  tableSelect.addEventListener("change", () =>
+    renderTable(db, tableSelect.value),
+  );
+
+  if (tables.length > 0) {
+    renderTable(db, tables[0]);
+  }
+
+  status.textContent = "";
+
+  queryRun.addEventListener("click", () => runQuery(db));
+  queryInput.addEventListener("keydown", (event) => {
+    if ((event.metaKey || event.ctrlKey) && event.key === "Enter") {
+      event.preventDefault();
+      runQuery(db);
+    }
+  });
+}
+
+main().catch((error: unknown) => {
+  status.textContent = `Failed to load database: ${String(error)}`;
+});
--- a/tooling/pipeline-results-viewer/src/style.scss
+++ b/tooling/pipeline-results-viewer/src/style.scss
@@ -0,0 +1,267 @@
+$gray-100: #dedede;
+$gray-300: #c3c3c3;
+$gray-500: #808080;
+$white: #ffffff;
+$black: #000000;
+$navy: #000080;
+$blue: #1084d0;
+$teal: #008080;
+
+$color-surface: $gray-300;
+$color-surface-alt: $gray-100;
+$color-surface-sunken: $white;
+$color-border-highlight: $gray-100;
+$color-border-lowlight: $gray-500;
+$color-border-light: $white;
+$color-border-dark: $black;
+$color-text: $black;
+$color-text-on-accent: $white;
+$color-text-status: $navy;
+$color-accent-start: $navy;
+$color-accent-end: $blue;
+$color-desktop-bg: $teal;
+$color-row-stripe: $gray-100;
+$color-shadow: rgba($black, 0.4);
+$color-focus-ring: $black;
+
+$bevel-size: 2px;
+$font-stack: Tahoma, "MS Sans Serif", Verdana, sans-serif;
+
+@mixin bevel-raised($size: $bevel-size) {
+  border-style: solid;
+  border-width: $size;
+  border-top-color: $color-border-highlight;
+  border-left-color: $color-border-highlight;
+  border-right-color: $color-border-dark;
+  border-bottom-color: $color-border-dark;
+  box-shadow:
+    inset $size $size 0 0 $color-border-light,
+    inset (-$size) (-$size) 0 0 $color-border-lowlight;
+}
+
+@mixin bevel-sunken($size: $bevel-size) {
+  border-style: solid;
+  border-width: $size;
+  border-top-color: $color-border-lowlight;
+  border-left-color: $color-border-lowlight;
+  border-right-color: $color-border-light;
+  border-bottom-color: $color-border-light;
+  box-shadow:
+    inset $size $size 0 0 $color-border-dark,
+    inset (-$size) (-$size) 0 0 $color-surface-alt;
+}
+
+* {
+  box-sizing: border-box;
+}
+
+body {
+  margin: 0;
+  padding: 24px;
+  background: $color-desktop-bg;
+  font-family: $font-stack;
+  color: $color-text;
+  min-height: 100vh;
+}
+
+#window {
+  width: 100%;
+  max-width: 1600px;
+  margin: 0 auto;
+  background: $color-surface;
+  padding: 6px;
+  display: flex;
+  flex-direction: column;
+  gap: 6px;
+  @include bevel-raised(3px);
+  box-shadow: 8px 8px 0 0 $color-shadow;
+}
+
+.dialog-header {
+  background: linear-gradient(90deg, $color-accent-start, $color-accent-end);
+  color: $color-text-on-accent;
+  padding: 6px 8px;
+  display: flex;
+  align-items: center;
+
+  p {
+    margin: 0;
+    font-size: 14px;
+    font-weight: bold;
+    letter-spacing: 0.5px;
+    text-transform: uppercase;
+  }
+}
+
+.tab-strip {
+  display: flex;
+  gap: 4px;
+  padding: 8px 8px 0;
+}
+
+.tab {
+  position: relative;
+  top: 3px;
+  margin-bottom: -2px;
+  font-family: $font-stack;
+  font-size: 12px;
+  font-weight: bold;
+  text-transform: uppercase;
+  padding: 6px 14px;
+  background: $color-surface;
+  color: $color-text;
+  border-style: solid;
+  border-width: 2px;
+  border-top-color: $color-border-light;
+  border-left-color: $color-border-light;
+  border-right-color: $color-border-dark;
+  border-bottom-color: $color-border-dark;
+  border-radius: 0;
+  cursor: pointer;
+
+  &.is-active {
+    top: 0;
+    z-index: 1;
+    border-bottom-color: $color-surface;
+  }
+
+  &:focus {
+    outline: 1px dotted $color-focus-ring;
+    outline-offset: -4px;
+  }
+}
+
+.dialog-body {
+  border-top: 2px solid $color-border-dark;
+  padding: 12px;
+}
+
+.tab-panel {
+  display: flex;
+  flex-direction: column;
+  gap: 12px;
+
+  &[hidden] {
+    display: none;
+  }
+}
+
+.field-group {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+
+  label {
+    font-size: 12px;
+    font-weight: bold;
+    text-transform: uppercase;
+  }
+
+  &.field-group--stacked {
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+
+select#table-select {
+  font-family: $font-stack;
+  font-size: 13px;
+  padding: 3px 6px;
+  background: $color-surface-sunken;
+  color: $color-text;
+  border-radius: 0;
+  @include bevel-sunken();
+
+  &:focus {
+    outline: 1px dotted $color-focus-ring;
+    outline-offset: 2px;
+  }
+}
+
+textarea#query-input {
+  font-family: $font-stack;
+  font-size: 13px;
+  padding: 6px;
+  background: $color-surface-sunken;
+  color: $color-text;
+  border-radius: 0;
+  resize: vertical;
+  @include bevel-sunken();
+
+  &:focus {
+    outline: 1px dotted $color-focus-ring;
+    outline-offset: 2px;
+  }
+}
+
+.btn {
+  align-self: flex-start;
+  font-family: $font-stack;
+  font-size: 12px;
+  font-weight: bold;
+  text-transform: uppercase;
+  padding: 6px 16px;
+  background: $color-surface;
+  color: $color-text;
+  cursor: pointer;
+  @include bevel-raised();
+
+  &:active {
+    @include bevel-sunken();
+  }
+
+  &:focus {
+    outline: 1px dotted $color-focus-ring;
+    outline-offset: -4px;
+  }
+}
+
+#status,
+#query-status {
+  margin: 0;
+  font-size: 12px;
+  font-style: italic;
+  color: $color-text-status;
+}
+
+#table-container,
+#query-container {
+  background: $color-surface-sunken;
+  padding: 4px;
+  overflow-x: auto;
+  @include bevel-sunken();
+}
+
+table {
+  border-collapse: collapse;
+  margin: 0 auto;
+  font-family: $font-stack;
+}
+
+th,
+td {
+  border: 1px solid $color-border-lowlight;
+  padding: 4px 8px;
+  text-align: left;
+  font-size: 13px;
+}
+
+th {
+  background: $color-surface;
+  white-space: nowrap;
+  font-weight: bold;
+  text-transform: uppercase;
+  @include bevel-raised(1px);
+}
+
+td {
+  min-width: 120px;
+  max-width: 800px;
+  white-space: normal;
+  word-break: break-word;
+  background: $color-surface-sunken;
+}
+
+tbody tr:nth-child(even) td {
+  background: $color-row-stripe;
+}
--- a/tooling/pipeline-results-viewer/tsconfig.json
+++ b/tooling/pipeline-results-viewer/tsconfig.json
@@ -0,0 +1,24 @@
+{
+  "compilerOptions": {
+    "target": "es2023",
+    "module": "esnext",
+    "lib": ["ES2023", "DOM"],
+    "types": ["vite/client"],
+    "skipLibCheck": true,
+
+    /* Bundler mode */
+    "moduleResolution": "bundler",
+    "esModuleInterop": true,
+    "allowImportingTsExtensions": true,
+    "verbatimModuleSyntax": true,
+    "moduleDetection": "force",
+    "noEmit": true,
+
+    /* Linting */
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "erasableSyntaxOnly": true,
+    "noFallthroughCasesInSwitch": true
+  },
+  "include": ["src"]
+}
--- a/tooling/pipeline/CMakeLists.txt
+++ b/tooling/pipeline/CMakeLists.txt
@@ -151,6 +151,11 @@ target_sources(${PROJECT_NAME} PRIVATE
        src/json_handling/json_loader.cc
 )

+# --- data_model ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/data_model/names_by_country.cc
+)
+
 # --- application_options ---
 target_sources(${PROJECT_NAME} PRIVATE
        src/application_options/parse_arguments.cc
@@ -161,6 +166,7 @@ target_sources(${PROJECT_NAME} PRIVATE
        src/biergarten_pipeline_orchestrator/log_results.cc
        src/biergarten_pipeline_orchestrator/biergarten_pipeline_orchestrator.cc
        src/biergarten_pipeline_orchestrator/generate_breweries.cc
+        src/biergarten_pipeline_orchestrator/generate_users.cc
        src/biergarten_pipeline_orchestrator/run.cc
        src/biergarten_pipeline_orchestrator/query_cities_with_countries.cc
 )
@@ -204,6 +210,7 @@ target_sources(${PROJECT_NAME} PRIVATE
 # --- services: sqlite ---
 target_sources(${PROJECT_NAME} PRIVATE
 	src/services/sqlite/process_record.cc
+	src/services/sqlite/process_user_record.cc
 	src/services/sqlite/sqlite_export_service.cc
 	src/services/sqlite/finalize.cc
 	src/services/sqlite/initialize.cc
@@ -260,6 +267,21 @@ configure_file(
        ${CMAKE_BINARY_DIR}/locations.json
        COPYONLY
 )
+configure_file(
+        ${CMAKE_SOURCE_DIR}/personas.json
+        ${CMAKE_BINARY_DIR}/personas.json
+        COPYONLY
+)
+configure_file(
+        ${CMAKE_SOURCE_DIR}/forenames-by-country.json
+        ${CMAKE_BINARY_DIR}/forenames-by-country.json
+        COPYONLY
+)
+configure_file(
+        ${CMAKE_SOURCE_DIR}/surnames-by-country.json
+        ${CMAKE_BINARY_DIR}/surnames-by-country.json
+        COPYONLY
+)
 add_custom_command(TARGET ${PROJECT_NAME} POST_BUILD
        COMMAND ${CMAKE_COMMAND} -E copy_directory
        ${CMAKE_SOURCE_DIR}/prompts
--- a/tooling/pipeline/forenames-by-country.json
+++ b/tooling/pipeline/forenames-by-country.json
--- a/tooling/pipeline/format-per-directory.sh
+++ b/tooling/pipeline/format-per-directory.sh
@@ -0,0 +1,72 @@
+#!/bin/bash
+#
+# Walks every directory under src/ and includes/ (including nested
+# subdirectories), runs clang-format on the C/C++ files in that directory
+# only (non-recursive), and commits the result with its own commit.
+#
+# Usage: ./format-per-directory.sh [-y]
+#   -y  skip the confirmation prompt
+
+set -euo pipefail
+
+SKIP_CONFIRM=false
+if [[ "${1:-}" == "-y" ]]; then
+    SKIP_CONFIRM=true
+fi
+
+cd "$(dirname "$0")"
+
+if [ ! -f .clang-format ]; then
+    echo "ERROR: .clang-format file not found."
+    exit 1
+fi
+
+if ! command -v clang-format &>/dev/null; then
+    echo "ERROR: clang-format not found."
+    exit 1
+fi
+
+if ! command -v git &>/dev/null; then
+    echo "ERROR: git not found."
+    exit 1
+fi
+
+echo "WARNING: This script will format .cpp, .h, .cxx, .cc, .c, .hpp files"
+echo "directory-by-directory under src/ and includes/, committing after each"
+echo "directory is formatted."
+
+if [[ "$SKIP_CONFIRM" == false ]]; then
+    read -p "Do you want to continue? (y/n) " -n 1 -r
+    echo
+    if [[ ! $REPLY =~ ^[Yy]$ ]]; then
+        echo "Aborted."
+        exit 1
+    fi
+fi
+
+if [[ -n "$(git status --porcelain)" ]]; then
+    echo "ERROR: working tree is not clean. Commit or stash your changes first."
+    exit 1
+fi
+
+dirs=$(find src includes -type d | sort)
+
+for dir in $dirs; do
+    files=$(find "$dir" -maxdepth 1 -type f \( -name "*.cpp" -o -name "*.hpp" -o -name "*.h" -o -name "*.c" -o -name "*.cc" -o -name "*.cxx" \))
+
+    if [[ -z "$files" ]]; then
+        continue
+    fi
+
+    echo "Formatting $dir..."
+    echo "$files" | xargs clang-format -i
+
+    if [[ -n "$(git status --porcelain -- "$dir")" ]]; then
+        git add -- "$dir"
+        git commit -m "Formatted $dir"
+    else
+        echo "No changes in $dir, skipping commit."
+    fi
+done
+
+echo "Done."
--- a/tooling/pipeline/includes/biergarten_pipeline_orchestrator.h
+++ b/tooling/pipeline/includes/biergarten_pipeline_orchestrator.h
@@ -2,11 +2,11 @@
 #define BIERGARTEN_PIPELINE_INCLUDES_BIERGARTEN_DATA_GENERATOR_H_

 /**
- * @file biergarten_data_generator.h
- * @brief Orchestration for end-to-end brewery data generation pipeline.
+ * @file biergarten_pipeline_orchestrator.h
+ * @brief Orchestration for end-to-end brewery and user data generation.
 *
- * Intent: Coordinates location loading, enrichment, and generation phases
- * to produce a complete dataset. Coordinates dependencies via composition root.
+ * Coordinates location loading, enrichment, and generation phases to produce
+ * a complete dataset, wiring dependencies selected at the composition root.
 */

 #include <memory>
@@ -15,32 +15,36 @@

 #include "data_generation/data_generator.h"
 #include "data_model/generated_models.h"
+#include "services/curated_data/curated_data_service.h"
 #include "services/database/export_service.h"
 #include "services/enrichment/enrichment_service.h"
-
 #include "services/logging/logger.h"

 /**
- * @brief Main data generator class for the Biergarten pipeline.
+ * @brief Main orchestrator for the Biergarten data generation pipeline.
 *
- * This class encapsulates the core logic for generating brewery data.
- * It handles location loading, city enrichment, and brewery generation.
+ * Handles location loading, city enrichment, and brewery/user generation.
 */
 class BiergartenPipelineOrchestrator {
 public:
-/**
- * @brief Constructs the orchestrator with injected pipeline dependencies.
- *
- * @param context_service Provides regional context for locations.
- * @param generator Implementation (Llama or Mock) for brewery/user generation.
- * @param exporter Database backend for persisting generated records.
- * @param application_options CLI configuration and paths.
- */
+  /**
+   * @brief Constructs the orchestrator with injected pipeline dependencies.
+   *
+   * @param logger Sink for pipeline diagnostics.
+   * @param context_service Provides regional context for locations.
+   * @param generator Implementation (Llama or Mock) for brewery/user
+   * generation.
+   * @param exporter Database backend for persisting generated records.
+   * @param curated_data_service Loads curated location, persona, and name
+   * data used to seed generation.
+   * @param application_options CLI configuration and paths.
+   */
  BiergartenPipelineOrchestrator(
      std::shared_ptr<ILogger> logger,
      std::unique_ptr<IEnrichmentService> context_service,
      std::unique_ptr<DataGenerator> generator,
      std::unique_ptr<IExportService> exporter,
+      std::unique_ptr<ICuratedDataService> curated_data_service,
      const ApplicationOptions& application_options);

  /**
@@ -49,38 +53,42 @@ class BiergartenPipelineOrchestrator {
   * Performs the following steps:
   * 1. Load curated locations from JSON
   * 2. Resolve context for each city using the injected context service
-   * 3. Generate brewery data for sampled cities
+   * 3. Generate brewery and user data for sampled cities
   *
   * @note STRUCTURAL CONCURRENCY REQUIREMENT:
-   * When transitioned to a multithreaded design, this method MUST structurally
-   * enforce that all deployed worker threads are joined before returning (e.g.
-   * by using std::jthread or a structured concurrency primitive). This ensures
-   * workers do not attempt to log to a closed channel during application teardown.
+   * When transitioned to a multithreaded design, this method MUST
+   * structurally enforce that all deployed worker threads are joined before
+   * returning (e.g. by using std::jthread or a structured concurrency
+   * primitive). This ensures workers do not attempt to log to a closed
+   * channel during application teardown.
   *
   * @return true if successful, false if not
   */
  bool Run();

 private:
-  /// @brief Logger instance for emitting pipeline messages.
  std::shared_ptr<ILogger> logger_;
-
-  /// @brief Owning context provider dependency.
  std::unique_ptr<IEnrichmentService> context_service_;

-  /// @brief Generator dependency selected in the composition root.
+  /**
+   * @brief Generator implementation selected at the composition root (Llama
+   * or Mock).
+   */
  std::unique_ptr<DataGenerator> generator_;

-   /// @brief Storage backend for generated brewery records.
-   std::unique_ptr<IExportService> exporter_;
+  /**
+   * @brief Storage backend for generated brewery and user records.
+   */
+  std::unique_ptr<IExportService> exporter_;
+  std::unique_ptr<ICuratedDataService> curated_data_service_;

-   /// @brief CLI configuration: paths, model settings, generation parameters.
-   ApplicationOptions application_options_;
+  ApplicationOptions application_options_;

  /**
   * @brief Load locations from JSON and sample cities.
   *
-   * @return Vector of sampled locations capped at 50 entries.
+   * @return Vector of locations randomly sampled per
+   * PipelineOptions::location_count.
   */
  std::vector<Location> QueryCitiesWithCountries();

@@ -92,11 +100,24 @@ class BiergartenPipelineOrchestrator {
  void GenerateBreweries(std::span<const EnrichedCity> cities);

  /**
-   * @brief Log the generated brewery results.
+   * @brief Generate users grounded in sampled names and personas for
+   * enriched cities.
+   *
+   * Loads personas.json / forenames-by-country.json /
+   * surnames-by-country.json itself, mirroring how QueryCitiesWithCountries()
+   * owns its own locations.json load.
+   *
+   * @param cities Span of enriched city data.
+   */
+  void GenerateUsers(std::span<const EnrichedCity> cities);
+
+  /**
+   * @brief Log the generated brewery and user results.
   */
  void LogResults() const;

-  /// @brief Stores generated brewery data.
-  std::vector<GeneratedBrewery> generated_breweries_;
+  std::vector<BreweryRecord> generated_breweries_;
+  std::vector<UserRecord> generated_users_;
 };
+
 #endif  // BIERGARTEN_PIPELINE_INCLUDES_BIERGARTEN_DATA_GENERATOR_H_
--- a/tooling/pipeline/includes/concurrency/bounded_channel.h
+++ b/tooling/pipeline/includes/concurrency/bounded_channel.h
@@ -9,10 +9,12 @@

 /**
 * @file bounded_channel.h
- * @brief Thread-safe, bounded multi-producer/multi-consumer synchronous channel.
+ * @brief Thread-safe, bounded multi-producer/multi-consumer synchronous
+ * channel.
 *
 * Intent: Enables asynchronous inter-thread communication with backpressure.
- * Models a synchronous channel where producers/consumers block on capacity limits.
+ * Models a synchronous channel where producers/consumers block on capacity
+ * limits.
 */

 /**
--- a/tooling/pipeline/includes/data_generation/data_generator.h
+++ b/tooling/pipeline/includes/data_generation/data_generator.h
@@ -28,12 +28,16 @@ class DataGenerator {
                                        const std::string& region_context) = 0;

  /**
-   * @brief Generates a user profile for a locale.
+   * @brief Generates a user profile grounded in a sampled name and persona.
   *
-   * @param locale Locale hint used by generator.
+   * @param city Enriched city the user is associated with.
+   * @param persona Persona archetype grounding the generated bio.
+   * @param name Sampled first/last name (and gender)
   * @return User generation result.
   */
-  virtual UserResult GenerateUser(const std::string& locale) = 0;
+  virtual UserResult GenerateUser(const EnrichedCity& city,
+                                  const UserPersona& persona,
+                                  const Name& name) = 0;
 };

 #endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_DATA_GENERATOR_H_
--- a/tooling/pipeline/includes/data_generation/json_grammars.h
+++ b/tooling/pipeline/includes/data_generation/json_grammars.h
@@ -0,0 +1,52 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_JSON_GRAMMARS_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_JSON_GRAMMARS_H_
+
+/**
+ * @file data_generation/json_grammars.h
+ * @brief GBNF grammars constraining structured JSON output from
+ * LlamaGenerator inference calls.
+ */
+
+#include <string_view>
+
+// GBNF grammar for structured user JSON output.
+// thought-block permits the model to emit free-form reasoning before the
+// JSON object (the prompts explicitly invite this); only the "{...}" tail is
+// constrained to the expected shape.
+inline constexpr std::string_view kUserJsonGrammar = R"json_user(
+root ::= thought-block (
+    "{" ws
+    "\"username\"" ws ":" ws string ws "," ws
+    "\"bio\"" ws ":" ws string ws "," ws
+    "\"activity_weight\"" ws ":" ws number ws
+  "}" ws
+)
+thought-block ::= [^{]*
+ws            ::= [ \t\n\r]*
+string        ::= "\"" char+ "\""
+char          ::= [^"\\\x7F\x00-\x1F] | [\\] escape
+escape        ::= ["\\/bfnrt] | "u" hex hex hex hex
+hex           ::= [0-9a-fA-F]
+number        ::= "-"? ("0" | [1-9] [0-9]*) ("." [0-9]+)?
+)json_user";
+
+// GBNF grammar for structured brewery JSON output (see thought-block note
+// above).
+inline constexpr std::string_view kBreweryJsonGrammar = R"json_brewery(
+root ::= thought-block (
+    "{" ws
+    "\"name_en\"" ws ":" ws string ws "," ws
+    "\"description_en\"" ws ":" ws string ws "," ws
+    "\"name_local\"" ws ":" ws string ws "," ws
+    "\"description_local\"" ws ":" ws string ws
+  "}" ws
+)
+thought-block ::= [^{]*
+ws            ::= [ \t\n\r]*
+string        ::= "\"" char+ "\""
+char          ::= [^"\\\x7F\x00-\x1F] | [\\] escape
+escape        ::= ["\\/bfnrt] | "u" hex hex hex hex
+hex           ::= [0-9a-fA-F]
+)json_brewery";
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_JSON_GRAMMARS_H_
--- a/tooling/pipeline/includes/data_generation/llama_generator.h
+++ b/tooling/pipeline/includes/data_generation/llama_generator.h
@@ -44,14 +44,9 @@ class LlamaGenerator final : public DataGenerator {

  ~LlamaGenerator() override;

-  // disable copy constructor
  LlamaGenerator(const LlamaGenerator&) = delete;
-
-  // disable copy assignment operator
  LlamaGenerator& operator=(const LlamaGenerator&) = delete;
-  // disable move constructor
  LlamaGenerator(LlamaGenerator&&) = delete;
-  // disable move assignment operator
  LlamaGenerator& operator=(LlamaGenerator&&) = delete;

  /**
@@ -65,12 +60,15 @@ class LlamaGenerator final : public DataGenerator {
                                const std::string& region_context) override;

  /**
-   * @brief Generates a user profile for the provided locale.
+   * @brief Generates a user profile grounded in a sampled name and persona.
   *
-   * @param locale Locale hint.
+   * @param city Enriched city the user is associated with.
+   * @param persona Persona archetype grounding the generated bio.
+   * @param name Sampled first/last name -- not LLM-invented.
   * @return Generated user profile.
   */
-  UserResult GenerateUser(const std::string& locale) override;
+  UserResult GenerateUser(const EnrichedCity& city, const UserPersona& persona,
+                          const Name& name) override;

 private:
  static constexpr int32_t kDefaultMaxTokens = 10000;
--- a/tooling/pipeline/includes/data_generation/llama_generator_helpers.h
+++ b/tooling/pipeline/includes/data_generation/llama_generator_helpers.h
@@ -47,4 +47,18 @@ void AppendTokenPiece(const llama_vocab* vocab, llama_token token,
 std::optional<std::string> ValidateBreweryJson(const std::string& raw,
                                               BreweryResult& brewery_out);

+/**
+ * @brief Validates and parses user JSON output.
+ *
+ * Only populates `username`, `bio`, and `activity_weight` -- `first_name`
+ * and `last_name` are not LLM-authored and are set separately from the
+ * sampled Name.
+ *
+ * @param raw Raw model output.
+ * @param user_out Parsed user payload.
+ * @return Validation error message if invalid, or std::nullopt on success.
+ */
+std::optional<std::string> ValidateUserJson(const std::string& raw,
+                                            UserResult& user_out);
+
 #endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_LLAMA_GENERATOR_HELPERS_H_
--- a/tooling/pipeline/includes/data_generation/mock_generator.h
+++ b/tooling/pipeline/includes/data_generation/mock_generator.h
@@ -28,12 +28,16 @@ class MockGenerator final : public DataGenerator {
                                const std::string& region_context) override;

  /**
-   * @brief Generates deterministic user data for a locale.
+   * @brief Generates deterministic user data grounded in a sampled name and
+   * persona.
   *
-   * @param locale Locale hint.
+   * @param city Enriched city the user is associated with.
+   * @param persona Persona archetype.
+   * @param name Sampled first/last name, copied directly into the result.
   * @return Generated user result.
   */
-  UserResult GenerateUser(const std::string& locale) override;
+  UserResult GenerateUser(const EnrichedCity& city, const UserPersona& persona,
+                          const Name& name) override;

 private:
  /**
@@ -44,12 +48,25 @@ class MockGenerator final : public DataGenerator {
   */
  static size_t DeterministicHash(const Location& location);

+  /**
+   * @brief Combines city, persona, and name into a stable hash value.
+   *
+   * @param location City and country names.
+   * @param persona Persona archetype.
+   * @param name Sampled first/last name.
+   * @return Deterministic hash value.
+   */
+  static size_t DeterministicHash(const Location& location,
+                                  const UserPersona& persona, const Name& name);
+
  // Hash stride constants for deterministic distribution across fixed-size
  // arrays. These coprime strides spread hash values uniformly without
  // clustering, ensuring diverse output across different hash inputs.
  static constexpr size_t kNounHashStride = 7;
  static constexpr size_t kDescriptionHashStride = 13;
  static constexpr size_t kBioHashStride = 11;
+  static constexpr size_t kActivityWeightHashStride = 17;
+  static constexpr size_t kActivityWeightHashRange = 1000;

  static constexpr std::array<std::string_view, 18> kBreweryAdjectives = {
      "Craft",      "Heritage", "Local",  "Artisan",  "Pioneer",    "Golden",
@@ -124,7 +141,8 @@ class MockGenerator final : public DataGenerator {
      "Visits breweries for the stories, stays for the flagship pours.",
      "Craft beer fan mapping tasting notes and favorite brew routes.",
      "Always ready to trade recommendations for underrated local breweries.",
-      "Keeping a running list of must-try collab releases and tap takeovers."};
+      "Keeping a running list of must-try collab releases and tap "
+      "takeovers."};
 };

 #endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_MOCK_GENERATOR_H_
--- a/tooling/pipeline/includes/data_model/generated_models.h
+++ b/tooling/pipeline/includes/data_model/generated_models.h
@@ -3,8 +3,8 @@

 /**
 * @file data_model/generated_models.h
- * @brief Generated output models from the pipeline: brewery/user results, enriched data,
- * and complete generation results.
+ * @brief Generated output models from the pipeline: brewery/user results,
+ * enriched data, and complete generation results.
 */

 #include <string>
@@ -19,16 +19,24 @@
 * @brief Generated brewery payload.
 */
 struct BreweryResult {
-  /// @brief Brewery display name in English.
+  /**
+   * @brief Brewery display name in English.
+   */
  std::string name_en;

-  /// @brief Brewery description text in English.
+  /**
+   * @brief Brewery description text in English.
+   */
  std::string description_en;

-  /// @brief Brewery display name in the local language.
+  /**
+   * @brief Brewery display name in the local language.
+   */
  std::string name_local;

-  /// @brief Brewery description text in the local language.
+  /**
+   * @brief Brewery description text in the local language.
+   */
  std::string description_local;
 };

@@ -36,11 +44,39 @@ struct BreweryResult {
 * @brief Generated user profile payload.
 */
 struct UserResult {
-  /// @brief Username handle.
+  /**
+   * @brief First (given) name, copied from the sampled Name -- not
+   * LLM-invented.
+   */
+  std::string first_name{};
+
+  /**
+   * @brief Last (family) name, copied from the sampled Name -- not
+   * LLM-invented.
+   */
+  std::string last_name{};
+
+  /**
+   * @brief Gender associated with the sampled first name, copied from the
+   * sampled Name -- not LLM-invented.
+   */
+  std::string gender{};
+
+  /**
+   * @brief Username handle.
+   */
  std::string username{};

-  /// @brief Short user biography.
+  /**
+   * @brief Short user biography.
+   */
  std::string bio{};
+
+  /**
+   * @brief Relative check-in/activity weight for this user, used to drive
+   * a J-curve activity profile in later pipeline phases.
+   */
+  float activity_weight{};
 };

 // ============================================================================
@@ -58,9 +94,23 @@ struct EnrichedCity {
 /**
 * @brief Helper struct to store generated brewery data.
 */
-struct GeneratedBrewery {
+struct BreweryRecord {
  Location location;
  BreweryResult brewery;
 };

+/**
+ * @brief Helper struct to store generated user data.
+ *
+ * `email` and `date_of_birth` are programmatically generated by the
+ * orchestrator (never LLM-authored) so a downstream auth-account seeding
+ * consumer can register real accounts from the pipeline's SQLite export.
+ */
+struct UserRecord {
+  Location location;
+  UserResult user;
+  std::string email{};
+  std::string date_of_birth{};
+};
+
 #endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATED_MODELS_H_
--- a/tooling/pipeline/includes/data_model/models.h
+++ b/tooling/pipeline/includes/data_model/models.h
@@ -28,40 +28,91 @@ namespace prog_opts = boost::program_options;
 * @brief Canonical location record for city-level generation.
 */
 struct Location {
-  /// @brief City name.
  std::string city{};
-
-  /// @brief State or province name.
  std::string state_province{};

-  /// @brief ISO 3166-2 subdivision code.
+  /**
+   * @brief ISO 3166-2 subdivision code.
+   */
  std::string iso3166_2{};

-  /// @brief Country name.
  std::string country{};

-  /// @brief ISO 3166-1 country code.
+  /**
+   * @brief ISO 3166-1 country code.
+   */
  std::string iso3166_1{};

-  /// @brief Local language codes in priority order.
+  /**
+   * @brief Local language codes in priority order.
+   */
  std::vector<std::string> local_languages{};

-  /// @brief Latitude in decimal degrees.
+  /**
+   * @brief Latitude in decimal degrees.
+   */
  double latitude{};

-  /// @brief Longitude in decimal degrees.
+  /**
+   * @brief Longitude in decimal degrees.
+   */
  double longitude{};
 };

-/**
- * @brief Non-owning brewery location input.
- */
-struct BreweryLocation {
-  /// @brief City name.
-  std::string_view city_name;
+// ============================================================================
+// Name / Persona Models
+// ============================================================================

-  /// @brief Country name.
-  std::string_view country_name;
+/**
+ * @brief A sampled first/last name pair, with the source forename's gender.
+ *
+ * Produced by NamesByCountry::SampleName();
+ */
+struct Name {
+  std::string first_name{};
+  std::string last_name{};
+
+  /**
+   * @brief Gender associated with the sampled forename (e.g. "M", "F"), as
+   * reported by the source dataset.
+   */
+  std::string gender{};
+};
+
+/**
+ * @brief A single forename entry from the names-by-country fixture data.
+ */
+struct ForenameEntry {
+  /**
+   * @brief Romanized forename.
+   */
+  std::string name{};
+
+  /**
+   * @brief Gender associated with this forename, as reported by the source
+   * dataset (e.g. "M", "F").
+   */
+  std::string gender{};
+};
+
+/**
+ * @brief A persona archetype used to ground LLM-generated user bios.
+ */
+struct UserPersona {
+  /**
+   * @brief Persona display name (e.g. "Hophead Explorer").
+   */
+  std::string name{};
+
+  /**
+   * @brief Short description of the persona's interests and voice.
+   */
+  std::string description{};
+
+  /**
+   * @brief Beer styles this persona gravitates toward.
+   */
+  std::vector<std::string> style_affinities{};
 };

 // ============================================================================
@@ -72,22 +123,34 @@ struct BreweryLocation {
 * @brief LLM sampling parameters.
 */
 struct SamplingOptions {
-  /// @brief LLM sampling temperature (0.0 to 1.0, higher = more random).
+  /**
+   * @brief LLM sampling temperature (higher = more random).
+   */
  float temperature = 1.0F;

-  /// @brief LLM nucleus sampling top-p parameter.
+  /**
+   * @brief LLM nucleus sampling top-p parameter.
+   */
  float top_p = 0.95F;

-  /// @brief LLM top-k sampling parameter.
+  /**
+   * @brief LLM top-k sampling parameter.
+   */
  uint32_t top_k = 64;

-  /// @brief Context window size (tokens).
+  /**
+   * @brief Context window size (tokens).
+   */
  uint32_t n_ctx = 8192;

-  /// @brief Random seed (-1 for random, otherwise non-negative).
+  /**
+   * @brief Random seed (-1 for random, otherwise non-negative).
+   */
  int seed = -1;

-  /// @brief Number of layers to offload to GPU.
+  /**
+   * @brief Number of layers to offload to GPU.
+   */
  int n_gpu_layers = 0;
 };

@@ -95,16 +158,20 @@ struct SamplingOptions {
 * @brief Configuration for the LLM generator component.
 */
 struct GeneratorOptions {
-  /// @brief Path to the LLM model file (gguf format).
+  /**
+   * @brief Path to the LLM model file (gguf format).
+   */
  std::filesystem::path model_path;

-  /// @brief Use mocked generator instead of actual LLM inference.
+  /**
+   * @brief Use mocked generator instead of actual LLM inference.
+   */
  bool use_mocked = false;

-
-
-  /// @brief Specific sampling parameters for this generator.
-  /// If nullopt, the application should use global defaults.
+  /**
+   * @brief Specific sampling parameters for this generator.
+   * If nullopt, the application should use global defaults.
+   */
  std::optional<SamplingOptions> sampling;
 };

@@ -112,18 +179,23 @@ struct GeneratorOptions {
 * @brief Configuration for the pipeline execution and output.
 */
 struct PipelineOptions {
-  /// @brief Directory for generated artifacts.
+  /**
+   * @brief Directory for generated artifacts.
+   */
  std::filesystem::path output_path;

-  /// @brief Directory that contains named prompt files (e.g.
-  /// BREWERY_GENERATION.md).
+  /**
+   * @brief Directory that contains named prompt files (e.g.
+   * BREWERY_GENERATION.md).
+   */
  std::filesystem::path prompt_dir;

-  /// @brief Path for application logs.
  std::filesystem::path log_path;

-  /// @brief Number of locations to sample from the dataset
-  /// More locations -> more users/more breweries
+  /**
+   * @brief Number of locations to sample from the dataset
+   * More locations -> more users/more breweries
+   */
  uint32_t location_count;
 };

@@ -139,7 +211,7 @@ struct ApplicationOptions {
 // Function Declarations
 // ============================================================================

-std::optional<ApplicationOptions> ParseArguments(const int argc, char** argv,
-                                                std::shared_ptr<ILogger> logger = nullptr);
+std::optional<ApplicationOptions> ParseArguments(
+    const int argc, char** argv, std::shared_ptr<ILogger> logger = nullptr);

 #endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_MODELS_H_
--- a/tooling/pipeline/includes/data_model/names_by_country.h
+++ b/tooling/pipeline/includes/data_model/names_by_country.h
@@ -0,0 +1,51 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_NAMES_BY_COUNTRY_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_NAMES_BY_COUNTRY_H_
+
+/**
+ * @file data_model/names_by_country.h
+ * @brief Sampling over the names-by-country fixture data.
+ */
+
+#include <optional>
+#include <random>
+#include <string>
+#include <unordered_map>
+#include <vector>
+
+#include "data_model/models.h"
+
+/**
+ * @brief Samples locale-appropriate names from curated forename/surname
+ * fixture data, keyed by ISO 3166-1 country code.
+ *
+ * Forenames and surnames are kept in separate maps (mirroring the source
+ * dataset's own shape) so per-forename gender is preserved; pairing happens
+ * at sample time rather than being precomputed, so no information from the
+ * source dataset is discarded up front.
+ */
+class NamesByCountry {
+ public:
+  NamesByCountry(std::unordered_map<std::string, std::vector<ForenameEntry>>
+                     forenames_by_country,
+                 std::unordered_map<std::string, std::vector<std::string>>
+                     surnames_by_country);
+
+  /**
+   * @brief Samples a first/last name pair for the given country.
+   *
+   * @param iso3166_1 ISO 3166-1 country code to sample for.
+   * @param rng Random source used for sampling.
+   * @return A sampled Name, or std::nullopt if the country has no forename
+   * or no surname entries.
+   */
+  [[nodiscard]] std::optional<Name> SampleName(const std::string& iso3166_1,
+                                               std::mt19937& rng) const;
+
+ private:
+  std::unordered_map<std::string, std::vector<ForenameEntry>>
+      forenames_by_country_;
+  std::unordered_map<std::string, std::vector<std::string>>
+      surnames_by_country_;
+};
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_NAMES_BY_COUNTRY_H_
--- a/tooling/pipeline/includes/json_handling/json_loader.h
+++ b/tooling/pipeline/includes/json_handling/json_loader.h
@@ -3,23 +3,45 @@

 /**
 * @file json_handling/json_loader.h
- * @brief Loader API for curated location data.
+ * @brief JSON-backed implementation of ICuratedDataService.
 */

 #include <filesystem>
-#include <memory>
 #include <vector>

 #include "data_model/models.h"
-#include "services/logging/logger.h"
+#include "data_model/names_by_country.h"
+#include "services/curated_data/curated_data_service.h"

-/// @brief Loads curated world locations from a JSON file into memory.
-class JsonLoader {
+/**
+ * @brief Loads curated location, persona, and name data from JSON files.
+ */
+class JsonLoader final : public ICuratedDataService {
 public:
-  /// @brief Parses a JSON array file and returns all location records.
-  static std::vector<Location> LoadLocations(
-      const std::filesystem::path& filepath,
-      std::shared_ptr<ILogger> logger = nullptr);
+  JsonLoader() = default;
+
+  /**
+   * @brief Parses a JSON array file and returns all location records.
+   */
+  std::vector<Location> LoadLocations(
+      const std::filesystem::path& filepath) override;
+
+  /**
+   * @brief Parses a JSON array file and returns all persona records.
+   */
+  std::vector<UserPersona> LoadPersonas(
+      const std::filesystem::path& filepath) override;
+
+  /**
+   * @brief Parses the names-by-country fixture pair into a sampling-capable
+   * NamesByCountry.
+   *
+   * @param forenames_filepath Path to forenames-by-country.json.
+   * @param surnames_filepath Path to surnames-by-country.json.
+   */
+  NamesByCountry LoadNamesByCountry(
+      const std::filesystem::path& forenames_filepath,
+      const std::filesystem::path& surnames_filepath) override;
 };

 #endif  // BIERGARTEN_PIPELINE_INCLUDES_JSON_HANDLING_JSON_LOADER_H_
--- a/tooling/pipeline/includes/llama_backend_state.h
+++ b/tooling/pipeline/includes/llama_backend_state.h
@@ -16,16 +16,10 @@
 */
 class LlamaBackendState {
 public:
-  /// @brief Initializes global llama backend state.
  LlamaBackendState() { llama_backend_init(); }
-
-  /// @brief Cleans up global llama backend state.
  ~LlamaBackendState() { llama_backend_free(); }

-  /// @brief Non-copyable type.
  LlamaBackendState(const LlamaBackendState&) = delete;
-
-  /// @brief Non-copyable type.
  LlamaBackendState& operator=(const LlamaBackendState&) = delete;
 };

--- a/tooling/pipeline/includes/services/curated_data/curated_data_service.h
+++ b/tooling/pipeline/includes/services/curated_data/curated_data_service.h
@@ -0,0 +1,53 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_CURATED_DATA_CURATED_DATA_SERVICE_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_CURATED_DATA_CURATED_DATA_SERVICE_H_
+
+/**
+ * @file services/curated_data/curated_data_service.h
+ * @brief Abstraction for loading curated location, persona, and name data.
+ */
+
+#include <filesystem>
+#include <vector>
+
+#include "data_model/models.h"
+#include "data_model/names_by_country.h"
+
+/**
+ * @brief Interface for services that load curated data used to seed
+ * brewery/user generation.
+ */
+class ICuratedDataService {
+ public:
+  ICuratedDataService() = default;
+  virtual ~ICuratedDataService() = default;
+
+  ICuratedDataService(const ICuratedDataService&) = delete;
+  ICuratedDataService& operator=(const ICuratedDataService&) = delete;
+  ICuratedDataService(ICuratedDataService&&) = delete;
+  ICuratedDataService& operator=(ICuratedDataService&&) = delete;
+
+  /**
+   * @brief Loads all curated location records.
+   */
+  virtual std::vector<Location> LoadLocations(
+      const std::filesystem::path& filepath) = 0;
+
+  /**
+   * @brief Loads all curated persona records.
+   */
+  virtual std::vector<UserPersona> LoadPersonas(
+      const std::filesystem::path& filepath) = 0;
+
+  /**
+   * @brief Loads the names-by-country fixture pair into a sampling-capable
+   * NamesByCountry.
+   *
+   * @param forenames_filepath Path to forenames-by-country.json.
+   * @param surnames_filepath Path to surnames-by-country.json.
+   */
+  virtual NamesByCountry LoadNamesByCountry(
+      const std::filesystem::path& forenames_filepath,
+      const std::filesystem::path& surnames_filepath) = 0;
+};
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_CURATED_DATA_CURATED_DATA_SERVICE_H_
--- a/tooling/pipeline/includes/services/database/export_service.h
+++ b/tooling/pipeline/includes/services/database/export_service.h
@@ -16,8 +16,6 @@
 class IExportService {
 public:
  IExportService() = default;
-
-  /// @brief Virtual destructor for polymorphic cleanup.
  virtual ~IExportService() = default;

  IExportService(const IExportService&) = delete;
@@ -25,7 +23,9 @@ class IExportService {
  IExportService(IExportService&&) = delete;
  IExportService& operator=(IExportService&&) = delete;

-  /// @brief Prepares the export destination for a new run.
+  /**
+   * @brief Prepares the export destination for a new run.
+   */
  virtual void Initialize() = 0;

  /**
@@ -33,9 +33,18 @@ class IExportService {
   *
   * @param brewery Generated brewery payload to store.
   */
-  virtual uint64_t ProcessRecord(const GeneratedBrewery& brewery) = 0;
+  virtual uint64_t ProcessRecord(const BreweryRecord& brewery) = 0;

-  /// @brief Finalizes the export destination.
+  /**
+   * @brief Persists one generated user record.
+   *
+   * @param user Generated user payload to store.
+   */
+  virtual uint64_t ProcessRecord(const UserRecord& user) = 0;
+
+  /**
+   * @brief Finalizes the export destination.
+   */
  virtual void Finalize() = 0;
 };

--- a/tooling/pipeline/includes/services/database/sqlite_export_service.h
+++ b/tooling/pipeline/includes/services/database/sqlite_export_service.h
@@ -11,8 +11,8 @@
 #include <string>
 #include <unordered_map>

-#include "data_model/models.h"
 #include "../datetime/date_time_provider.h"
+#include "data_model/models.h"
 #include "export_service.h"
 #include "sqlite_export_service_helpers.h"

@@ -30,7 +30,8 @@ class SqliteExportService final : public IExportService {
  SqliteExportService& operator=(SqliteExportService&&) = delete;

  void Initialize() override;
-  uint64_t ProcessRecord(const GeneratedBrewery& brewery) override;
+  uint64_t ProcessRecord(const BreweryRecord& brewery) override;
+  uint64_t ProcessRecord(const UserRecord& user) override;
  void Finalize() override;

 private:
@@ -46,6 +47,15 @@ class SqliteExportService final : public IExportService {
  [[nodiscard]] std::filesystem::path BuildDatabasePath() const;
  [[nodiscard]] static std::string BuildLocationKey(const Location& location);

+  /**
+   * @brief Returns the row id for @p location, inserting it first if it has
+   * not already been seen during this run.
+   *
+   * Shared by both ProcessRecord() overloads so breweries and users
+   * referencing the same location resolve to the same row.
+   */
+  [[nodiscard]] sqlite3_int64 ResolveLocationId(const Location& location);
+
  std::unique_ptr<IDateTimeProvider> date_time_provider_;
  std::filesystem::path output_path_;
  std::string run_timestamp_utc_;
@@ -53,6 +63,7 @@ class SqliteExportService final : public IExportService {
  SqliteDatabaseHandle db_handle_;
  SqliteStatementHandle insert_location_stmt_;
  SqliteStatementHandle insert_brewery_stmt_;
+  SqliteStatementHandle insert_user_stmt_;
  bool transaction_open_ = false;
  std::unordered_map<std::string, sqlite3_int64> location_cache_;
 };
--- a/tooling/pipeline/includes/services/database/sqlite_statement_helpers.h
+++ b/tooling/pipeline/includes/services/database/sqlite_statement_helpers.h
@@ -50,6 +50,26 @@ CREATE INDEX IF NOT EXISTS idx_breweries_location_id ON breweries(location_id);

 )sql";

+inline constexpr std::string_view kCreateUsersTableSql = R"sql(
+
+CREATE TABLE IF NOT EXISTS users (
+  id INTEGER PRIMARY KEY AUTOINCREMENT,
+  location_id INTEGER NOT NULL,
+  first_name TEXT NOT NULL,
+  last_name TEXT NOT NULL,
+  gender TEXT NOT NULL,
+  username TEXT NOT NULL,
+  bio TEXT NOT NULL,
+  activity_weight REAL NOT NULL,
+  email TEXT NOT NULL UNIQUE,
+  date_of_birth TEXT NOT NULL,
+  FOREIGN KEY(location_id) REFERENCES locations(id) ON DELETE CASCADE
+);
+
+CREATE INDEX IF NOT EXISTS idx_users_location_id ON users(location_id);
+
+)sql";
+
 inline constexpr std::string_view kInsertLocationSql = R"sql(
 INSERT INTO locations (
  city,
@@ -73,6 +93,22 @@ INSERT INTO breweries (
 ) VALUES (?, ?, ?, ?, ?);
 )sql";

+inline constexpr std::string_view kInsertUserSql = R"sql(
+INSERT INTO users (
+  location_id,
+  first_name,
+  last_name,
+  gender,
+  username,
+  bio,
+  activity_weight,
+  email,
+  date_of_birth
+) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?);
+)sql";
+
+// sqlite3_bind_*() parameter indices are 1-based, matching the "?"
+// placeholder order in the SQL above.
 inline constexpr int kLocationCityBindIndex = 1;
 inline constexpr int kLocationStateProvinceBindIndex = 2;
 inline constexpr int kLocationIso31662BindIndex = 3;
@@ -88,6 +124,16 @@ inline constexpr int kBreweryEnglishDescriptionBindIndex = 3;
 inline constexpr int kBreweryLocalNameBindIndex = 4;
 inline constexpr int kBreweryLocalDescriptionBindIndex = 5;

+inline constexpr int kUserLocationIdBindIndex = 1;
+inline constexpr int kUserFirstNameBindIndex = 2;
+inline constexpr int kUserLastNameBindIndex = 3;
+inline constexpr int kUserGenderBindIndex = 4;
+inline constexpr int kUserUsernameBindIndex = 5;
+inline constexpr int kUserBioBindIndex = 6;
+inline constexpr int kUserActivityWeightBindIndex = 7;
+inline constexpr int kUserEmailBindIndex = 8;
+inline constexpr int kUserDateOfBirthBindIndex = 9;
+
 SqliteStatementHandle PrepareStatement(const SqliteDatabaseHandle& db_handle,
                                       std::string_view sql,
                                       const char* action);
--- a/tooling/pipeline/includes/services/datetime/date_time_provider.h
+++ b/tooling/pipeline/includes/services/datetime/date_time_provider.h
@@ -18,7 +18,6 @@
 */
 class IDateTimeProvider {
 public:
-  /// @brief Virtual destructor for polymorphic cleanup.
  virtual ~IDateTimeProvider() = default;

  IDateTimeProvider() = default;
--- a/tooling/pipeline/includes/services/enrichment/enrichment_service.h
+++ b/tooling/pipeline/includes/services/enrichment/enrichment_service.h
@@ -15,7 +15,6 @@
 */
 class IEnrichmentService {
 public:
-  /// @brief Virtual destructor for polymorphic cleanup.
  virtual ~IEnrichmentService() = default;

  /**
--- a/tooling/pipeline/includes/services/enrichment/mock_enrichment.h
+++ b/tooling/pipeline/includes/services/enrichment/mock_enrichment.h
@@ -1,13 +1,18 @@
-//
-// Created by aaronpo on 13/05/2026.
-//
-
 #ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_MOCK_ENRICHMENT_H_
 #define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_MOCK_ENRICHMENT_H_
+
+/**
+ * @file services/enrichment/mock_enrichment.h
+ * @brief No-op IEnrichmentService used when network enrichment is disabled.
+ */
+
 #include <string>

 #include "enrichment_service.h"

+/**
+ * @brief Enrichment service that returns no context for any location.
+ */
 class MockEnrichmentService final : public IEnrichmentService {
 public:
  std::string GetLocationContext(const Location& /*loc*/) override {
--- a/tooling/pipeline/includes/services/enrichment/wikipedia_service.h
+++ b/tooling/pipeline/includes/services/enrichment/wikipedia_service.h
@@ -15,21 +15,33 @@
 #include "services/logging/logger.h"
 #include "web_client/web_client.h"

-/// @brief Provides Wikipedia summary lookups backed by cached raw extracts.
+/**
+ * @brief Provides Wikipedia summary lookups backed by cached raw extracts.
+ */
 class WikipediaEnrichmentService final : public IEnrichmentService {
 public:
-  /// @brief Creates a new Wikipedia service with the provided web client.
+  /**
+   * @brief Creates a new Wikipedia service with the provided web client.
+   */
  explicit WikipediaEnrichmentService(std::unique_ptr<WebClient> client,
                                      std::shared_ptr<ILogger> logger);

-  /// @brief Returns the Wikipedia-derived context for a location.
+  /**
+   * @brief Returns the Wikipedia-derived context for a location.
+   */
  [[nodiscard]] std::string GetLocationContext(const Location& loc) override;

 private:
  std::string FetchExtract(std::string_view query);
  std::unique_ptr<WebClient> client_;
  std::shared_ptr<ILogger> logger_;
-  /// @brief Canonical cache for raw Wikipedia query extracts.
+  /**
+   * @brief Cache for raw Wikipedia query extracts, keyed by query string.
+   *
+   * GetLocationContext() always queries "brewing" and reuses "beer in
+   * {country}" for every city in that country, so caching avoids refetching
+   * the same extract across locations in a run.
+   */
  std::unordered_map<std::string, std::string> extract_cache_;
 };

--- a/tooling/pipeline/includes/services/logging/log_entry.h
+++ b/tooling/pipeline/includes/services/logging/log_entry.h
@@ -20,10 +20,22 @@
 * @brief Severity levels supported by the logging infra.
 */
 enum class LogLevel {
-  Debug,  ///< Development/debugging information.
-  Info,   ///< General informational messages.
-  Warn,   ///< Warning conditions.
-  Error,  ///< Error conditions.
+  /**
+   * @brief Development/debugging information.
+   */
+  Debug,
+  /**
+   * @brief General informational messages.
+   */
+  Info,
+  /**
+   * @brief Warning conditions.
+   */
+  Warn,
+  /**
+   * @brief Error conditions.
+   */
+  Error,
 };

 /**
@@ -34,18 +46,44 @@ enum class LogLevel {
 * pipeline that emitted it.
 */
 enum class PipelinePhase {
-  Startup,                   ///< Initialization and validation.
-  UserGeneration,            ///< User profile generation.
-  BreweryAndBeerGeneration,  ///< Brewery and beer data generation.
-  CheckinGeneration,         ///< Checkin (visit) record generation.
-  RatingGeneration,          ///< Rating and review generation.
-  FollowGeneration,          ///< Follow relationship generation.
-  Teardown,                  ///< Finalization and cleanup.
+  /**
+   * @brief Initialization and validation.
+   */
+  Startup,
+  /**
+   * @brief Location/context enrichment (e.g. Wikipedia lookups).
+   */
+  Enrichment,
+  /**
+   * @brief User profile generation.
+   */
+  UserGeneration,
+  /**
+   * @brief Brewery and beer data generation.
+   */
+  BreweryAndBeerGeneration,
+  /**
+   * @brief Checkin (visit) record generation.
+   */
+  CheckinGeneration,
+  /**
+   * @brief Rating and review generation.
+   */
+  RatingGeneration,
+  /**
+   * @brief Follow relationship generation.
+   */
+  FollowGeneration,
+  /**
+   * @brief Finalization and cleanup.
+   */
+  Teardown,
 };

 /**
 * @struct LogDTO
- * @brief User-provided subset of log fields. Used to capture call-site info transparently.
+ * @brief User-provided subset of log fields. Used to capture call-site info
+ * transparently.
 */
 struct LogDTO {
  LogLevel level;
@@ -64,25 +102,35 @@ struct LogDTO {
 * before the entry is dispatched.
 */
 struct LogEntry {
-  /// @brief Timestamp when the entry was created.
+  /**
+   * @brief Timestamp when the entry was created.
+   */
  std::chrono::system_clock::time_point timestamp{};

-  /// @brief Source location where the log call was made.
+  /**
+   * @brief Source location where the log call was made.
+   */
  std::source_location origin{};

-  /// @brief Thread responsible for emitting the log.
+  /**
+   * @brief Thread responsible for emitting the log.
+   */
  std::thread::id thread_id{};

-
-  /// @brief Severity level of this entry.
+  /**
+   * @brief Severity level of this entry.
+   */
  LogLevel level;

-  /// @brief Pipeline phase associated with the entry.
+  /**
+   * @brief Pipeline phase associated with the entry.
+   */
  PipelinePhase phase;

-  /// @brief Log message text.
+  /**
+   * @brief Log message text.
+   */
  std::string message;
-
 };

 #endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_LOGGING_LOG_ENTRY_H_
--- a/tooling/pipeline/includes/services/logging/logger.h
+++ b/tooling/pipeline/includes/services/logging/logger.h
@@ -39,7 +39,8 @@ class ILogger {
   */
  void Log(LogDTO payload,
           std::source_location origin = std::source_location::current(),
-           std::chrono::system_clock::time_point timestamp = std::chrono::system_clock::now(),
+           std::chrono::system_clock::time_point timestamp =
+               std::chrono::system_clock::now(),
           std::thread::id thread_id = std::this_thread::get_id()) {
    LogEntry entry;
    entry.timestamp = timestamp;
--- a/tooling/pipeline/includes/web_client/http_web_client.h
+++ b/tooling/pipeline/includes/web_client/http_web_client.h
@@ -1,19 +1,18 @@
 /**
-* @file web_client/http_web_client.h
-* @brief cpp-httplib implementation of the WebClient interface.
-*/
+ * @file web_client/http_web_client.h
+ * @brief cpp-httplib implementation of the WebClient interface.
+ */

 #ifndef BIERGARTEN_PIPELINE_INCLUDES_WEB_CLIENT_HTTP_WEB_CLIENT_H_
 #define BIERGARTEN_PIPELINE_INCLUDES_WEB_CLIENT_HTTP_WEB_CLIENT_H_

-
-#include "web_client/web_client.h"
-#include "services/logging/logger.h"
-
 #include <memory>
 #include <string>
 #include <utility>

+#include "services/logging/logger.h"
+#include "web_client/web_client.h"
+
 /**
 * @brief WebClient implementation backed by cpp-httplib.
 *
@@ -26,7 +25,7 @@
 * bound to a single origin at construction time.
 */
 class HttpWebClient final : public WebClient {
-public:
+ public:
  explicit HttpWebClient(std::shared_ptr<ILogger> logger)
      : logger_(std::move(logger)) {}
  ~HttpWebClient() override = default;
@@ -34,7 +33,8 @@ public:
  /**
   * @brief Executes a blocking HTTP/HTTPS GET request against a full URL.
   *
-   * @param url Fully-qualified URL, e.g. "https://en.wikipedia.org/api/rest_v1/page/summary/Berlin"
+   * @param url Fully-qualified URL, e.g.
+   * "https://en.wikipedia.org/api/rest_v1/page/summary/Berlin"
   * @return Response body on HTTP 2xx; throws std::runtime_error otherwise.
   */
  std::string Get(const std::string& url) override;
@@ -52,5 +52,4 @@ public:
  std::shared_ptr<ILogger> logger_;
 };

-
 #endif
--- a/tooling/pipeline/includes/web_client/web_client.h
+++ b/tooling/pipeline/includes/web_client/web_client.h
@@ -13,7 +13,6 @@
 */
 class WebClient {
 public:
-  /// @brief Virtual destructor for polymorphic cleanup.
  virtual ~WebClient() = default;

  /**
--- a/tooling/pipeline/personas.json
+++ b/tooling/pipeline/personas.json
@@ -0,0 +1,42 @@
+[
+  {
+    "name": "Hophead Explorer",
+    "description": "Chases the newest hop varieties and double-digit IBUs, tracking hazy releases and limited tap takeovers across town.",
+    "style_affinities": ["American IPA", "Double IPA", "New England IPA", "Black IPA"]
+  },
+  {
+    "name": "Malt & Tradition Loyalist",
+    "description": "Prefers clean, balanced lagers brewed the way their region has brewed them for generations, and is quick to defend a well-made Helles.",
+    "style_affinities": ["Munich Helles", "Vienna Lager", "Märzen", "Festbier"]
+  },
+  {
+    "name": "Dark & Roasty Devotee",
+    "description": "Orders the darkest beer on the board year-round, drawn to roasted malt, coffee, and chocolate notes over carbonated lightness.",
+    "style_affinities": ["Imperial Stout", "Robust Porter", "Baltic Porter", "Oatmeal Stout"]
+  },
+  {
+    "name": "Sour & Wild Forager",
+    "description": "Seeks out barrel-aged, spontaneously fermented, and funky beers, and will travel for a fresh bottling of something wild.",
+    "style_affinities": ["Lambic", "Gueuze", "Flanders Red Ale", "Wild Ale"]
+  },
+  {
+    "name": "Session Sipper",
+    "description": "Values an easy-drinking pint that holds up over a long afternoon at the taproom more than raw intensity or novelty.",
+    "style_affinities": ["Session IPA", "Ordinary Bitter", "Cream Ale", "Blonde Ale"]
+  },
+  {
+    "name": "Belgian Abbey Pilgrim",
+    "description": "Collects abbey and trappist releases, drawn to the dried-fruit esters and warming strength of classic Belgian ales.",
+    "style_affinities": ["Belgian Tripel", "Belgian Dubbel", "Belgian Quadrupel", "Trappist Single"]
+  },
+  {
+    "name": "Wheat & Citrus Casual",
+    "description": "Reaches for something light, cloudy, and refreshing, usually with a citrus or coriander note, especially on a patio in summer.",
+    "style_affinities": ["Hefeweizen", "Witbier", "American Wheat Beer", "Berliner Weisse"]
+  },
+  {
+    "name": "Big & Boozy Connoisseur",
+    "description": "Sips slowly from a snifter, seeking out high-ABV releases meant for aging and savoring rather than quick refreshment.",
+    "style_affinities": ["English Barleywine", "Wee Heavy", "Doppelbock", "Old Ale"]
+  }
+]
--- a/tooling/pipeline/prompts/USER_GENERATION.md
+++ b/tooling/pipeline/prompts/USER_GENERATION.md
@@ -0,0 +1,122 @@
+# FULL SYSTEM PROMPT
+
+You are a craft beer community profile writer. You write short, first-person
+biographies for fictional users of a brewery-discovery app, grounded in the
+exact name, locale, and persona provided. You do not invent the user's name --
+it is given to you and must not be altered, translated, or abbreviated beyond
+forming a username.
+
+You will receive the inputs like this:
+
+## NAME:
+
+[First name] [Last name]
+
+## GENDER:
+
+[Gender associated with the given first name]
+
+## CITY:
+
+[City Name]
+
+## COUNTRY:
+
+[Country Name]
+
+## PERSONA:
+
+[Persona archetype name]
+
+## PERSONA DESCRIPTION:
+
+[What this persona cares about and how they talk about beer]
+
+## STYLE AFFINITIES:
+
+[Comma-separated beer styles this persona favors]
+
+## CRITICAL OUTPUT FORMAT (READ CAREFULLY):
+
+ABSOLUTELY NO MARKDOWN FORMATTING. Do NOT wrap your response in json or ```
+blocks.
+
+Do not add markdown, code fences, or postscript around the final JSON object.
+Do not say "Here is the JSON" or "Enjoy!".
+
+The JSON must contain exactly three keys ("username", "bio",
+"activity_weight") in that order. Do not rename or add any other keys.
+
+ESCAPE ALL QUOTES inside the bio field using \", or use single quotes (' ')
+instead.
+
+DO NOT use actual line breaks (\n) inside any string. Keep the bio as one
+continuous string.
+
+The bio must be between 25 and 60 words, written in first person, and must
+read as something this specific person would write about themselves -- not a
+generic profile blurb.
+
+`activity_weight` is a number between 0 and 1 (inclusive) representing how
+often this persona checks in at breweries relative to other users. Persona
+archetypes implying frequent, habitual brewery visits should skew higher;
+casual or occasional-visitor personas should skew lower. Do not default to
+0.5 -- vary it meaningfully based on the persona description.
+
+Expected JSON format:
+
+```json
+{
+  "username": "a handle derived from the given name",
+  "bio": "The first-person bio goes here.",
+  "activity_weight": 0.62
+}
+```
+
+## CONTENT RULES AND CONSTRAINTS:
+
+### THE USERNAME:
+
+Derive the username from the given first and/or last name (e.g. lowercase,
+abbreviated, or combined with a short word or number tied to the persona's
+style affinities). Do not invent an unrelated handle. Do not include spaces.
+
+### THE BIO:
+
+Ground the bio in the supplied persona description and style affinities --
+mention at least one specific beer style from the style affinities list, in a
+way that sounds like a personal preference rather than a list. Reference the
+city or country naturally if it fits, but do not force it.
+
+### VOICE & PERSPECTIVE:
+
+Write in the first person ("I"/"my"). The tone should match the persona:
+an enthusiastic explorer sounds different from a relaxed, easy-drinking
+regular. Do not write in second or third person.
+
+### THE BLOCKLIST (FORBIDDEN CONCEPTS):
+
+You absolutely cannot use the following words and phrases. Make sure your
+final output doesn't have any of these:
+
+- "hidden gem"
+- "passion"
+- "authentic"
+- "craft beer enthusiast"
+- "beer connoisseur"
+- "journey"
+
+#### FORBIDDEN WRITING PATTERNS
+
+The following patterns are common AI writing pitfalls and must not appear in
+the bio:
+
+- Negative parallelism constructions: "It's not X, it's Y"
+- Inflated significance phrases: "stands as a testament," "plays a vital
+  role," "deeply rooted"
+- Superficial trailing analyses: sentences ending in -ing words that add
+  opinion without content
+- Promotional travel-copy tone: "breathtaking," "must-visit," "vibrant"
+- Overused conjunctive transitions used as sentence openers: "Moreover,"
+  "Furthermore," "In addition"
+- Rule of three: do not consistently organise ideas or examples in triplets
--- a/tooling/pipeline/run.sh
+++ b/tooling/pipeline/run.sh
@@ -0,0 +1,8 @@
+./biergarten-pipeline \
+    --model ../models/google_gemma-4-E4B-it-Q6_K.gguf \
+    --temperature 1.0 \
+    --top-p 0.95 \
+    --top-k 64 \
+    --n-ctx 8192 \
+    --location-count 15 \
+    --prompt-dir ../prompts
--- a/tooling/pipeline/runpod/pod-template.yaml
+++ b/tooling/pipeline/runpod/pod-template.yaml
@@ -10,11 +10,10 @@ dockerStartCmd: []
 isPublic: false
 isServerless: false
 env:
-  BIERGARTEN_MODE: live
  BIERGARTEN_MODEL_PATH: /workspace/models/google_gemma-4-E4B-it-Q6_K.gguf
-  BIERGARTEN_PROMPT_DIR: /workspace/app/build/prompts
  BIERGARTEN_OUTPUT_DIR: /workspace/output
  BIERGARTEN_LOG_PATH: /workspace/logs/pipeline.log
+  BIERGARTEN_GL_LAYERS: "40"
  BIERGARTEN_TEMPERATURE: "1.0"
  BIERGARTEN_TOP_P: "0.95"
  BIERGARTEN_TOP_K: "64"
--- a/tooling/pipeline/src/application_options/parse_arguments.cc
+++ b/tooling/pipeline/src/application_options/parse_arguments.cc
@@ -15,8 +15,6 @@ std::optional<ApplicationOptions> ParseArguments(

  opt("help,h", "Produce help message");

-  // Defaults sourced from SamplingOptions{} so the CLI and LlamaGenerator
-  // share a single source of truth — changing the struct updates both.
  auto add_sampling_options = [&]() -> void {
    const SamplingOptions sampling_defaults{};
    opt("temperature",
@@ -53,7 +51,8 @@ std::optional<ApplicationOptions> ParseArguments(
        prog_opts::value<std::string>()->default_value("pipeline.log"),
        "Path for application logs");
    opt("prompt-dir", prog_opts::value<std::string>()->default_value(""),
-        "Directory containing named prompt files (e.g. BREWERY_GENERATION.md)."
+        "Directory containing named prompt files (e.g. "
+        "BREWERY_GENERATION.md)."
        " Required when not using --mocked.");
    opt("location-count", prog_opts::value<uint32_t>()->default_value(10));
  };
@@ -72,11 +71,11 @@ std::optional<ApplicationOptions> ParseArguments(
    })();
    if (logger) {
      logger->Log(LogDTO{.level = LogLevel::Info,
-                   .phase = PipelinePhase::Startup,
-                   .message = title});
+                         .phase = PipelinePhase::Startup,
+                         .message = title});
      logger->Log(LogDTO{.level = LogLevel::Info,
-                   .phase = PipelinePhase::Startup,
-                   .message = usage});
+                         .phase = PipelinePhase::Startup,
+                         .message = usage});
    }
    return std::nullopt;
  }
@@ -91,8 +90,8 @@ std::optional<ApplicationOptions> ParseArguments(
      help_stream << "\n" << desc;
      if (logger) {
        logger->Log(LogDTO{.level = LogLevel::Info,
-                     .phase = PipelinePhase::Startup,
-                     .message = help_stream.str()});
+                           .phase = PipelinePhase::Startup,
+                           .message = help_stream.str()});
      }
      return std::nullopt;
    }
@@ -108,14 +107,16 @@ std::optional<ApplicationOptions> ParseArguments(
    const std::string model_path = var_map["model"].as<std::string>();
    const int n_gpu_layers = var_map["n-gpu-layers"].as<int>();

-    // Enforce mutual exclusivity before any further configuration is applied.
+    // Enforce mutual exclusivity before any further configuration is
+    // applied.
    if (use_mocked && !model_path.empty()) {
      const std::string msg =
-          "Invalid arguments: --mocked and --model are mutually exclusive";
+          "Invalid arguments: --mocked and --model are mutually "
+          "exclusive";
      if (logger) {
        logger->Log(LogDTO{.level = LogLevel::Error,
-                     .phase = PipelinePhase::Startup,
-                     .message = msg});
+                           .phase = PipelinePhase::Startup,
+                           .message = msg});
      } else {
        std::cerr << msg << std::endl;
      }
@@ -124,11 +125,12 @@ std::optional<ApplicationOptions> ParseArguments(

    if (!use_mocked && model_path.empty()) {
      const std::string msg =
-          "Invalid arguments: either --mocked or --model must be specified";
+          "Invalid arguments: either --mocked or --model must be "
+          "specified";
      if (logger) {
        logger->Log(LogDTO{.level = LogLevel::Error,
-                     .phase = PipelinePhase::Startup,
-                     .message = msg});
+                           .phase = PipelinePhase::Startup,
+                           .message = msg});
      } else {
        std::cerr << msg << std::endl;
      }
@@ -139,7 +141,8 @@ std::optional<ApplicationOptions> ParseArguments(
    // generator has no use for it and should not require it to be present.
    if (!use_mocked && options.pipeline.prompt_dir.empty()) {
      const std::string msg =
-          "Invalid arguments: --prompt-dir is required when not using --mocked";
+          "Invalid arguments: --prompt-dir is required when not using "
+          "--mocked";
      if (logger) {
        logger->Log({.level = LogLevel::Error,
                     .phase = PipelinePhase::Startup,
@@ -152,7 +155,6 @@ std::optional<ApplicationOptions> ParseArguments(

    options.generator.use_mocked = use_mocked;
    options.generator.model_path = model_path;
-    // options.generator.n_gpu_layers = n_gpu_layers;

    // Only populate sampling config when the user explicitly overrides at
    // least one value. Leaving it as std::nullopt lets LlamaGenerator fall
@@ -171,8 +173,8 @@ std::optional<ApplicationOptions> ParseArguments(
            "Sampling parameters are ignored when using --mocked";
        if (logger) {
          logger->Log(LogDTO{.level = LogLevel::Warn,
-                       .phase = PipelinePhase::Startup,
-                       .message = msg});
+                             .phase = PipelinePhase::Startup,
+                             .message = msg});
        } else {
          std::cerr << msg << std::endl;
        }
@@ -197,8 +199,8 @@ std::optional<ApplicationOptions> ParseArguments(
        exception.what();
    if (logger) {
      logger->Log(LogDTO{.level = LogLevel::Error,
-                   .phase = PipelinePhase::Startup,
-                   .message = msg});
+                         .phase = PipelinePhase::Startup,
+                         .message = msg});
    }
    return std::nullopt;
  } catch (...) {
@@ -206,8 +208,8 @@ std::optional<ApplicationOptions> ParseArguments(
        "Failed to parse command-line arguments: unknown error";
    if (logger) {
      logger->Log(LogDTO{.level = LogLevel::Error,
-                   .phase = PipelinePhase::Startup,
-                   .message = msg});
+                         .phase = PipelinePhase::Startup,
+                         .message = msg});
    }
    return std::nullopt;
  }
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/biergarten_pipeline_orchestrator.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/biergarten_pipeline_orchestrator.cc
@@ -1,6 +1,6 @@
 /**
 * @file biergarten_pipeline_orchestrator/biergarten_pipeline_orchestrator.cc
- * @brief BiergartenDataGenerator constructor implementation.
+ * @brief BiergartenPipelineOrchestrator constructor implementation.
 */

 #include "biergarten_pipeline_orchestrator.h"
@@ -12,9 +12,12 @@ BiergartenPipelineOrchestrator::BiergartenPipelineOrchestrator(
    std::unique_ptr<IEnrichmentService> context_service,
    std::unique_ptr<DataGenerator> generator,
    std::unique_ptr<IExportService> exporter,
-    const ApplicationOptions &app_options)
-    : logger_(std::move(logger)),
-      context_service_(std::move(context_service)),
-      generator_(std::move(generator)),
-      exporter_(std::move(exporter)),
-      application_options_(app_options) {}
+    std::unique_ptr<ICuratedDataService> curated_data_service,
+    const ApplicationOptions& application_options)
+  : logger_(std::move(logger)),
+    context_service_(std::move(context_service)),
+    generator_(std::move(generator)),
+    exporter_(std::move(exporter)),
+    curated_data_service_(std::move(curated_data_service)),
+    application_options_(application_options) {
+}
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_breweries.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_breweries.cc
@@ -1,10 +1,11 @@
 /**
 * @file biergarten_pipeline_orchestrator/generate_breweries.cc
- * @brief BiergartenDataGenerator::GenerateBreweries() implementation.
+ * @brief BiergartenPipelineOrchestrator::GenerateBreweries() implementation.
 */

 #include <chrono>
 #include <format>
+#include <optional>

 #include "biergarten_pipeline_orchestrator.h"
 #include "services/logging/logger.h"
@@ -19,50 +20,69 @@ void BiergartenPipelineOrchestrator::GenerateBreweries(
  size_t skipped_count = 0;
  size_t export_failed_count = 0;

-  for (const auto& [location, region_context] : cities) {
+  const auto generate_record =
+      [this, &skipped_count](
+          const Location& location,
+          const std::string& region_context) -> std::optional<BreweryRecord> {
    try {
      const BreweryResult brewery =
          generator_->GenerateBrewery(location, region_context);
-
-      const GeneratedBrewery gen{.location = location, .brewery = brewery};
-
-      generated_breweries_.push_back(gen);
-
-      try {
-        exporter_->ProcessRecord(gen);
-      } catch (const std::exception& export_exception) {
-        ++export_failed_count;
-
-        logger_->Log(
-            {.level = LogLevel::Warn,
-             .phase = PipelinePhase::BreweryAndBeerGeneration,
-             .message =
-                 std::format("[Pipeline] Generated brewery for '{}' ({}) but SQLite export failed: {}",
-                 location.city, location.country, export_exception.what())});
-      }
+      return BreweryRecord{.location = location, .brewery = brewery};
    } catch (const std::exception& e) {
      ++skipped_count;

-      logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::BreweryAndBeerGeneration,
-                    .message = std::format("[Pipeline] Skipping city '{}' ({}): brewery generation failed: {}",
-                               location.city, location.country, e.what())});
+      logger_->Log(
+          {.level = LogLevel::Warn,
+           .phase = PipelinePhase::BreweryAndBeerGeneration,
+           .message = std::format("[Pipeline] Skipping city '{}' ({}): brewery "
+                                  "generation failed: {}",
+                                  location.city, location.country, e.what())});
+      return std::nullopt;
    }
+  };
+
+  const auto export_record = [this, &export_failed_count](
+                                 const BreweryRecord& record) {
+    try {
+      exporter_->ProcessRecord(record);
+    } catch (const std::exception& export_exception) {
+      ++export_failed_count;
+      logger_->Log(
+          {.level = LogLevel::Warn,
+           .phase = PipelinePhase::BreweryAndBeerGeneration,
+           .message = std::format("[Pipeline] Generated brewery for '{}' ({}) "
+                                  "but SQLite export failed: {}",
+                                  record.location.city, record.location.country,
+                                  export_exception.what())});
+    }
+  };
+
+  for (const auto& [location, region_context] : cities) {
+    const std::optional<BreweryRecord> record =
+        generate_record(location, region_context);
+    if (!record.has_value()) {
+      continue;
+    }
+
+    generated_breweries_.push_back(*record);
+    export_record(*record);
  }

  if (skipped_count > 0) {
-    logger_->Log({.level = LogLevel::Warn,
-                  .phase = PipelinePhase::BreweryAndBeerGeneration,
-                  .message = std::format(
-                      "[Pipeline] Skipped {} city/cities due to generation errors",
-                      skipped_count)});
+    logger_->Log(
+        {.level = LogLevel::Warn,
+         .phase = PipelinePhase::BreweryAndBeerGeneration,
+         .message = std::format(
+             "[Pipeline] Skipped {} city/cities due to generation errors",
+             skipped_count)});
  }

  if (export_failed_count > 0) {
-    logger_->Log({.level = LogLevel::Warn,
-                  .phase = PipelinePhase::Teardown,
-                  .message = std::format(
-                      "[Pipeline] Failed to export {} generated brewery/breweries to SQLite",
-                      export_failed_count)});
+    logger_->Log(
+        {.level = LogLevel::Warn,
+         .phase = PipelinePhase::Teardown,
+         .message = std::format("[Pipeline] Failed to export {} generated "
+                                "brewery/breweries to SQLite",
+                                export_failed_count)});
  }
 }
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_users.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/generate_users.cc
@@ -0,0 +1,188 @@
+/**
+ * @file biergarten_pipeline_orchestrator/generate_users.cc
+ * @brief BiergartenPipelineOrchestrator::GenerateUsers() implementation.
+ */
+
+#include <cctype>
+#include <chrono>
+#include <format>
+#include <optional>
+#include <random>
+#include <stdexcept>
+#include <string>
+#include <string_view>
+#include <unordered_set>
+
+#include "biergarten_pipeline_orchestrator.h"
+#include "json_handling/json_loader.h"
+#include "services/logging/logger.h"
+
+namespace {
+std::string Sanitize(std::string_view value) {
+  std::string out;
+  out.reserve(value.size());
+  for (const char character : value) {
+    if (std::isalnum(static_cast<unsigned char>(character)) != 0) {
+      out.push_back(static_cast<char>(
+        std::tolower(static_cast<unsigned char>(character))));
+    }
+  }
+  return out;
+}
+
+std::string BuildEmail(const Name& name,
+                       std::unordered_set<std::string>& used_local_parts) {
+  const std::string base =
+      std::format("{}.{}", Sanitize(name.first_name), Sanitize(name.last_name));
+
+  std::string local_part = base;
+  uint32_t suffix = 1;
+
+  while (used_local_parts.contains(local_part)) {
+    local_part = std::format("{}{}", base, suffix);
+    ++suffix;
+  }
+
+  used_local_parts.insert(local_part);
+
+  return std::format("{}@thebiergarten.app", local_part);
+}
+
+std::string GenerateDateOfBirth(std::mt19937& rng) {
+  using namespace std::chrono;
+
+  constexpr int kMinAge = 19;
+  constexpr int kMaxAge = 48;
+  constexpr int kMaxDayOffset = 364;
+
+  std::uniform_int_distribution<int> age_dist(kMinAge, kMaxAge);
+  std::uniform_int_distribution<int> day_offset_dist(0, kMaxDayOffset);
+
+  const year_month_day today{floor<days>(system_clock::now())};
+  const year_month_day birth_year_anchor{today.year() - years{age_dist(rng)},
+                                         today.month(), today.day()};
+  const sys_days birth_date =
+      sys_days{birth_year_anchor} - days{day_offset_dist(rng)};
+  const year_month_day birth_ymd{birth_date};
+
+  return std::format("{:04}-{:02}-{:02}", static_cast<int>(birth_ymd.year()),
+                     static_cast<unsigned>(birth_ymd.month()),
+                     static_cast<unsigned>(birth_ymd.day()));
+}
+} // namespace
+
+void BiergartenPipelineOrchestrator::GenerateUsers(
+    std::span<const EnrichedCity> cities) {
+  logger_->Log({.level = LogLevel::Info,
+                .phase = PipelinePhase::UserGeneration,
+                .message = "=== SAMPLE USER GENERATION ==="});
+
+  const std::vector<UserPersona> personas =
+      curated_data_service_->LoadPersonas("personas.json");
+
+  if (personas.empty()) {
+    throw std::runtime_error(
+        "No personas available in personas.json for user generation");
+  }
+
+  const NamesByCountry names_by_country =
+      curated_data_service_->LoadNamesByCountry(
+          "forenames-by-country.json", "surnames-by-country.json");
+
+  std::mt19937 rng(std::random_device{}());
+  std::uniform_int_distribution<size_t> persona_dist(0, personas.size() - 1);
+
+  generated_users_.clear();
+  size_t skipped_count = 0;
+  size_t export_failed_count = 0;
+
+  const auto generate_record =
+      [this, &rng, &skipped_count](
+      const EnrichedCity& city, const UserPersona& persona,
+      const Name& sampled_name) -> std::optional<UserRecord> {
+    try {
+      std::unordered_set<std::string> used_email_local_parts;
+
+      const UserResult user =
+          generator_->GenerateUser(city, persona, sampled_name);
+
+      return UserRecord{
+          .location = city.location,
+          .user = user,
+          .email = BuildEmail(sampled_name, used_email_local_parts),
+          .date_of_birth = GenerateDateOfBirth(rng),
+      };
+    } catch (const std::exception& e) {
+      ++skipped_count;
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::UserGeneration,
+                    .message = std::format(
+                        "[Pipeline] Skipping city '{}' ({}): "
+                        "user generation failed: {}",
+                        city.location.city, city.location.country, e.what())});
+      return std::nullopt;
+    }
+  };
+
+  const auto export_record = [this,
+        &export_failed_count](const UserRecord& record) {
+    try {
+      exporter_->ProcessRecord(record);
+    } catch (const std::exception& export_exception) {
+      ++export_failed_count;
+
+      logger_->Log(
+      {.level = LogLevel::Warn,
+       .phase = PipelinePhase::UserGeneration,
+       .message = std::format("[Pipeline] Generated user for '{}' ({}) but "
+                              "SQLite export failed: {}",
+                              record.location.city, record.location.country,
+                              export_exception.what())});
+    }
+  };
+
+  for (const auto& city : cities) {
+    const std::optional<Name> sampled_name =
+        names_by_country.SampleName(city.location.iso3166_1, rng);
+
+    if (!sampled_name.has_value()) {
+      ++skipped_count;
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::UserGeneration,
+                    .message = std::format(
+                        "[Pipeline] Skipping city '{}' ({}): no names "
+                        "available for country '{}'",
+                        city.location.city, city.location.country,
+                        city.location.iso3166_1)});
+      continue;
+    }
+
+    const UserPersona& persona = personas[persona_dist(rng)];
+
+    const std::optional<UserRecord> record =
+        generate_record(city, persona, *sampled_name);
+    if (!record.has_value()) {
+      continue;
+    }
+
+    generated_users_.push_back(*record);
+    export_record(*record);
+  }
+
+  if (skipped_count > 0) {
+    logger_->Log(
+    {.level = LogLevel::Warn,
+     .phase = PipelinePhase::UserGeneration,
+     .message = std::format(
+         "[Pipeline] Skipped {} city/cities during user generation",
+         skipped_count)});
+  }
+
+  if (export_failed_count > 0) {
+    logger_->Log({.level = LogLevel::Warn,
+                  .phase = PipelinePhase::Teardown,
+                  .message = std::format("[Pipeline] Failed to export {} "
+                                         "generated user/users to SQLite",
+                                         export_failed_count)});
+  }
+}
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/log_results.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/log_results.cc
@@ -1,6 +1,6 @@
 /**
 * @file biergarten_pipeline_orchestrator/log_results.cc
- * @brief BiergartenDataGenerator::LogResults() implementation.
+ * @brief BiergartenPipelineOrchestrator::LogResults() implementation.
 */

 #include <boost/json/array.hpp>
@@ -10,11 +10,12 @@
 #include "../../includes/json_handling/pretty_print.h"
 #include "biergarten_pipeline_orchestrator.h"
 #include "services/logging/logger.h"
+
 void BiergartenPipelineOrchestrator::LogResults() const {
-  boost::json::array output;
+  boost::json::array brewery_output;

  for (const auto& [location, brewery] : generated_breweries_) {
-    output.push_back(boost::json::object{
+    brewery_output.push_back(boost::json::object{
        {"name_en", brewery.name_en},
        {"description_en", brewery.description_en},
        {"name_local", brewery.name_local},
@@ -29,9 +30,30 @@ void BiergartenPipelineOrchestrator::LogResults() const {
                     }}});
  }

-  std::ostringstream oss;
-  PrettyPrint(oss, output);
+  std::ostringstream brewery_oss;
+  PrettyPrint(brewery_oss, brewery_output);
  logger_->Log({.level = LogLevel::Info,
                .phase = PipelinePhase::Teardown,
-                .message = oss.str()});
+                .message = brewery_oss.str()});
+
+  boost::json::array user_output;
+
+  for (const auto& generated_user : generated_users_) {
+    user_output.push_back(boost::json::object{
+        {"first_name", generated_user.user.first_name},
+        {"last_name", generated_user.user.last_name},
+        {"gender", generated_user.user.gender},
+        {"username", generated_user.user.username},
+        {"bio", generated_user.user.bio},
+        {"activity_weight", generated_user.user.activity_weight},
+        {"email", generated_user.email},
+        {"date_of_birth", generated_user.date_of_birth},
+    });
+  }
+
+  std::ostringstream user_oss;
+  PrettyPrint(user_oss, user_output);
+  logger_->Log({.level = LogLevel::Info,
+                .phase = PipelinePhase::Teardown,
+                .message = user_oss.str()});
 }
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/query_cities_with_countries.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/query_cities_with_countries.cc
@@ -1,6 +1,7 @@
 /**
 * @file biergarten_pipeline_orchestrator/query_cities_with_countries.cc
- * @brief BiergartenDataGenerator::QueryCitiesWithCountries() implementation.
+ * @brief BiergartenPipelineOrchestrator::QueryCitiesWithCountries()
+ * implementation.
 */

 #include <algorithm>
@@ -22,7 +23,7 @@ BiergartenPipelineOrchestrator::QueryCitiesWithCountries() {

  const std::filesystem::path locations_path = "locations.json";

-  auto all_locations = JsonLoader::LoadLocations(locations_path, logger_);
+  auto all_locations = curated_data_service_->LoadLocations(locations_path);

  const size_t sample_count = std::min(
      static_cast<size_t>(application_options_.pipeline.location_count),
--- a/tooling/pipeline/src/biergarten_pipeline_orchestrator/run.cc
+++ b/tooling/pipeline/src/biergarten_pipeline_orchestrator/run.cc
@@ -1,6 +1,6 @@
 /**
 * @file biergarten_pipeline_orchestrator/run.cc
- * @brief BiergartenDataGenerator::Run() implementation.
+ * @brief BiergartenPipelineOrchestrator::Run() implementation.
 */

 #include <chrono>
@@ -22,42 +22,40 @@ bool BiergartenPipelineOrchestrator::Run() {
    for (auto& city : cities) {
      try {
        std::string region_context = context_service_->GetLocationContext(city);
-        // logger_->Log(LogLevel::Debug, PipelinePhase::UserGeneration,
-        //              "[Pipeline] Context for '" + city.city + "' (" +
-        //              city.iso3166_2 + ") gathered:\n" + region_context);

        enriched.push_back(
            EnrichedCity{.location = std::move(city),
                         .region_context = std::move(region_context)});
      } catch (const std::exception& exception) {
        ++skipped_count;
-        logger_->Log(
-            {.level = LogLevel::Warn,
-             .phase = PipelinePhase::UserGeneration,
-             .message = std::format(
-                 "[Pipeline] Skipping city '{}' ({}): context lookup failed: {}",
-                 city.city, city.country, exception.what())});
+        logger_->Log({.level = LogLevel::Warn,
+                      .phase = PipelinePhase::Enrichment,
+                      .message = std::format(
+                          "[Pipeline] Skipping city '{}' ({}): context "
+                          "lookup failed: {}",
+                          city.city, city.country, exception.what())});
      }
    }

    if (skipped_count > 0) {
-      logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::UserGeneration,
-                    .message = std::format(
-                        "[Pipeline] Skipped {} city/cities due to context lookup errors",
-                        skipped_count)});
+      logger_->Log(
+          {.level = LogLevel::Warn,
+           .phase = PipelinePhase::Enrichment,
+           .message = std::format("[Pipeline] Skipped {} city/cities due "
+                                  "to context lookup errors",
+                                  skipped_count)});
    }

+    this->GenerateUsers(enriched);
    this->GenerateBreweries(enriched);
    exporter_->Finalize();
    this->LogResults();
    return true;
  } catch (const std::exception& e) {
-    logger_->Log(
-        {.level = LogLevel::Error,
-         .phase = PipelinePhase::Teardown,
-         .message =
-             std::format("Pipeline execution failed with error: {}", e.what())});
+    logger_->Log({.level = LogLevel::Error,
+                  .phase = PipelinePhase::Teardown,
+                  .message = std::format(
+                      "Pipeline execution failed with error: {}", e.what())});
    return false;
  }
 }
--- a/tooling/pipeline/src/data_generation/llama/generate_brewery.cc
+++ b/tooling/pipeline/src/data_generation/llama/generate_brewery.cc
@@ -12,6 +12,7 @@
 #include <string_view>
 #include <vector>

+#include "data_generation/json_grammars.h"
 #include "data_generation/llama_generator.h"
 #include "data_generation/llama_generator_helpers.h"

@@ -32,19 +33,6 @@ static std::string FormatLocalLanguageCodes(
  return formatted;
 }

-// GBNF grammar for structured brewery JSON output.
-// @TODO move to a separate gbnf file if it grows in complexity or is shared
-// across modules.
-static constexpr std::string_view kBreweryJsonGrammar = R"json_brewery(
-root ::= thought-block "{" ws "\"name_en\"" ws ":" ws string ws "," ws "\"description_en\"" ws ":" ws string ws "," ws "\"name_local\"" ws ":" ws string ws "," ws "\"description_local\"" ws ":" ws string ws "}" ws
-thought-block ::= [^{]*
-ws ::= [ \t\n\r]*
-string ::= "\"" char+ "\""
-char ::= [^"\\\x7F\x00-\x1F] | [\\] escape
-escape ::= ["\\/bfnrt] | "u" hex hex hex hex
-hex ::= [0-9a-fA-F]
-)json_brewery";
-
 static constexpr int kBreweryInitialMaxTokens = 2800;

 BreweryResult LlamaGenerator::GenerateBrewery(
@@ -83,15 +71,14 @@ BreweryResult LlamaGenerator::GenerateBrewery(

  /**
   * RETRY LOOP with validation and error correction
-   * Attempts to generate valid brewery data up to 3 times, with feedback-based
-   * refinement
+   * Attempts to generate valid brewery data up to 3 times, with
+   * feedback-based refinement
   */
  constexpr int max_attempts = 3;
  std::string raw;
  std::string last_error;

  // Token budget: too small risks truncating valid JSON mid-string.
-  // Start conservatively but allow adaptive increases on truncation.
  int max_tokens = kBreweryInitialMaxTokens;

  // Limit output length to keep it concise and focused
@@ -104,7 +91,7 @@ BreweryResult LlamaGenerator::GenerateBrewery(
          {.level = LogLevel::Debug,
           .phase = PipelinePhase::BreweryAndBeerGeneration,
           .message = std::format("LlamaGenerator: raw output (attempt {}): {}",
-                      attempt + 1, raw)});
+                                  attempt + 1, raw)});
    }

    // Validate output: parse JSON and check required fields
@@ -120,8 +107,9 @@ BreweryResult LlamaGenerator::GenerateBrewery(
        logger_->Log(
            {.level = LogLevel::Info,
             .phase = PipelinePhase::BreweryAndBeerGeneration,
-             .message = std::format("LlamaGenerator: successfully generated brewery data on attempt {}",
-                        attempt + 1)});
+             .message = std::format("LlamaGenerator: successfully generated "
+                                    "brewery data on attempt {}",
+                                    attempt + 1)});
      }

      return brewery;
@@ -134,33 +122,38 @@ BreweryResult LlamaGenerator::GenerateBrewery(
      logger_->Log(
          {.level = LogLevel::Warn,
           .phase = PipelinePhase::BreweryAndBeerGeneration,
-           .message =
-               std::format("LlamaGenerator: malformed brewery JSON (attempt {}): {}",
+           .message = std::format(
+               "LlamaGenerator: malformed brewery JSON (attempt {}): {}",
               attempt + 1, *validation_error)});
    }

    // Update prompt with error details to guide LLM toward correct output.
    user_prompt = std::format(
        "Your previous response was invalid. Error: {}\nReturn the thought "
-        "process before the JSON if needed, then return ONLY valid JSON with "
-        "exactly these keys, in this exact order: {{\"name_en\": \"<English "
+        "process before the JSON if needed, then return ONLY valid JSON "
+        "with "
+        "exactly these keys, in this exact order: {{\"name_en\": "
+        "\"<English "
        "brewery name>\", \"description_en\": \"<English single-paragraph "
-        "description>\", \"name_local\": \"<local-language brewery name>\", "
+        "description>\", \"name_local\": \"<local-language brewery "
+        "name>\", "
        "\"description_local\": \"<local-language single-paragraph "
-        "description>\"}}.\nDo not include markdown, comments, extra keys, or "
-        "literal placeholder values.\n\nKeep the JSON strings concise enough "
+        "description>\"}}.\nDo not include markdown, comments, extra keys, "
+        "or "
+        "literal placeholder values.\n\nKeep the JSON strings concise "
+        "enough "
        "to fit within the token budget.\n\n{}",
        *validation_error, retry_location);
  }

  // All retry attempts exhausted: log failure and throw exception
  if (logger_) {
-    logger_->Log(
-        {.level = LogLevel::Error,
-         .phase = PipelinePhase::BreweryAndBeerGeneration,
-       .message = std::format(
-         "LlamaGenerator: malformed brewery response after {} attempts: {}",
-         max_attempts, last_error.empty() ? raw : last_error)});
+    logger_->Log({.level = LogLevel::Error,
+                  .phase = PipelinePhase::BreweryAndBeerGeneration,
+                  .message = std::format(
+                      "LlamaGenerator: malformed brewery "
+                      "response after {} attempts: {}",
+                      max_attempts, last_error.empty() ? raw : last_error)});
  }
  throw std::runtime_error("LlamaGenerator: malformed brewery response");
 }
--- a/tooling/pipeline/src/data_generation/llama/generate_user.cc
+++ b/tooling/pipeline/src/data_generation/llama/generate_user.cc
@@ -1,24 +1,112 @@
 /**
 * @file data_generation/llama/generate_user.cc
- * @brief Generates locale-aware user profiles with strict two-line formatting,
- * retry handling, and output sanitization for downstream parsing.
+ * @brief Builds persona/name-grounded user prompts, performs retry-based
+ * inference, and validates structured JSON output for user records.
 */

-
 #include <format>
+#include <optional>
+#include <stdexcept>
 #include <string>
+#include <string_view>

+#include "data_generation/json_grammars.h"
 #include "data_generation/llama_generator.h"
 #include "data_generation/llama_generator_helpers.h"

-// TODO: Implement locale-aware user profile generation.
-// Current implementation returns a hardcoded test value and ignores the
-// locale parameter. Future implementation should:
-// 1. Load a USER_GENERATION.md prompt template with locale context
-// 2. Perform LLM inference with locale-specific username/bio generation
-// 3. Parse and validate JSON output with retry handling (similar to brewery)
-// 4. Return locale-aware username and biography
-UserResult LlamaGenerator::GenerateUser(const std::string& locale) {
-  return {.username = "test_user",
-          .bio = std::format("This is a test user profile from {}.", locale)};
+static constexpr int kUserInitialMaxTokens = 1200;
+
+UserResult LlamaGenerator::GenerateUser(const EnrichedCity& city,
+                                        const UserPersona& persona,
+                                        const Name& name) {
+  std::string style_affinities;
+  for (const std::string& style : persona.style_affinities) {
+    if (!style_affinities.empty()) {
+      style_affinities += ", ";
+    }
+    style_affinities += style;
+  }
+
+  const std::string system_prompt = prompt_directory_->Load("USER_GENERATION");
+
+  std::string user_prompt = std::format(
+      "## NAME:\n{} {}\n\n## GENDER:\n{}\n\n## CITY:\n{}\n\n## "
+      "COUNTRY:\n{}\n\n"
+      "## PERSONA:\n{}\n\n## PERSONA DESCRIPTION:\n{}\n\n## STYLE "
+      "AFFINITIES:\n{}",
+      name.first_name, name.last_name, name.gender, city.location.city,
+      city.location.country, persona.name, persona.description,
+      style_affinities);
+
+  const std::string retry_context = std::format(
+      "Name: {} {}\nCity: {}, {}\nPersona: {}", name.first_name, name.last_name,
+      city.location.city, city.location.country, persona.name);
+
+  constexpr int max_attempts = 3;
+  std::string raw;
+  std::string last_error;
+  int max_tokens = kUserInitialMaxTokens;
+
+  for (int attempt = 0; attempt < max_attempts; ++attempt) {
+    raw = this->Infer(system_prompt, user_prompt, max_tokens, kUserJsonGrammar);
+    if (logger_) {
+      logger_->Log(
+          {.level = LogLevel::Debug,
+           .phase = PipelinePhase::UserGeneration,
+           .message = std::format("LlamaGenerator: raw output (attempt {}): {}",
+                                  attempt + 1, raw)});
+    }
+
+    UserResult user;
+    const std::optional<std::string> validation_error =
+        ValidateUserJson(raw, user);
+
+    if (!validation_error.has_value()) {
+      if (logger_) {
+        logger_->Log(
+            {.level = LogLevel::Info,
+             .phase = PipelinePhase::UserGeneration,
+             .message = std::format("LlamaGenerator: successfully "
+                                    "generated user data on attempt {}",
+                                    attempt + 1)});
+      }
+
+      user.first_name = name.first_name;
+      user.last_name = name.last_name;
+      user.gender = name.gender;
+      return user;
+    }
+
+    last_error = *validation_error;
+    if (logger_) {
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::UserGeneration,
+                    .message = std::format(
+                        "LlamaGenerator: malformed user JSON (attempt {}): {}",
+                        attempt + 1, *validation_error)});
+    }
+
+    user_prompt = std::format(
+        "Your previous response was invalid. Error: {}\nReturn the thought "
+        "process before the JSON if needed, then return ONLY valid JSON "
+        "with "
+        "exactly these keys, in this exact order: {{\"username\": "
+        "\"<handle "
+        "derived from the given name>\", \"bio\": \"<first-person bio "
+        "grounded in the persona>\", \"activity_weight\": <number between "
+        "0 "
+        "and 1>}}.\nDo not include markdown, comments, extra keys, or "
+        "literal placeholder values.\n\n{}",
+        *validation_error, retry_context);
+  }
+
+  if (logger_) {
+    logger_->Log({.level = LogLevel::Error,
+                  .phase = PipelinePhase::UserGeneration,
+                  .message = std::format(
+                      "LlamaGenerator: malformed user response "
+                      "after {} attempts: {}",
+                      max_attempts, last_error.empty() ? raw : last_error)});
+  }
+  throw std::runtime_error("LlamaGenerator: malformed user response");
 }
--- a/tooling/pipeline/src/data_generation/llama/helpers.cc
+++ b/tooling/pipeline/src/data_generation/llama/helpers.cc
@@ -9,6 +9,7 @@
 #include <boost/json.hpp>
 #include <cctype>
 #include <optional>
+#include <span>
 #include <stdexcept>
 #include <string>
 #include <string_view>
@@ -76,7 +77,7 @@ bool ReadRequiredTrimmedStringField(const boost::json::object& obj,
  return !out.empty();
 }

-bool HasSchemaPlaceholder(const std::array<std::string*, 4>& values) {
+bool HasSchemaPlaceholder(std::span<std::string* const> values) {
  for (const std::string* value : values) {
    std::string lowered = *value;
    std::ranges::transform(lowered, lowered.begin(),
@@ -207,3 +208,58 @@ std::optional<std::string> ValidateBreweryJson(const std::string& raw,

  return std::nullopt;
 }
+
+std::optional<std::string> ValidateUserJson(const std::string& raw,
+                                            UserResult& user_out) {
+  boost::system::error_code error_code;
+  const std::string_view raw_view(raw);
+  const size_t opening_brace = raw_view.find('{');
+  if (opening_brace == std::string_view::npos) {
+    return "JSON parse error: missing opening brace '{'";
+  }
+
+  const std::string_view json_payload = raw_view.substr(opening_brace);
+  boost::json::value json_value = boost::json::parse(json_payload, error_code);
+  if (error_code) {
+    return "JSON parse error: " + error_code.message();
+  }
+
+  if (!json_value.is_object()) {
+    return "JSON root must be an object";
+  }
+
+  const auto& obj = json_value.get_object();
+  if (obj.size() != 3) {
+    return "JSON object must contain exactly three keys";
+  }
+
+  std::string validation_error;
+  if (!ReadRequiredTrimmedStringField(obj, "username", user_out.username,
+                                      &validation_error)) {
+    return validation_error;
+  }
+
+  if (!ReadRequiredTrimmedStringField(obj, "bio", user_out.bio,
+                                      &validation_error)) {
+    return validation_error;
+  }
+
+  const boost::json::value* activity_weight_field =
+      obj.if_contains("activity_weight");
+  if (activity_weight_field == nullptr || !activity_weight_field->is_number()) {
+    return "Missing or invalid numeric field: activity_weight";
+  }
+
+  const double activity_weight = activity_weight_field->to_number<double>();
+  if (activity_weight < 0.0 || activity_weight > 1.0) {
+    return "activity_weight must be between 0 and 1";
+  }
+  user_out.activity_weight = static_cast<float>(activity_weight);
+
+  const std::array schema_placeholders = {&user_out.username, &user_out.bio};
+  if (HasSchemaPlaceholder(schema_placeholders)) {
+    return "JSON appears to be a schema placeholder, not content";
+  }
+
+  return std::nullopt;
+}
--- a/tooling/pipeline/src/data_generation/mock/deterministic_hash.cc
+++ b/tooling/pipeline/src/data_generation/mock/deterministic_hash.cc
@@ -14,3 +14,13 @@ size_t MockGenerator::DeterministicHash(const Location& location) {
  boost::hash_combine(seed, location.country);
  return seed;
 }
+
+size_t MockGenerator::DeterministicHash(const Location& location,
+                                        const UserPersona& persona,
+                                        const Name& name) {
+  size_t seed = DeterministicHash(location);
+  boost::hash_combine(seed, persona.name);
+  boost::hash_combine(seed, name.first_name);
+  boost::hash_combine(seed, name.last_name);
+  return seed;
+}
--- a/tooling/pipeline/src/data_generation/mock/generate_user.cc
+++ b/tooling/pipeline/src/data_generation/mock/generate_user.cc
@@ -1,22 +1,31 @@
 /**
 * @file data_generation/mock/generate_user.cc
- * @brief Generates deterministic mock user profiles by hashing locale values
- * into predefined username and bio collections.
+ * @brief Generates deterministic mock user profiles by hashing city, persona,
+ * and sampled name into predefined username and bio collections.
 */

-#include <functional>
-#include <string>
 #include <string_view>

 #include "data_generation/mock_generator.h"

-UserResult MockGenerator::GenerateUser(const std::string& locale) {
-  const size_t hash = std::hash<std::string>{}(locale);
+UserResult MockGenerator::GenerateUser(const EnrichedCity& city,
+                                       const UserPersona& persona,
+                                       const Name& name) {
+  const size_t hash = DeterministicHash(city.location, persona, name);

-  UserResult result;
  const std::string_view username = kUsernames[hash % kUsernames.size()];
  const std::string_view bio = kBios[hash / kBioHashStride % kBios.size()];
-  result.username = username;
-  result.bio = bio;
-  return result;
+  const float activity_weight =
+      static_cast<float>(hash / kActivityWeightHashStride %
+                         kActivityWeightHashRange) /
+      static_cast<float>(kActivityWeightHashRange);
+
+  return {
+      .first_name = name.first_name,
+      .last_name = name.last_name,
+      .gender = name.gender,
+      .username = std::string(username),
+      .bio = std::string(bio),
+      .activity_weight = activity_weight,
+  };
 }
--- a/tooling/pipeline/src/data_model/names_by_country.cc
+++ b/tooling/pipeline/src/data_model/names_by_country.cc
@@ -0,0 +1,40 @@
+/**
+ * @file data_model/names_by_country.cc
+ * @brief NamesByCountry::SampleName() implementation.
+ */
+
+#include "data_model/names_by_country.h"
+
+#include <utility>
+
+NamesByCountry::NamesByCountry(
+    std::unordered_map<std::string, std::vector<ForenameEntry>>
+        forenames_by_country,
+    std::unordered_map<std::string, std::vector<std::string>>
+        surnames_by_country)
+    : forenames_by_country_(std::move(forenames_by_country)),
+      surnames_by_country_(std::move(surnames_by_country)) {}
+
+std::optional<Name> NamesByCountry::SampleName(const std::string& iso3166_1,
+                                               std::mt19937& rng) const {
+  const auto forenames_it = forenames_by_country_.find(iso3166_1);
+  const auto surnames_it = surnames_by_country_.find(iso3166_1);
+
+  if (forenames_it == forenames_by_country_.end() ||
+      surnames_it == surnames_by_country_.end() ||
+      forenames_it->second.empty() || surnames_it->second.empty()) {
+    return std::nullopt;
+  }
+
+  const std::vector<ForenameEntry>& forenames = forenames_it->second;
+  const std::vector<std::string>& surnames = surnames_it->second;
+
+  std::uniform_int_distribution<size_t> forename_dist(0, forenames.size() - 1);
+  std::uniform_int_distribution<size_t> surname_dist(0, surnames.size() - 1);
+
+  const ForenameEntry& forename = forenames[forename_dist(rng)];
+
+  return Name{.first_name = forename.name,
+              .last_name = surnames[surname_dist(rng)],
+              .gender = forename.gender};
+}
--- a/tooling/pipeline/src/json_handling/json_loader.cc
+++ b/tooling/pipeline/src/json_handling/json_loader.cc
@@ -6,16 +6,18 @@

 #include "json_handling/json_loader.h"

-#include <format>
-#include "services/logging/logger.h"
-#include <iostream>
-
 #include <boost/json.hpp>
+#include <format>
 #include <fstream>
+#include <iostream>
 #include <sstream>
 #include <stdexcept>
 #include <string>
 #include <string_view>
+#include <unordered_map>
+#include <utility>
+
+#include "services/logging/logger.h"

 static std::string ReadRequiredString(const boost::json::object& object,
                                      const char* key) {
@@ -43,7 +45,7 @@ static std::vector<std::string> ReadRequiredStringArray(
  const boost::json::value* value = object.if_contains(key);
  if (value == nullptr || !value->is_array()) {
    throw std::runtime_error(
-      std::format("Missing or invalid string array field: {}", key));
+        std::format("Missing or invalid string array field: {}", key));
  }

  const auto& array = value->as_array();
@@ -59,24 +61,54 @@ static std::vector<std::string> ReadRequiredStringArray(
  return items;
 }

-std::vector<Location> JsonLoader::LoadLocations(
-    const std::filesystem::path& filepath, std::shared_ptr<ILogger> logger) {
+namespace {
+
+boost::json::value ParseJsonFile(const std::filesystem::path& filepath,
+                                 const char* what) {
  std::ifstream input(filepath);
  if (!input.is_open()) {
-    throw std::runtime_error("Failed to open locations file: " +
-                             filepath.string());
+    throw std::runtime_error(
+        std::format("Failed to open {} file: {}", what, filepath.string()));
  }

  std::stringstream buffer;
  buffer << input.rdbuf();
-  const std::string content = buffer.str();

  boost::system::error_code error;
-  boost::json::value root = boost::json::parse(content, error);
+  boost::json::value root = boost::json::parse(buffer.str(), error);
  if (error) {
-    throw std::runtime_error("Failed to parse locations JSON: " +
-                             error.message());
+    throw std::runtime_error(
+        std::format("Failed to parse {} JSON: {}", what, error.message()));
  }
+  return root;
+}
+
+/**
+ * @brief Returns the first element of a string array field, falling back to
+ * `fallback_key` if `key` is missing/empty (some source entries only have a
+ * "localized" form and no "romanized" form).
+ */
+std::string ReadFirstOfStringArray(const boost::json::object& object,
+                                   const char* key, const char* fallback_key) {
+  for (const char* candidate_key : {key, fallback_key}) {
+    const boost::json::value* value = object.if_contains(candidate_key);
+    if (value == nullptr || !value->is_array()) {
+      continue;
+    }
+    const auto& array = value->as_array();
+    if (!array.empty() && array.front().is_string()) {
+      return std::string(array.front().as_string());
+    }
+  }
+  throw std::runtime_error(
+      std::format("Missing or invalid string array field: {}", key));
+}
+
+}  // namespace
+
+std::vector<Location> JsonLoader::LoadLocations(
+    const std::filesystem::path& filepath) {
+  const boost::json::value root = ParseJsonFile(filepath, "locations");

  if (!root.is_array()) {
    throw std::runtime_error(
@@ -108,3 +140,97 @@ std::vector<Location> JsonLoader::LoadLocations(

  return locations;
 }
+
+std::vector<UserPersona> JsonLoader::LoadPersonas(
+    const std::filesystem::path& filepath) {
+  const boost::json::value root = ParseJsonFile(filepath, "personas");
+
+  if (!root.is_array()) {
+    throw std::runtime_error(
+        "Invalid personas JSON: root element must be an array");
+  }
+
+  std::vector<UserPersona> personas;
+  const auto& items = root.as_array();
+  personas.reserve(items.size());
+
+  for (const auto& item : items) {
+    if (!item.is_object()) {
+      throw std::runtime_error(
+          "Invalid personas JSON: each entry must be an object");
+    }
+
+    const auto& object = item.as_object();
+    personas.push_back(UserPersona{
+        .name = ReadRequiredString(object, "name"),
+        .description = ReadRequiredString(object, "description"),
+        .style_affinities = ReadRequiredStringArray(object, "style_affinities"),
+    });
+  }
+
+  return personas;
+}
+
+NamesByCountry JsonLoader::LoadNamesByCountry(
+    const std::filesystem::path& forenames_filepath,
+    const std::filesystem::path& surnames_filepath) {
+  const boost::json::value forenames_root =
+      ParseJsonFile(forenames_filepath, "forenames-by-country");
+  const boost::json::value surnames_root =
+      ParseJsonFile(surnames_filepath, "surnames-by-country");
+
+  if (!forenames_root.is_object() || !surnames_root.is_object()) {
+    throw std::runtime_error(
+        "Invalid names-by-country JSON: root element must be an object "
+        "keyed by ISO 3166-1 country code");
+  }
+
+  std::unordered_map<std::string, std::vector<ForenameEntry>>
+      forenames_by_country;
+  for (const auto& [country_code, regions] : forenames_root.as_object()) {
+    if (!regions.is_array()) {
+      continue;
+    }
+    std::vector<ForenameEntry> entries;
+    for (const auto& region : regions.as_array()) {
+      if (!region.is_object()) {
+        continue;
+      }
+      const boost::json::value* names = region.as_object().if_contains("names");
+      if (names == nullptr || !names->is_array()) {
+        continue;
+      }
+      for (const auto& name_value : names->as_array()) {
+        if (!name_value.is_object()) {
+          continue;
+        }
+        const auto& name_object = name_value.as_object();
+        entries.push_back(ForenameEntry{
+            .name =
+                ReadFirstOfStringArray(name_object, "romanized", "localized"),
+            .gender = ReadRequiredString(name_object, "gender"),
+        });
+      }
+    }
+    forenames_by_country.emplace(country_code, std::move(entries));
+  }
+
+  std::unordered_map<std::string, std::vector<std::string>> surnames_by_country;
+  for (const auto& [country_code, name_entries] : surnames_root.as_object()) {
+    if (!name_entries.is_array()) {
+      continue;
+    }
+    std::vector<std::string> surnames;
+    for (const auto& name_value : name_entries.as_array()) {
+      if (!name_value.is_object()) {
+        continue;
+      }
+      surnames.push_back(ReadFirstOfStringArray(name_value.as_object(),
+                                                "romanized", "localized"));
+    }
+    surnames_by_country.emplace(country_code, std::move(surnames));
+  }
+
+  return NamesByCountry(std::move(forenames_by_country),
+                        std::move(surnames_by_country));
+}
--- a/tooling/pipeline/src/main.cc
+++ b/tooling/pipeline/src/main.cc
@@ -24,7 +24,9 @@
 #include "data_generation/mock_generator.h"
 #include "data_generation/prompt_formatting/gemma4_jinja_prompt_formatter.h"
 #include "data_model/models.h"
+#include "json_handling/json_loader.h"
 #include "llama_backend_state.h"
+#include "services/curated_data/curated_data_service.h"
 #include "services/database/export_service.h"
 #include "services/database/sqlite_export_service.h"
 #include "services/datetime/timer.h"
@@ -47,12 +49,13 @@ int main(const int argc, char** argv) {
  spdlog::set_pattern("│ %Y-%m-%d %H:%M:%S.%e │ %^%-7l%$ │ %v");
  BoundedChannel<LogEntry> log_channel(kLogMaxCount);

-  auto log_dispatcher =  //
+  auto log_dispatcher = //
      std::make_unique<LogDispatcher>(log_channel);
  std::shared_ptr<ILogger> log_producer =
      std::make_shared<LogProducer>(log_channel);

  std::thread log_thread([&log_dispatcher] { log_dispatcher->Run(); });
+
  auto shutdown = [&](const int exit_code) {
    log_channel.Close();
    log_thread.join();
@@ -66,8 +69,8 @@ int main(const int argc, char** argv) {
    const LlamaBackendState llama_backend_state;
 #endif

-    log_producer->Log({.level   = LogLevel::Info,
-                       .phase   = PipelinePhase::Startup,
+    log_producer->Log({.level = LogLevel::Info,
+                       .phase = PipelinePhase::Startup,
                       .message = "STARTING PIPELINE"});

    const std::optional<ApplicationOptions> parsed_options =
@@ -89,8 +92,8 @@ int main(const int argc, char** argv) {
        prompt_directory = std::make_unique<PromptDirectory>(
            options.pipeline.prompt_dir, log_producer);
      } catch (const std::exception& dir_error) {
-        log_producer->Log({.level   = LogLevel::Error,
-                           .phase   = PipelinePhase::Startup,
+        log_producer->Log({.level = LogLevel::Error,
+                           .phase = PipelinePhase::Startup,
                           .message = std::format("Invalid --prompt-dir: {}",
                                                  dir_error.what())});

@@ -103,21 +106,22 @@ int main(const int argc, char** argv) {
        di::bind<ApplicationOptions>().to(options),
        di::bind<std::string>().to(model_path),
        di::bind<IExportService>().to<SqliteExportService>(),
+        di::bind<ICuratedDataService>().to<JsonLoader>(),
        di::bind<IPromptFormatter>().to([options, log_producer] {
          if (options.generator.use_mocked) {
            {
              log_producer->Log(
-                  {.level = LogLevel::Info,
-                   .phase   = PipelinePhase::Startup,
-                   .message = "Prompt formatter: none (mock mode)"});
+              {.level = LogLevel::Info,
+               .phase = PipelinePhase::Startup,
+               .message = "Prompt formatter: none (mock mode)"});
            }
            return std::unique_ptr<IPromptFormatter>(nullptr);
          }
          {
            log_producer->Log(
-                {.level = LogLevel::Info,
-                 .phase   = PipelinePhase::Startup,
-                 .message = "Prompt formatter: Gemma4JinjaPromptFormatter"});
+            {.level = LogLevel::Info,
+             .phase = PipelinePhase::Startup,
+             .message = "Prompt formatter: Gemma4JinjaPromptFormatter"});
          }
          return std::unique_ptr<IPromptFormatter>(
              std::make_unique<Gemma4JinjaPromptFormatter>());
@@ -125,61 +129,60 @@ int main(const int argc, char** argv) {
        di::bind<WebClient>().to([options, log_producer] {
          if (options.generator.use_mocked) {
            {
-              log_producer->Log({.level   = LogLevel::Info,
-                                 .phase   = PipelinePhase::Startup,
+              log_producer->Log({.level = LogLevel::Info,
+                                 .phase = PipelinePhase::Startup,
                                 .message = "Web client: none (mock mode)"});
            }
            return std::unique_ptr<WebClient>(nullptr);
          }
-          {
-            log_producer->Log({.level   = LogLevel::Info,
-                               .phase   = PipelinePhase::Startup,
-                               .message = "Web client: HttpWebClient"});
-          }
+
+          log_producer->Log({.level = LogLevel::Info,
+                             .phase = PipelinePhase::Startup,
+                             .message = "Web client: HttpWebClient"});
+
          return std::unique_ptr<WebClient>(
              std::make_unique<HttpWebClient>(log_producer));
        }),
        di::bind<IEnrichmentService>().to(
            [options, &log_producer](
-                const auto& inj) -> std::unique_ptr<IEnrichmentService> {
+            const auto& inj) -> std::unique_ptr<IEnrichmentService> {
              if (options.generator.use_mocked) {
-                {
-                  log_producer->Log({.level   = LogLevel::Info,
-                                     .phase   = PipelinePhase::Startup,
-                                     .message = "Enrichment: mock"});
-                }
+                log_producer->Log({.level = LogLevel::Info,
+                                   .phase = PipelinePhase::Startup,
+                                   .message = "Enrichment: mock"});
+
                return std::make_unique<MockEnrichmentService>();
              }
-              {
-                log_producer->Log({.level   = LogLevel::Info,
-                                   .phase   = PipelinePhase::Startup,
-                                   .message = "Enrichment: Wikipedia"});
-              }
+
+              log_producer->Log({.level = LogLevel::Info,
+                                 .phase = PipelinePhase::Startup,
+                                 .message = "Enrichment: Wikipedia"});
+
              return std::make_unique<WikipediaEnrichmentService>(
                  inj.template create<std::unique_ptr<WebClient>>(),
                  log_producer);
            }),
        di::bind<DataGenerator>().to(
            [&options, &model_path, &sampling, &prompt_directory,
-             &log_producer](const auto& inj) -> std::unique_ptr<DataGenerator> {
+              &log_producer
+            ](const auto& inj) -> std::unique_ptr<DataGenerator> {
              if (options.generator.use_mocked) {
-                {
-                  log_producer->Log({.level   = LogLevel::Info,
-                                     .phase   = PipelinePhase::Startup,
-                                     .message = "Generator: mock"});
-                }
+                log_producer->Log({.level = LogLevel::Info,
+                                   .phase = PipelinePhase::Startup,
+                                   .message = "Generator: mock"});
+
                return std::make_unique<MockGenerator>();
              }
-              {
-                log_producer->Log(
-                    {.level = LogLevel::Info,
-                     .phase   = PipelinePhase::Startup,
-                     .message = std::format(
-                         "Generator: LlamaGenerator | model={} | temp={:.2f} "
-                         "top_p={:.2f} top_k={} n_ctx={} seed={}",
-                         model_path, sampling.temperature, sampling.top_p,
-                         sampling.top_k, sampling.n_ctx, sampling.seed)});
-              }
+
+              log_producer->Log(
+              {.level = LogLevel::Info,
+               .phase = PipelinePhase::Startup,
+               .message = std::format(
+                   "Generator: LlamaGenerator | model={} | "
+                   "temp={:.2f} top_p={:.2f} top_k={} n_ctx={} seed={}",
+                   model_path, sampling.temperature, sampling.top_p,
+                   sampling.top_k, sampling.n_ctx, sampling.seed)});
+
              return std::make_unique<LlamaGenerator>(
                  options, model_path, log_producer,
                  inj.template create<std::unique_ptr<IPromptFormatter>>(),
@@ -190,23 +193,22 @@ int main(const int argc, char** argv) {
        injector.create<std::unique_ptr<BiergartenPipelineOrchestrator>>();

    if (!orchestrator->Run()) {
-      log_producer->Log({.level   = LogLevel::Error,
-                         .phase   = PipelinePhase::Teardown,
+      log_producer->Log({.level = LogLevel::Error,
+                         .phase = PipelinePhase::Teardown,
                         .message = "Pipeline execution failed"});
      return shutdown(EXIT_FAILURE);
    }

-    log_producer->Log({.level   = LogLevel::Info,
-                       .phase   = PipelinePhase::Teardown,
+    log_producer->Log({.level = LogLevel::Info,
+                       .phase = PipelinePhase::Teardown,
                       .message = std::format("Pipeline complete in {} ms",
                                              timer.Elapsed())});

    return shutdown(EXIT_SUCCESS);
-
  } catch (const std::exception& exception) {
    const LogDTO log_entry{.level = LogLevel::Error,
-                               .phase   = PipelinePhase::Teardown,
-                               .message = exception.what()};
+                           .phase = PipelinePhase::Teardown,
+                           .message = exception.what()};
    if (log_producer) {
      log_producer->Log(log_entry);
    } else {
@@ -215,4 +217,4 @@ int main(const int argc, char** argv) {

    return shutdown(EXIT_FAILURE);
  }
-}
+}
--- a/tooling/pipeline/src/services/enrichment/wikipedia/fetch_extract.cc
+++ b/tooling/pipeline/src/services/enrichment/wikipedia/fetch_extract.cc
@@ -1,5 +1,6 @@
 /**
 * @file wikipedia/fetch_extract.cc
+ * @brief WikipediaEnrichmentService::FetchExtract() implementation.
 */

 #include <boost/json.hpp>
@@ -20,9 +21,10 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
  if (const auto cache_it = this->extract_cache_.find(cache_key);
      cache_it != this->extract_cache_.end()) {
    if (logger_) {
-      logger_->Log({.level = LogLevel::Debug,
-                    .phase = PipelinePhase::UserGeneration,
-                    .message = std::format("Wikipedia: Cache hit for {}!", cache_key)});
+      logger_->Log(
+          {.level = LogLevel::Debug,
+           .phase = PipelinePhase::Enrichment,
+           .message = std::format("Wikipedia: Cache hit for {}!", cache_key)});
    }
    return cache_it->second;
  }
@@ -30,7 +32,8 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
  const std::string encoded = this->client_->EncodeURL(cache_key);
  const std::string url = std::format(
      "https://en.wikipedia.org/w/"
-      "api.php?action=query&titles={}&prop=extracts&explaintext=1&format=json",
+      "api.php?action=query&titles={}&prop=extracts&explaintext=1&format="
+      "json",
      encoded);

  const std::string body = this->client_->Get(url);
@@ -45,11 +48,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {

  if (ec) {
    if (logger_) {
-      logger_->Log(
-          {.level = LogLevel::Warn,
-           .phase = PipelinePhase::UserGeneration,
-           .message = std::format("WikipediaService: JSON parse error for '{}': {}",
-                      std::string(query), ec.message())});
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "WikipediaService: JSON parse error for '{}': {}",
+                        std::string(query), ec.message())});
    }
    return {};
  }
@@ -58,12 +61,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
  const json::object* obj = doc.if_object();
  if (obj == nullptr) {
    if (logger_) {
-      logger_->Log(
-          {.level = LogLevel::Warn,
-           .phase = PipelinePhase::UserGeneration,
-           .message =
-               std::format("WikipediaService: Expected root object for '{}'",
-               std::string(query))});
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "WikipediaService: Expected root object for '{}'",
+                        std::string(query))});
    }
    return {};
  }
@@ -76,12 +78,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {

  if ((pages_ptr == nullptr) || !pages_ptr->is_object()) {
    if (logger_) {
-      logger_->Log(
-          {.level = LogLevel::Warn,
-           .phase = PipelinePhase::UserGeneration,
-           .message =
-               std::format("WikipediaService: Missing query.pages for '{}'",
-               std::string(query))});
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "WikipediaService: Missing query.pages for '{}'",
+                        std::string(query))});
    }
    return {};
  }
@@ -90,11 +91,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {

  if (pages.empty()) {
    if (logger_) {
-      logger_->Log(
-          {.level = LogLevel::Warn,
-           .phase = PipelinePhase::UserGeneration,
-           .message = std::format("WikipediaService: No pages returned for '{}'",
-                      std::string(query))});
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "WikipediaService: No pages returned for '{}'",
+                        std::string(query))});
    }
    this->extract_cache_.emplace(cache_key, "");
    return {};
@@ -106,12 +107,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {

  if (!page_val.is_object()) {
    if (logger_) {
-      logger_->Log(
-          {.level = LogLevel::Warn,
-           .phase = PipelinePhase::UserGeneration,
-           .message =
-               std::format("WikipediaService: Unexpected page format for '{}'",
-               std::string(query))});
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "WikipediaService: Unexpected page format for '{}'",
+                        std::string(query))});
    }
    return {};
  }
@@ -121,10 +121,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
  // Handle 404/Missing status
  if (page.contains("missing")) {
    if (logger_) {
-      logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::UserGeneration,
-                    .message = std::format("WikipediaService: Page '{}' does not exist",
-                               std::string(query))});
+      logger_->Log(
+          {.level = LogLevel::Warn,
+           .phase = PipelinePhase::Enrichment,
+           .message = std::format("WikipediaService: Page '{}' does not exist",
+                                  std::string(query))});
    }
    this->extract_cache_.emplace(cache_key, "");
    return {};
@@ -134,12 +135,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {

  if ((extract_ptr == nullptr) || !extract_ptr->is_string()) {
    if (logger_) {
-      logger_->Log(
-          {.level = LogLevel::Warn,
-           .phase = PipelinePhase::UserGeneration,
-           .message =
-               std::format("WikipediaService: No extract string found for '{}'",
-               std::string(query))});
+      logger_->Log({.level = LogLevel::Warn,
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "WikipediaService: No extract string found for '{}'",
+                        std::string(query))});
    }
    this->extract_cache_.emplace(cache_key, "");
    return {};
@@ -148,10 +148,11 @@ std::string WikipediaEnrichmentService::FetchExtract(std::string_view query) {
  // 4. Success
  std::string extract(extract_ptr->as_string());
  if (logger_) {
-    logger_->Log({.level = LogLevel::Info,
-                  .phase = PipelinePhase::UserGeneration,
-                  .message = std::format("WikipediaService: Fetched {} chars for '{}'",
-                             extract.size(), std::string(query))});
+    logger_->Log(
+        {.level = LogLevel::Info,
+         .phase = PipelinePhase::Enrichment,
+         .message = std::format("WikipediaService: Fetched {} chars for '{}'",
+                                extract.size(), std::string(query))});
  }

  this->extract_cache_.insert_or_assign(cache_key, extract);
--- a/tooling/pipeline/src/services/enrichment/wikipedia/get_summary.cc
+++ b/tooling/pipeline/src/services/enrichment/wikipedia/get_summary.cc
@@ -1,6 +1,6 @@
 /**
 * @file wikipedia/get_summary.cc
- * @brief WikipediaService::GetLocationContext() implementation.
+ * @brief WikipediaEnrichmentService::GetLocationContext() implementation.
 */

 #include <chrono>
@@ -16,7 +16,7 @@ std::string WikipediaEnrichmentService::GetLocationContext(
  if (!this->client_) {
    if (logger_) {
      logger_->Log({.level = LogLevel::Warn,
-                    .phase = PipelinePhase::UserGeneration,
+                    .phase = PipelinePhase::Enrichment,
                    .message = "Wikipedia client is nullptr."});
    }
    return {};
@@ -24,13 +24,6 @@ std::string WikipediaEnrichmentService::GetLocationContext(

  std::string result;

-  // std::string region_query(loc.city);
-  // if (!loc.country.empty()) {
-  //   region_query += loc.state_province,
-  //   region_query += ", ";
-  //   region_query += loc.country;
-  // }
-
  constexpr std::string_view brewing_query = "brewing";
  const std::string location_query =
      std::format("{}, {}", loc.city, loc.iso3166_2);
@@ -51,9 +44,10 @@ std::string WikipediaEnrichmentService::GetLocationContext(
    append_extract(FetchExtract(beer_query));
    if (logger_) {
      logger_->Log({.level = LogLevel::Info,
-                    .phase = PipelinePhase::UserGeneration,
-                    .message = std::format("Done fetching for {}. Sleeping for 10 seconds.",
-                               location_query)});
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "Done fetching for {}. Sleeping for 10 seconds.",
+                        location_query)});
    }
    std::this_thread::sleep_for(10s);

@@ -61,9 +55,9 @@ std::string WikipediaEnrichmentService::GetLocationContext(
    if (logger_) {
      logger_->Log(
          {.level = LogLevel::Debug,
-           .phase = PipelinePhase::UserGeneration,
+           .phase = PipelinePhase::Enrichment,
           .message = std::format("WikipediaService lookup failed for '{}': {}",
-                      location_query, e.what())});
+                                  location_query, e.what())});
    }
  }
  return result;
--- a/tooling/pipeline/src/services/enrichment/wikipedia/wikipedia_service.cc
+++ b/tooling/pipeline/src/services/enrichment/wikipedia/wikipedia_service.cc
@@ -1,6 +1,6 @@
 /**
 * @file services/wikipedia/wikipedia_service.cc
- * @brief WikipediaService constructor implementation.
+ * @brief WikipediaEnrichmentService constructor implementation.
 */

 #include "services/enrichment/wikipedia_service.h"
--- a/tooling/pipeline/src/services/logging/log_dispatcher.cc
+++ b/tooling/pipeline/src/services/logging/log_dispatcher.cc
@@ -19,6 +19,8 @@ namespace {
  switch (phase) {
    case PipelinePhase::Startup:
      return "Startup";
+    case PipelinePhase::Enrichment:
+      return "Enrichment";
    case PipelinePhase::UserGeneration:
      return "User Generation";
    case PipelinePhase::BreweryAndBeerGeneration:
--- a/tooling/pipeline/src/services/prompt_directory.cc
+++ b/tooling/pipeline/src/services/prompt_directory.cc
@@ -44,8 +44,8 @@ PromptDirectory::PromptDirectory(const std::filesystem::path& prompt_dir,
  // Scenario 4: directory must be readable (probe with directory_iterator).
  std::filesystem::directory_iterator probe(prompt_dir_, ec);
  if (ec) {
-    throw std::runtime_error(
-        std::format("PromptDirectory: prompt directory is not readable: {} ({})",
+    throw std::runtime_error(std::format(
+        "PromptDirectory: prompt directory is not readable: {} ({})",
        prompt_dir_.string(), ec.message()));
  }

@@ -76,7 +76,7 @@ std::string PromptDirectory::Load(std::string_view key) {
  if (!file.is_open()) {
    throw std::runtime_error(
        std::format("PromptDirectory: prompt file not found for key '{}': {}",
-        key_str, file_path.string()));
+                    key_str, file_path.string()));
  }

  std::string content((std::istreambuf_iterator<char>(file)),
@@ -84,15 +84,18 @@ std::string PromptDirectory::Load(std::string_view key) {
  file.close();

  if (content.empty()) {
-    throw std::runtime_error(std::format("PromptDirectory: prompt file for key '{}' is empty: {}",
-                             key_str, file_path.string()));
+    throw std::runtime_error(
+        std::format("PromptDirectory: prompt file for key '{}' is empty: {}",
+                    key_str, file_path.string()));
  }

  if (logger_) {
-    logger_->Log({.level = LogLevel::Info,
-                  .phase = PipelinePhase::Startup,
-                  .message = std::format("[PromptDirectory] Loaded prompt '{}' from '{}' ({} chars)",
-                             key_str, file_path.string(), content.size())});
+    logger_->Log(
+        {.level = LogLevel::Info,
+         .phase = PipelinePhase::Startup,
+         .message = std::format(
+             "[PromptDirectory] Loaded prompt '{}' from '{}' ({} chars)",
+             key_str, file_path.string(), content.size())});
  }

  cache_.emplace(key_str, content);
--- a/tooling/pipeline/src/services/sqlite/finalize.cc
+++ b/tooling/pipeline/src/services/sqlite/finalize.cc
@@ -14,6 +14,7 @@ void SqliteExportService::Finalize() {
  }

  try {
+    insert_user_stmt_.reset();
    insert_brewery_stmt_.reset();
    insert_location_stmt_.reset();
    if (transaction_open_) {
--- a/tooling/pipeline/src/services/sqlite/initialize.cc
+++ b/tooling/pipeline/src/services/sqlite/initialize.cc
@@ -18,9 +18,9 @@ std::filesystem::path SqliteExportService::BuildDatabasePath() const {
  std::filesystem::path candidate = output_path_ / base_filename;

  for (int suffix = 1; std::filesystem::exists(candidate); ++suffix) {
-    candidate = output_path_ /
-                std::filesystem::path(std::format("biergarten_seed_{}-{}.sqlite",
-                                      run_timestamp_utc_, suffix));
+    candidate = output_path_ / std::filesystem::path(
+                                   std::format("biergarten_seed_{}-{}.sqlite",
+                                               run_timestamp_utc_, suffix));
  }

  return candidate;
@@ -33,6 +33,9 @@ void SqliteExportService::InitializeSchema() const {
  sqlite_export_service_internal::ExecSql(
      db_handle_, sqlite_export_service_internal::kCreateBreweriesTableSql,
      "Failed to create SQLite breweries table");
+  sqlite_export_service_internal::ExecSql(
+      db_handle_, sqlite_export_service_internal::kCreateUsersTableSql,
+      "Failed to create SQLite users table");
 }

 void SqliteExportService::PrepareStatements() {
@@ -42,6 +45,9 @@ void SqliteExportService::PrepareStatements() {
  insert_brewery_stmt_ = sqlite_export_service_internal::PrepareStatement(
      db_handle_, sqlite_export_service_internal::kInsertBrewerySql,
      "Failed to prepare SQLite brewery insert statement");
+  insert_user_stmt_ = sqlite_export_service_internal::PrepareStatement(
+      db_handle_, sqlite_export_service_internal::kInsertUserSql,
+      "Failed to prepare SQLite user insert statement");
 }

 void SqliteExportService::RollbackAndCloseNoThrow() noexcept {
@@ -54,6 +60,7 @@ void SqliteExportService::RollbackAndCloseNoThrow() noexcept {
    transaction_open_ = false;
  }

+  insert_user_stmt_.reset();
  insert_brewery_stmt_.reset();
  insert_location_stmt_.reset();
  db_handle_.reset();
--- a/tooling/pipeline/src/services/sqlite/process_record.cc
+++ b/tooling/pipeline/src/services/sqlite/process_record.cc
@@ -1,6 +1,7 @@
 /**
 * @file services/sqlite/process_record.cc
- * @brief SqliteExportService::ProcessRecord() implementation.
+ * @brief SqliteExportService::ProcessRecord() implementation
+ * and the shared location-resolution helper.
 */

 #include <iomanip>
@@ -29,82 +30,84 @@ std::string SqliteExportService::BuildLocationKey(const Location& location) {
  return key_stream.str();
 }

-uint64_t SqliteExportService::ProcessRecord(const GeneratedBrewery& brewery) {
+sqlite3_int64 SqliteExportService::ResolveLocationId(const Location& location) {
+  const std::string location_key = BuildLocationKey(location);
+  const auto cached_location = location_cache_.find(location_key);
+  if (cached_location != location_cache_.end()) {
+    return cached_location->second;
+  }
+
+  const std::string local_languages_json =
+      sqlite_export_service_internal::SerializeVector(location.local_languages);
+
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kLocationCityBindIndex,
+          .value = location.city,
+          .action = "Failed to bind SQLite location city"});
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index =
+              sqlite_export_service_internal::kLocationStateProvinceBindIndex,
+          .value = location.state_province,
+          .action = "Failed to bind SQLite location state/province"});
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kLocationIso31662BindIndex,
+          .value = location.iso3166_2,
+          .action = "Failed to bind SQLite location ISO 3166-2 code"});
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kLocationCountryBindIndex,
+          .value = location.country,
+          .action = "Failed to bind SQLite location country"});
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kLocationIso31661BindIndex,
+          .value = location.iso3166_1,
+          .action = "Failed to bind SQLite location ISO 3166-1 code"});
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kLocationLanguagesBindIndex,
+          .value = local_languages_json,
+          .action = "Failed to bind SQLite location languages"});
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam{
+          .index = sqlite_export_service_internal::kLocationLatitudeBindIndex,
+          .value = location.latitude,
+          .action = "Failed to bind SQLite location latitude"});
+  sqlite_export_service_internal::Bind(
+      insert_location_stmt_,
+      sqlite_export_service_internal::BindParam{
+          .index = sqlite_export_service_internal::kLocationLongitudeBindIndex,
+          .value = location.longitude,
+          .action = "Failed to bind SQLite location longitude"});
+
+  sqlite_export_service_internal::StepStatement(
+      db_handle_, insert_location_stmt_,
+      "Failed to insert SQLite location row");
+
+  const sqlite3_int64 location_id =
+      sqlite_export_service_internal::LastInsertRowId(db_handle_);
+  location_cache_.emplace(location_key, location_id);
+  sqlite_export_service_internal::ResetStatement(insert_location_stmt_);
+
+  return location_id;
+}
+
+uint64_t SqliteExportService::ProcessRecord(const BreweryRecord& brewery) {
  if (db_handle_ == nullptr || !transaction_open_) {
    throw std::runtime_error("SQLite export service is not initialized");
  }

-  const std::string location_key = BuildLocationKey(brewery.location);
-  const auto cached_location = location_cache_.find(location_key);
-  sqlite3_int64 location_id = 0;
-
-  if (cached_location != location_cache_.end()) {
-    location_id = cached_location->second;
-  } else {
-    const std::string local_languages_json =
-        sqlite_export_service_internal::SerializeVector(
-            brewery.location.local_languages);
-
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam<std::string_view>{
-            .index = sqlite_export_service_internal::kLocationCityBindIndex,
-            .value = brewery.location.city,
-            .action = "Failed to bind SQLite location city"});
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam<std::string_view>{
-            .index =
-                sqlite_export_service_internal::kLocationStateProvinceBindIndex,
-            .value = brewery.location.state_province,
-            .action = "Failed to bind SQLite location state/province"});
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam<std::string_view>{
-            .index = sqlite_export_service_internal::kLocationIso31662BindIndex,
-            .value = brewery.location.iso3166_2,
-            .action = "Failed to bind SQLite location ISO 3166-2 code"});
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam<std::string_view>{
-            .index = sqlite_export_service_internal::kLocationCountryBindIndex,
-            .value = brewery.location.country,
-            .action = "Failed to bind SQLite location country"});
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam<std::string_view>{
-            .index = sqlite_export_service_internal::kLocationIso31661BindIndex,
-            .value = brewery.location.iso3166_1,
-            .action = "Failed to bind SQLite location ISO 3166-1 code"});
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam<std::string_view>{
-            .index =
-                sqlite_export_service_internal::kLocationLanguagesBindIndex,
-            .value = local_languages_json,
-            .action = "Failed to bind SQLite location languages"});
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam{
-            .index = sqlite_export_service_internal::kLocationLatitudeBindIndex,
-            .value = brewery.location.latitude,
-            .action = "Failed to bind SQLite location latitude"});
-    sqlite_export_service_internal::Bind(
-        insert_location_stmt_,
-        sqlite_export_service_internal::BindParam{
-            .index =
-                sqlite_export_service_internal::kLocationLongitudeBindIndex,
-            .value = brewery.location.longitude,
-            .action = "Failed to bind SQLite location longitude"});
-
-    sqlite_export_service_internal::StepStatement(
-        db_handle_, insert_location_stmt_,
-        "Failed to insert SQLite location row");
-
-    location_id = sqlite_export_service_internal::LastInsertRowId(db_handle_);
-    location_cache_.emplace(location_key, location_id);
-    sqlite_export_service_internal::ResetStatement(insert_location_stmt_);
-  }
+  const sqlite3_int64 location_id = ResolveLocationId(brewery.location);

  sqlite_export_service_internal::Bind(
      insert_brewery_stmt_,
@@ -112,12 +115,14 @@ uint64_t SqliteExportService::ProcessRecord(const GeneratedBrewery& brewery) {
          .index = sqlite_export_service_internal::kBreweryLocationIdBindIndex,
          .value = location_id,
          .action = "Failed to bind SQLite brewery location id"});
+
  sqlite_export_service_internal::Bind(
      insert_brewery_stmt_,
      sqlite_export_service_internal::BindParam<std::string_view>{
          .index = sqlite_export_service_internal::kBreweryEnglishNameBindIndex,
          .value = brewery.brewery.name_en,
          .action = "Failed to bind SQLite brewery English name"});
+
  sqlite_export_service_internal::Bind(
      insert_brewery_stmt_,
      sqlite_export_service_internal::BindParam<std::string_view>{
@@ -125,12 +130,14 @@ uint64_t SqliteExportService::ProcessRecord(const GeneratedBrewery& brewery) {
              kBreweryEnglishDescriptionBindIndex,
          .value = brewery.brewery.description_en,
          .action = "Failed to bind SQLite brewery English description"});
+
  sqlite_export_service_internal::Bind(
      insert_brewery_stmt_,
      sqlite_export_service_internal::BindParam<std::string_view>{
          .index = sqlite_export_service_internal::kBreweryLocalNameBindIndex,
          .value = brewery.brewery.name_local,
          .action = "Failed to bind SQLite brewery local name"});
+
  sqlite_export_service_internal::Bind(
      insert_brewery_stmt_,
      sqlite_export_service_internal::BindParam<std::string_view>{
--- a/tooling/pipeline/src/services/sqlite/process_user_record.cc
+++ b/tooling/pipeline/src/services/sqlite/process_user_record.cc
@@ -0,0 +1,79 @@
+/**
+ * @file services/sqlite/process_user_record.cc
+ * @brief SqliteExportService::ProcessRecord(UserRecord) implementation.
+ */
+
+#include <stdexcept>
+
+#include "services/database/sqlite_export_service.h"
+#include "services/database/sqlite_export_service_helpers.h"
+
+uint64_t SqliteExportService::ProcessRecord(const UserRecord& user) {
+  if (db_handle_ == nullptr || !transaction_open_) {
+    throw std::runtime_error("SQLite export service is not initialized");
+  }
+
+  const sqlite3_int64 location_id = ResolveLocationId(user.location);
+
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<sqlite3_int64>{
+          .index = sqlite_export_service_internal::kUserLocationIdBindIndex,
+          .value = location_id,
+          .action = "Failed to bind SQLite user location id"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kUserFirstNameBindIndex,
+          .value = user.user.first_name,
+          .action = "Failed to bind SQLite user first name"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kUserLastNameBindIndex,
+          .value = user.user.last_name,
+          .action = "Failed to bind SQLite user last name"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kUserGenderBindIndex,
+          .value = user.user.gender,
+          .action = "Failed to bind SQLite user gender"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kUserUsernameBindIndex,
+          .value = user.user.username,
+          .action = "Failed to bind SQLite user username"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kUserBioBindIndex,
+          .value = user.user.bio,
+          .action = "Failed to bind SQLite user bio"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<double>{
+          .index = sqlite_export_service_internal::kUserActivityWeightBindIndex,
+          .value = static_cast<double>(user.user.activity_weight),
+          .action = "Failed to bind SQLite user activity weight"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kUserEmailBindIndex,
+          .value = user.email,
+          .action = "Failed to bind SQLite user email"});
+  sqlite_export_service_internal::Bind(
+      insert_user_stmt_,
+      sqlite_export_service_internal::BindParam<std::string_view>{
+          .index = sqlite_export_service_internal::kUserDateOfBirthBindIndex,
+          .value = user.date_of_birth,
+          .action = "Failed to bind SQLite user date of birth"});
+
+  sqlite_export_service_internal::StepStatement(
+      db_handle_, insert_user_stmt_, "Failed to insert SQLite user row");
+
+  sqlite_export_service_internal::ResetStatement(insert_user_stmt_);
+
+  return sqlite_export_service_internal::LastInsertRowId(db_handle_);
+}
--- a/tooling/pipeline/src/web_client/http_web_client.cc
+++ b/tooling/pipeline/src/web_client/http_web_client.cc
@@ -48,21 +48,20 @@ std::string HttpWebClient::Get(const std::string& url) {
  const httplib::Result result = client.Get(path);

  if (!result) {
-    throw std::runtime_error(std::format(
-        "[HttpWebClient] Request failed for URL: {} — {}", url,
-        httplib::to_string(result.error())));
+    throw std::runtime_error(
+        std::format("[HttpWebClient] Request failed for URL: {} — {}", url,
+                    httplib::to_string(result.error())));
  }

  if (result->status < kSuccessMin || result->status >= kSuccessMax) {
    if (logger_) {
-      logger_->Log(
-          {.level = LogLevel::Error,
-           .phase = PipelinePhase::UserGeneration,
-         .message =
-           std::format("[HttpWebClient] Request failed for URL: {}", url)});
+      logger_->Log({.level = LogLevel::Error,
+                    .phase = PipelinePhase::Enrichment,
+                    .message = std::format(
+                        "[HttpWebClient] Request failed for URL: {}", url)});
    }
    throw std::runtime_error(std::format("[HttpWebClient] HTTP {} for URL: {}",
-                       result->status, url));
+                                         result->status, url));
  }

  return result->body;
--- a/tooling/pipeline/surnames-by-country.json
+++ b/tooling/pipeline/surnames-by-country.json
--- a/web/backend/.csharpierrc.json
+++ b/web/backend/.csharpierrc.json
@@ -1,5 +1,5 @@
 {
-  "printWidth": 80,
+  "printWidth": 100,
  "useTabs": false,
  "indentSize": 4,
  "endOfLine": "lf",
--- a/web/backend/API/API.Core/API.Core.csproj
+++ b/web/backend/API/API.Core/API.Core.csproj
@@ -8,33 +8,27 @@
    </PropertyGroup>

    <ItemGroup>
-        <PackageReference
-                Include="Microsoft.AspNetCore.OpenApi"
-                Version="9.0.11"
-        />
-        <PackageReference Include="Swashbuckle.AspNetCore" Version="6.6.2"/>
-        <PackageReference
-                Include="FluentValidation.AspNetCore"
-                Version="11.3.0"
-        />
-        <PackageReference Include="MediatR" Version="12.4.1"/>
+        <PackageReference Include="Microsoft.AspNetCore.OpenApi" Version="9.0.11" />
+        <PackageReference Include="Swashbuckle.AspNetCore" Version="6.6.2" />
+        <PackageReference Include="FluentValidation.AspNetCore" Version="11.3.0" />
+        <PackageReference Include="MediatR" Version="12.4.1" />
    </ItemGroup>

    <ItemGroup>
-        <Folder Include="Infrastructure\"/>
+        <Folder Include="Infrastructure\" />
    </ItemGroup>

    <ItemGroup>
-        <ProjectReference Include="..\..\Domain\Domain.Entities\Domain.Entities.csproj"/>
-        <ProjectReference Include="..\..\Domain\Domain.Exceptions\Domain.Exceptions.csproj"/>
-        <ProjectReference Include="..\..\Infrastructure\Infrastructure.Sql\Infrastructure.Sql.csproj"/>
-        <ProjectReference Include="..\..\Infrastructure\Infrastructure.Jwt\Infrastructure.Jwt.csproj"/>
-        <ProjectReference Include="..\..\Features\Features.Breweries\Features.Breweries.csproj"/>
-        <ProjectReference Include="..\..\Features\Features.UserManagement\Features.UserManagement.csproj"/>
-        <ProjectReference Include="..\..\Features\Features.Auth\Features.Auth.csproj"/>
-        <ProjectReference Include="..\..\Features\Features.Emails\Features.Emails.csproj"/>
-        <ProjectReference Include="..\..\Shared\Shared.Contracts\Shared.Contracts.csproj"/>
-        <ProjectReference Include="..\..\Shared\Shared.Application\Shared.Application.csproj"/>
+        <ProjectReference Include="..\..\Domain\Domain.Entities\Domain.Entities.csproj" />
+        <ProjectReference Include="..\..\Domain\Domain.Exceptions\Domain.Exceptions.csproj" />
+        <ProjectReference Include="..\..\Infrastructure\Infrastructure.Sql\Infrastructure.Sql.csproj" />
+        <ProjectReference Include="..\..\Infrastructure\Infrastructure.Jwt\Infrastructure.Jwt.csproj" />
+        <ProjectReference Include="..\..\Features\Features.Breweries\Features.Breweries.csproj" />
+        <ProjectReference Include="..\..\Features\Features.UserManagement\Features.UserManagement.csproj" />
+        <ProjectReference Include="..\..\Features\Features.Auth\Features.Auth.csproj" />
+        <ProjectReference Include="..\..\Features\Features.Emails\Features.Emails.csproj" />
+        <ProjectReference Include="..\..\Shared\Shared.Contracts\Shared.Contracts.csproj" />
+        <ProjectReference Include="..\..\Shared\Shared.Application\Shared.Application.csproj" />
    </ItemGroup>

    <ItemGroup>
--- a/web/backend/API/API.Core/Authentication/JwtAuthenticationHandler.cs
+++ b/web/backend/API/API.Core/Authentication/JwtAuthenticationHandler.cs
@@ -44,29 +44,19 @@ public class JwtAuthenticationHandler(
    {
        // Use the same access-token secret source as TokenService to avoid mismatched validation.
        string? secret = Environment.GetEnvironmentVariable("ACCESS_TOKEN_SECRET");
-        if (string.IsNullOrWhiteSpace(secret)) secret = configuration["Jwt:SecretKey"];
+        if (string.IsNullOrWhiteSpace(secret))
+            secret = configuration["Jwt:SecretKey"];

-        if (string.IsNullOrWhiteSpace(secret)) return AuthenticateResult.Fail("JWT secret is not configured");
+        if (string.IsNullOrWhiteSpace(secret))
+            return AuthenticateResult.Fail("JWT secret is not configured");

        // Check if Authorization header exists
-        if (
-            !Request.Headers.TryGetValue(
-                "Authorization",
-                out StringValues authHeaderValue
-            )
-        )
+        if (!Request.Headers.TryGetValue("Authorization", out StringValues authHeaderValue))
            return AuthenticateResult.Fail("Authorization header is missing");

        string authHeader = authHeaderValue.ToString();
-        if (
-            !authHeader.StartsWith(
-                "Bearer ",
-                StringComparison.OrdinalIgnoreCase
-            )
-        )
-            return AuthenticateResult.Fail(
-                "Invalid authorization header format"
-            );
+        if (!authHeader.StartsWith("Bearer ", StringComparison.OrdinalIgnoreCase))
+            return AuthenticateResult.Fail("Invalid authorization header format");

        string token = authHeader.Substring("Bearer ".Length).Trim();

@@ -81,9 +71,7 @@ public class JwtAuthenticationHandler(
        }
        catch (Exception ex)
        {
-            return AuthenticateResult.Fail(
-                $"Token validation failed: {ex.Message}"
-            );
+            return AuthenticateResult.Fail($"Token validation failed: {ex.Message}");
        }
    }

@@ -97,7 +85,10 @@ public class JwtAuthenticationHandler(
        Response.ContentType = "application/json";
        Response.StatusCode = 401;

-        ResponseBody response = new() { Message = "Unauthorized: Invalid or missing authentication token" };
+        ResponseBody response = new()
+        {
+            Message = "Unauthorized: Invalid or missing authentication token",
+        };
        await Response.WriteAsJsonAsync(response);
    }
 }
@@ -106,6 +97,4 @@ public class JwtAuthenticationHandler(
 ///     Options for the <c>JWT</c> authentication scheme handled by <see cref="JwtAuthenticationHandler" />.
 /// </summary>
 /// <remarks>No additional options are defined beyond those provided by <see cref="AuthenticationSchemeOptions" />.</remarks>
-public class JwtAuthenticationOptions : AuthenticationSchemeOptions
-{
-}
+public class JwtAuthenticationOptions : AuthenticationSchemeOptions { }
--- a/web/backend/API/API.Core/Controllers/NotFoundController.cs
+++ b/web/backend/API/API.Core/Controllers/NotFoundController.cs
@@ -24,4 +24,4 @@ public class NotFoundController : ControllerBase
    {
        return NotFound(new { message = "Route not found." });
    }
-}
+}
--- a/web/backend/API/API.Core/Controllers/ProtectedController.cs
+++ b/web/backend/API/API.Core/Controllers/ProtectedController.cs
@@ -31,8 +31,8 @@ public class ProtectedController : ControllerBase
            new ResponseBody<object>
            {
                Message = "Protected endpoint accessed successfully",
-                Payload = new { userId, username }
+                Payload = new { userId, username },
            }
        );
    }
-}
+}
--- a/web/backend/API/API.Core/GlobalException.cs
+++ b/web/backend/API/API.Core/GlobalException.cs
@@ -14,8 +14,7 @@ namespace API.Core;
 ///     consistent JSON error responses with appropriate HTTP status codes.
 /// </summary>
 /// <param name="logger">Logger used to record unhandled exceptions before they are translated into a response.</param>
-public class GlobalExceptionFilter(ILogger<GlobalExceptionFilter> logger)
-    : IExceptionFilter
+public class GlobalExceptionFilter(ILogger<GlobalExceptionFilter> logger) : IExceptionFilter
 {
    /// <summary>
    ///     Logs the exception and sets <see cref="ExceptionContext.Result" /> to an appropriate error response,
@@ -84,10 +83,7 @@ public class GlobalExceptionFilter(ILogger<GlobalExceptionFilter> logger)
            case ValidationException fluentValidationException:
                Dictionary<string, string[]> errors = fluentValidationException
                    .Errors.GroupBy(e => e.PropertyName)
-                    .ToDictionary(
-                        g => g.Key,
-                        g => g.Select(e => e.ErrorMessage).ToArray()
-                    );
+                    .ToDictionary(g => g.Key, g => g.Select(e => e.ErrorMessage).ToArray());

                context.Result = new BadRequestObjectResult(
                    new { message = "Validation failed", errors }
@@ -96,41 +92,33 @@ public class GlobalExceptionFilter(ILogger<GlobalExceptionFilter> logger)
                break;

            case ConflictException ex:
-                context.Result = new ObjectResult(
-                    new ResponseBody { Message = ex.Message }
-                )
+                context.Result = new ObjectResult(new ResponseBody { Message = ex.Message })
                {
-                    StatusCode = 409
+                    StatusCode = 409,
                };
                context.ExceptionHandled = true;
                break;

            case NotFoundException ex:
-                context.Result = new ObjectResult(
-                    new ResponseBody { Message = ex.Message }
-                )
+                context.Result = new ObjectResult(new ResponseBody { Message = ex.Message })
                {
-                    StatusCode = 404
+                    StatusCode = 404,
                };
                context.ExceptionHandled = true;
                break;

            case UnauthorizedException ex:
-                context.Result = new ObjectResult(
-                    new ResponseBody { Message = ex.Message }
-                )
+                context.Result = new ObjectResult(new ResponseBody { Message = ex.Message })
                {
-                    StatusCode = 401
+                    StatusCode = 401,
                };
                context.ExceptionHandled = true;
                break;

            case ForbiddenException ex:
-                context.Result = new ObjectResult(
-                    new ResponseBody { Message = ex.Message }
-                )
+                context.Result = new ObjectResult(new ResponseBody { Message = ex.Message })
                {
-                    StatusCode = 403
+                    StatusCode = 403,
                };
                context.ExceptionHandled = true;
                break;
@@ -140,33 +128,28 @@ public class GlobalExceptionFilter(ILogger<GlobalExceptionFilter> logger)
                    new ResponseBody { Message = "A database error occurred." }
                )
                {
-                    StatusCode = 503
+                    StatusCode = 503,
                };
                context.ExceptionHandled = true;
                break;

            case Domain.Exceptions.ValidationException ex:
-                context.Result = new ObjectResult(
-                    new ResponseBody { Message = ex.Message }
-                )
+                context.Result = new ObjectResult(new ResponseBody { Message = ex.Message })
                {
-                    StatusCode = 400
+                    StatusCode = 400,
                };
                context.ExceptionHandled = true;
                break;

            default:
                context.Result = new ObjectResult(
-                    new ResponseBody
-                    {
-                        Message = "An unexpected error occurred"
-                    }
+                    new ResponseBody { Message = "An unexpected error occurred" }
                )
                {
-                    StatusCode = 500
+                    StatusCode = 500,
                };
                context.ExceptionHandled = true;
                break;
        }
    }
-}
+}
--- a/web/backend/API/API.Core/Program.cs
+++ b/web/backend/API/API.Core/Program.cs
@@ -17,7 +17,11 @@ using Shared.Application.Behaviors;
 WebApplicationBuilder builder = WebApplication.CreateBuilder(args);

 // Global Exception Filter
-builder.Services.AddControllers(options => { options.Filters.Add<GlobalExceptionFilter>(); })
+builder
+    .Services.AddControllers(options =>
+    {
+        options.Filters.Add<GlobalExceptionFilter>();
+    })
    .AddApplicationPart(typeof(BreweryController).Assembly)
    .AddApplicationPart(typeof(UserController).Assembly)
    .AddApplicationPart(typeof(AuthController).Assembly);
@@ -51,14 +55,12 @@ builder.Services.AddHealthChecks();
 // Configure logging for container output
 builder.Logging.ClearProviders();
 builder.Logging.AddConsole();
-if (!builder.Environment.IsProduction()) builder.Logging.AddDebug();
+if (!builder.Environment.IsProduction())
+    builder.Logging.AddDebug();

 // Configure Dependency Injection -------------------------------------------------------------------------------------

-builder.Services.AddSingleton<
-    ISqlConnectionFactory,
-    DefaultSqlConnectionFactory
->();
+builder.Services.AddSingleton<ISqlConnectionFactory, DefaultSqlConnectionFactory>();

 builder.Services.AddFeaturesBreweries();
 builder.Services.AddFeaturesUserManagement();
@@ -75,10 +77,7 @@ builder.Services.AddScoped<GlobalExceptionFilter>();
 // Configure JWT Authentication
 builder
    .Services.AddAuthentication("JWT")
-    .AddScheme<JwtAuthenticationOptions, JwtAuthenticationHandler>(
-        "JWT",
-        options => { }
-    );
+    .AddScheme<JwtAuthenticationOptions, JwtAuthenticationHandler>("JWT", options => { });

 builder.Services.AddAuthorization();

@@ -106,4 +105,4 @@ lifetime.ApplicationStopping.Register(() =>
    app.Logger.LogInformation("Application is shutting down gracefully...");
 });

-app.Run();
+app.Run();
--- a/web/backend/API/API.Specs/API.Specs.csproj
+++ b/web/backend/API/API.Specs/API.Specs.csproj
@@ -8,40 +8,37 @@
    </PropertyGroup>

    <ItemGroup>
-        <PackageReference Include="Microsoft.NET.Test.Sdk" Version="17.12.0"/>
-        <PackageReference Include="xunit" Version="2.9.2"/>
-        <PackageReference Include="xunit.runner.visualstudio" Version="2.8.2"/>
-        <PackageReference Include="FluentAssertions" Version="6.9.0"/>
-        <PackageReference Include="dbup" Version="5.0.41"/>
+        <PackageReference Include="Microsoft.NET.Test.Sdk" Version="17.12.0" />
+        <PackageReference Include="xunit" Version="2.9.2" />
+        <PackageReference Include="xunit.runner.visualstudio" Version="2.8.2" />
+        <PackageReference Include="FluentAssertions" Version="6.9.0" />
+        <PackageReference Include="dbup" Version="5.0.41" />

        <!-- Reqnroll core, xUnit adapter and code-behind generator -->
-        <PackageReference Include="Reqnroll" Version="3.3.3"/>
-        <PackageReference Include="Reqnroll.xUnit" Version="3.3.3"/>
+        <PackageReference Include="Reqnroll" Version="3.3.3" />
+        <PackageReference Include="Reqnroll.xUnit" Version="3.3.3" />
        <PackageReference
-                Include="Reqnroll.Tools.MsBuild.Generation"
-                Version="3.3.3"
-                PrivateAssets="all"
+            Include="Reqnroll.Tools.MsBuild.Generation"
+            Version="3.3.3"
+            PrivateAssets="all"
        />

        <!-- ASP.NET Core integration testing -->
-        <PackageReference
-                Include="Microsoft.AspNetCore.Mvc.Testing"
-                Version="9.0.1"
-        />
+        <PackageReference Include="Microsoft.AspNetCore.Mvc.Testing" Version="9.0.1" />
    </ItemGroup>

    <ItemGroup>
        <!-- Ensure feature files are included in the project -->
-        <None Include="Features\**\*.feature"/>
+        <None Include="Features\**\*.feature" />
    </ItemGroup>

    <ItemGroup>
-        <Using Include="Xunit"/>
+        <Using Include="Xunit" />
    </ItemGroup>

    <ItemGroup>
-        <ProjectReference Include="..\API.Core\API.Core.csproj"/>
-        <ProjectReference Include="..\..\Infrastructure\Infrastructure.Email\Infrastructure.Email.csproj"/>
-        <ProjectReference Include="..\..\Features\Features.Emails\Features.Emails.csproj"/>
+        <ProjectReference Include="..\API.Core\API.Core.csproj" />
+        <ProjectReference Include="..\..\Infrastructure\Infrastructure.Email\Infrastructure.Email.csproj" />
+        <ProjectReference Include="..\..\Features\Features.Emails\Features.Emails.csproj" />
    </ItemGroup>
 </Project>
--- a/web/backend/API/API.Specs/Mocks/MockEmailDispatcher.cs
+++ b/web/backend/API/API.Specs/Mocks/MockEmailDispatcher.cs
@@ -8,11 +8,7 @@ public class MockEmailDispatcher : IEmailDispatcher

    public List<ResendConfirmationEmail> SentResendConfirmationEmails { get; } = new();

-    public Task SendRegistrationEmailAsync(
-        string firstName,
-        string email,
-        string confirmationToken
-    )
+    public Task SendRegistrationEmailAsync(string firstName, string email, string confirmationToken)
    {
        SentRegistrationEmails.Add(
            new RegistrationEmail
@@ -20,7 +16,7 @@ public class MockEmailDispatcher : IEmailDispatcher
                FirstName = firstName,
                Email = email,
                ConfirmationToken = confirmationToken,
-                SentAt = DateTime.UtcNow
+                SentAt = DateTime.UtcNow,
            }
        );

@@ -39,7 +35,7 @@ public class MockEmailDispatcher : IEmailDispatcher
                FirstName = firstName,
                Email = email,
                ConfirmationToken = confirmationToken,
-                SentAt = DateTime.UtcNow
+                SentAt = DateTime.UtcNow,
            }
        );

@@ -67,4 +63,4 @@ public class MockEmailDispatcher : IEmailDispatcher
        public string ConfirmationToken { get; init; } = string.Empty;
        public DateTime SentAt { get; init; }
    }
-}
+}
--- a/web/backend/API/API.Specs/Mocks/MockEmailProvider.cs
+++ b/web/backend/API/API.Specs/Mocks/MockEmailProvider.cs
@@ -10,12 +10,7 @@ public class MockEmailProvider : IEmailProvider
 {
    public List<SentEmail> SentEmails { get; } = new();

-    public Task SendAsync(
-        string to,
-        string subject,
-        string body,
-        bool isHtml = true
-    )
+    public Task SendAsync(string to, string subject, string body, bool isHtml = true)
    {
        SentEmails.Add(
            new SentEmail
@@ -24,19 +19,14 @@ public class MockEmailProvider : IEmailProvider
                Subject = subject,
                Body = body,
                IsHtml = isHtml,
-                SentAt = DateTime.UtcNow
+                SentAt = DateTime.UtcNow,
            }
        );

        return Task.CompletedTask;
    }

-    public Task SendAsync(
-        IEnumerable<string> to,
-        string subject,
-        string body,
-        bool isHtml = true
-    )
+    public Task SendAsync(IEnumerable<string> to, string subject, string body, bool isHtml = true)
    {
        SentEmails.Add(
            new SentEmail
@@ -45,7 +35,7 @@ public class MockEmailProvider : IEmailProvider
                Subject = subject,
                Body = body,
                IsHtml = isHtml,
-                SentAt = DateTime.UtcNow
+                SentAt = DateTime.UtcNow,
            }
        );

@@ -65,4 +55,4 @@ public class MockEmailProvider : IEmailProvider
        public bool IsHtml { get; init; }
        public DateTime SentAt { get; init; }
    }
-}
+}
--- a/web/backend/API/API.Specs/Steps/ApiGeneralSteps.cs
+++ b/web/backend/API/API.Specs/Steps/ApiGeneralSteps.cs
@@ -15,7 +15,8 @@ public class ApiGeneralSteps(ScenarioContext scenario)

    private HttpClient GetClient()
    {
-        if (scenario.TryGetValue<HttpClient>(ClientKey, out HttpClient? client)) return client;
+        if (scenario.TryGetValue<HttpClient>(ClientKey, out HttpClient? client))
+            return client;

        TestApiFactory? factory = scenario.TryGetValue<TestApiFactory>(
            FactoryKey,
@@ -47,11 +48,7 @@ public class ApiGeneralSteps(ScenarioContext scenario)

        HttpRequestMessage requestMessage = new(new HttpMethod(method), url)
        {
-            Content = new StringContent(
-                jsonBody,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(jsonBody, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -62,16 +59,10 @@ public class ApiGeneralSteps(ScenarioContext scenario)
    }

    [When("I send an HTTP request {string} to {string}")]
-    public async Task WhenISendAnHttpRequestStringToString(
-        string method,
-        string url
-    )
+    public async Task WhenISendAnHttpRequestStringToString(string method, string url)
    {
        HttpClient client = GetClient();
-        HttpRequestMessage requestMessage = new(
-            new HttpMethod(method),
-            url
-        );
+        HttpRequestMessage requestMessage = new(new HttpMethod(method), url);
        HttpResponseMessage response = await client.SendAsync(requestMessage);
        string responseBody = await response.Content.ReadAsStringAsync();

@@ -100,19 +91,13 @@ public class ApiGeneralSteps(ScenarioContext scenario)
    }

    [Then("the response JSON should have {string} equal {string}")]
-    public void ThenTheResponseJsonShouldHaveStringEqualString(
-        string field,
-        string expected
-    )
+    public void ThenTheResponseJsonShouldHaveStringEqualString(string field, string expected)
    {
        scenario
            .TryGetValue<HttpResponseMessage>(ResponseKey, out HttpResponseMessage? response)
            .Should()
            .BeTrue();
-        scenario
-            .TryGetValue<string>(ResponseBodyKey, out string? responseBody)
-            .Should()
-            .BeTrue();
+        scenario.TryGetValue<string>(ResponseBodyKey, out string? responseBody).Should().BeTrue();

        using JsonDocument doc = JsonDocument.Parse(responseBody!);
        JsonElement root = doc.RootElement;
@@ -125,25 +110,16 @@ public class ApiGeneralSteps(ScenarioContext scenario)
                    "Expected field '{0}' to be present either at the root or inside 'payload'",
                    field
                );
-            payloadElem
-                .ValueKind.Should()
-                .Be(JsonValueKind.Object, "payload must be an object");
+            payloadElem.ValueKind.Should().Be(JsonValueKind.Object, "payload must be an object");
            payloadElem
                .TryGetProperty(field, out value)
                .Should()
-                .BeTrue(
-                    "Expected field '{0}' to be present inside 'payload'",
-                    field
-                );
+                .BeTrue("Expected field '{0}' to be present inside 'payload'", field);
        }

        value
            .ValueKind.Should()
-            .Be(
-                JsonValueKind.String,
-                "Expected field '{0}' to be a string",
-                field
-            );
+            .Be(JsonValueKind.String, "Expected field '{0}' to be a string", field);
        value.GetString().Should().Be(expected);
    }

@@ -157,10 +133,7 @@ public class ApiGeneralSteps(ScenarioContext scenario)
            .TryGetValue<HttpResponseMessage>(ResponseKey, out HttpResponseMessage? response)
            .Should()
            .BeTrue();
-        scenario
-            .TryGetValue<string>(ResponseBodyKey, out string? responseBody)
-            .Should()
-            .BeTrue();
+        scenario.TryGetValue<string>(ResponseBodyKey, out string? responseBody).Should().BeTrue();

        using JsonDocument doc = JsonDocument.Parse(responseBody!);
        JsonElement root = doc.RootElement;
@@ -173,25 +146,16 @@ public class ApiGeneralSteps(ScenarioContext scenario)
                    "Expected field '{0}' to be present either at the root or inside 'payload'",
                    field
                );
-            payloadElem
-                .ValueKind.Should()
-                .Be(JsonValueKind.Object, "payload must be an object");
+            payloadElem.ValueKind.Should().Be(JsonValueKind.Object, "payload must be an object");
            payloadElem
                .TryGetProperty(field, out value)
                .Should()
-                .BeTrue(
-                    "Expected field '{0}' to be present inside 'payload'",
-                    field
-                );
+                .BeTrue("Expected field '{0}' to be present inside 'payload'", field);
        }

        value
            .ValueKind.Should()
-            .Be(
-                JsonValueKind.String,
-                "Expected field '{0}' to be a string",
-                field
-            );
+            .Be(JsonValueKind.String, "Expected field '{0}' to be a string", field);
        string? actualValue = value.GetString();
        actualValue
            .Should()
@@ -203,4 +167,4 @@ public class ApiGeneralSteps(ScenarioContext scenario)
                actualValue
            );
    }
-}
+}
--- a/web/backend/API/API.Specs/Steps/AuthSteps.cs
+++ b/web/backend/API/API.Specs/Steps/AuthSteps.cs
@@ -21,7 +21,8 @@ public class AuthSteps(ScenarioContext scenario)

    private HttpClient GetClient()
    {
-        if (scenario.TryGetValue<HttpClient>(ClientKey, out HttpClient? client)) return client;
+        if (scenario.TryGetValue<HttpClient>(ClientKey, out HttpClient? client))
+            return client;

        TestApiFactory? factory = scenario.TryGetValue<TestApiFactory>(
            FactoryKey,
@@ -39,9 +40,7 @@ public class AuthSteps(ScenarioContext scenario)
    private static string GetRequiredEnvVar(string name)
    {
        return Environment.GetEnvironmentVariable(name)
-               ?? throw new InvalidOperationException(
-                   $"{name} environment variable is not set"
-               );
+            ?? throw new InvalidOperationException($"{name} environment variable is not set");
    }

    private static string GenerateJwtToken(
@@ -57,21 +56,13 @@ public class AuthSteps(ScenarioContext scenario)

    private static Guid ParseRegisteredUserId(JsonElement root)
    {
-        return root
-            .GetProperty("payload")
-            .GetProperty("userAccountId")
-            .GetGuid();
+        return root.GetProperty("payload").GetProperty("userAccountId").GetGuid();
    }

    private static string ParseRegisteredUsername(JsonElement root)
    {
-        return root
-                   .GetProperty("payload")
-                   .GetProperty("username")
-                   .GetString()
-               ?? throw new InvalidOperationException(
-                   "username missing from registration payload"
-               );
+        return root.GetProperty("payload").GetProperty("username").GetString()
+            ?? throw new InvalidOperationException("username missing from registration payload");
    }

    private static string ParseTokenFromPayload(
@@ -85,9 +76,7 @@ public class AuthSteps(ScenarioContext scenario)
            || payload.TryGetProperty(pascalCaseName, out tokenElem)
        )
            return tokenElem.GetString()
-                   ?? throw new InvalidOperationException(
-                       $"{camelCaseName} is null"
-                   );
+                ?? throw new InvalidOperationException($"{camelCaseName} is null");

        throw new InvalidOperationException(
            $"Could not find token field '{camelCaseName}' in payload"
@@ -113,22 +102,15 @@ public class AuthSteps(ScenarioContext scenario)
        (string username, string password) = scenario.TryGetValue<(
            string username,
            string password
-            )>(TestUserKey, out (string username, string password) user)
+        )>(TestUserKey, out (string username, string password) user)
            ? user
            : ("test.user", "password");

        string body = JsonSerializer.Serialize(new { username, password });

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/login"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/login")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -144,16 +126,9 @@ public class AuthSteps(ScenarioContext scenario)
        HttpClient client = GetClient();
        string body = JsonSerializer.Serialize(new { password = "test" });

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/login"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/login")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -169,16 +144,9 @@ public class AuthSteps(ScenarioContext scenario)
        HttpClient client = GetClient();
        string body = JsonSerializer.Serialize(new { username = "test" });

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/login"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/login")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -192,16 +160,9 @@ public class AuthSteps(ScenarioContext scenario)
    public async Task WhenISubmitALoginRequestWithBothUsernameAndPasswordMissing()
    {
        HttpClient client = GetClient();
-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/login"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/login")
        {
-            Content = new StringContent(
-                "{}",
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent("{}", Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -218,10 +179,7 @@ public class AuthSteps(ScenarioContext scenario)
            .TryGetValue<HttpResponseMessage>(ResponseKey, out HttpResponseMessage? response)
            .Should()
            .BeTrue();
-        scenario
-            .TryGetValue<string>(ResponseBodyKey, out string? responseBody)
-            .Should()
-            .BeTrue();
+        scenario.TryGetValue<string>(ResponseBodyKey, out string? responseBody).Should().BeTrue();

        JsonDocument doc = JsonDocument.Parse(responseBody!);
        JsonElement root = doc.RootElement;
@@ -236,11 +194,7 @@ public class AuthSteps(ScenarioContext scenario)
                payloadElem.TryGetProperty("accessToken", out tokenElem)
                || payloadElem.TryGetProperty("AccessToken", out tokenElem);

-        hasToken
-            .Should()
-            .BeTrue(
-                "Expected an access token either at the root or inside 'payload'"
-            );
+        hasToken.Should().BeTrue("Expected an access token either at the root or inside 'payload'");

        string? token = tokenElem.GetString();
        token.Should().NotBeNullOrEmpty();
@@ -251,16 +205,9 @@ public class AuthSteps(ScenarioContext scenario)
    {
        HttpClient client = GetClient();
        // testing GET
-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/auth/login"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/auth/login")
        {
-            Content = new StringContent(
-                "{}",
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent("{}", Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -282,7 +229,8 @@ public class AuthSteps(ScenarioContext scenario)
        string email = row["Email"] ?? "";
        string dateOfBirth = row["DateOfBirth"] ?? "";

-        if (dateOfBirth == "{underage_date}") dateOfBirth = DateTime.UtcNow.AddYears(-18).ToString("yyyy-MM-dd");
+        if (dateOfBirth == "{underage_date}")
+            dateOfBirth = DateTime.UtcNow.AddYears(-18).ToString("yyyy-MM-dd");

        // Keep default registration fixture values unique across repeated runs.
        if (email == "newuser@example.com")
@@ -290,7 +238,8 @@ public class AuthSteps(ScenarioContext scenario)
            string suffix = Guid.NewGuid().ToString("N")[..8];
            email = $"newuser-{suffix}@example.com";

-            if (username == "newuser") username = $"newuser-{suffix}";
+            if (username == "newuser")
+                username = $"newuser-{suffix}";
        }

        string? password = row["Password"];
@@ -302,21 +251,14 @@ public class AuthSteps(ScenarioContext scenario)
            lastName,
            email,
            dateOfBirth,
-            password
+            password,
        };

        string body = JsonSerializer.Serialize(registrationData);

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/register"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/register")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -330,16 +272,9 @@ public class AuthSteps(ScenarioContext scenario)
    public async Task WhenISubmitARegistrationRequestUsingAGetRequest()
    {
        HttpClient client = GetClient();
-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/auth/register"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/auth/register")
        {
-            Content = new StringContent(
-                "{}",
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent("{}", Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -361,20 +296,13 @@ public class AuthSteps(ScenarioContext scenario)
            lastName = "User",
            email = $"newuser-{suffix}@example.com",
            dateOfBirth = "1990-01-01",
-            password = "Password1!"
+            password = "Password1!",
        };

        string body = JsonSerializer.Serialize(registrationData);
-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/register"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/register")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -395,16 +323,9 @@ public class AuthSteps(ScenarioContext scenario)
        var loginData = new { username = "test.user", password = "password" };
        string body = JsonSerializer.Serialize(loginData);

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/login"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/login")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -445,17 +366,10 @@ public class AuthSteps(ScenarioContext scenario)
    {
        Guid userId = scenario.TryGetValue<Guid>(RegisteredUserIdKey, out Guid id)
            ? id
-            : throw new InvalidOperationException(
-                "registered user ID not found in scenario"
-            );
-        string? username = scenario.TryGetValue<string>(
-            RegisteredUsernameKey,
-            out string? user
-        )
+            : throw new InvalidOperationException("registered user ID not found in scenario");
+        string? username = scenario.TryGetValue<string>(RegisteredUsernameKey, out string? user)
            ? user
-            : throw new InvalidOperationException(
-                "registered username not found in scenario"
-            );
+            : throw new InvalidOperationException("registered username not found in scenario");

        string secret = GetRequiredEnvVar("ACCESS_TOKEN_SECRET");
        scenario["accessToken"] = GenerateJwtToken(
@@ -471,17 +385,10 @@ public class AuthSteps(ScenarioContext scenario)
    {
        Guid userId = scenario.TryGetValue<Guid>(RegisteredUserIdKey, out Guid id)
            ? id
-            : throw new InvalidOperationException(
-                "registered user ID not found in scenario"
-            );
-        string? username = scenario.TryGetValue<string>(
-            RegisteredUsernameKey,
-            out string? user
-        )
+            : throw new InvalidOperationException("registered user ID not found in scenario");
+        string? username = scenario.TryGetValue<string>(RegisteredUsernameKey, out string? user)
            ? user
-            : throw new InvalidOperationException(
-                "registered username not found in scenario"
-            );
+            : throw new InvalidOperationException("registered username not found in scenario");

        string secret = GetRequiredEnvVar("CONFIRMATION_TOKEN_SECRET");
        scenario["confirmationToken"] = GenerateJwtToken(
@@ -497,17 +404,10 @@ public class AuthSteps(ScenarioContext scenario)
    {
        Guid userId = scenario.TryGetValue<Guid>(RegisteredUserIdKey, out Guid id)
            ? id
-            : throw new InvalidOperationException(
-                "registered user ID not found in scenario"
-            );
-        string? username = scenario.TryGetValue<string>(
-            RegisteredUsernameKey,
-            out string? user
-        )
+            : throw new InvalidOperationException("registered user ID not found in scenario");
+        string? username = scenario.TryGetValue<string>(RegisteredUsernameKey, out string? user)
            ? user
-            : throw new InvalidOperationException(
-                "registered username not found in scenario"
-            );
+            : throw new InvalidOperationException("registered username not found in scenario");

        string secret = GetRequiredEnvVar("CONFIRMATION_TOKEN_SECRET");
        scenario["confirmationToken"] = GenerateJwtToken(
@@ -523,20 +423,12 @@ public class AuthSteps(ScenarioContext scenario)
    {
        Guid userId = scenario.TryGetValue<Guid>(RegisteredUserIdKey, out Guid id)
            ? id
-            : throw new InvalidOperationException(
-                "registered user ID not found in scenario"
-            );
-        string? username = scenario.TryGetValue<string>(
-            RegisteredUsernameKey,
-            out string? user
-        )
+            : throw new InvalidOperationException("registered user ID not found in scenario");
+        string? username = scenario.TryGetValue<string>(RegisteredUsernameKey, out string? user)
            ? user
-            : throw new InvalidOperationException(
-                "registered username not found in scenario"
-            );
+            : throw new InvalidOperationException("registered username not found in scenario");

-        const string wrongSecret =
-            "wrong-confirmation-secret-that-is-very-long-1234567890";
+        const string wrongSecret = "wrong-confirmation-secret-that-is-very-long-1234567890";
        scenario["confirmationToken"] = GenerateJwtToken(
            userId,
            username,
@@ -545,9 +437,7 @@ public class AuthSteps(ScenarioContext scenario)
        );
    }

-    [When(
-        "I submit a request to a protected endpoint with a valid access token"
-    )]
+    [When("I submit a request to a protected endpoint with a valid access token")]
    public async Task WhenISubmitARequestToAProtectedEndpointWithAValidAccessToken()
    {
        HttpClient client = GetClient();
@@ -555,12 +445,9 @@ public class AuthSteps(ScenarioContext scenario)
            ? t
            : "invalid-token";

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/protected"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/protected")
        {
-            Headers = { { "Authorization", $"Bearer {token}" } }
+            Headers = { { "Authorization", $"Bearer {token}" } },
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -569,18 +456,13 @@ public class AuthSteps(ScenarioContext scenario)
        scenario[ResponseBodyKey] = responseBody;
    }

-    [When(
-        "I submit a request to a protected endpoint with an invalid access token"
-    )]
+    [When("I submit a request to a protected endpoint with an invalid access token")]
    public async Task WhenISubmitARequestToAProtectedEndpointWithAnInvalidAccessToken()
    {
        HttpClient client = GetClient();
-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/protected"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/protected")
        {
-            Headers = { { "Authorization", "Bearer invalid-token-format" } }
+            Headers = { { "Authorization", "Bearer invalid-token-format" } },
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -673,16 +555,9 @@ public class AuthSteps(ScenarioContext scenario)
            : "valid-refresh-token";
        string body = JsonSerializer.Serialize(new { refreshToken = token });

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/refresh"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/refresh")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -695,20 +570,11 @@ public class AuthSteps(ScenarioContext scenario)
    public async Task WhenISubmitARefreshTokenRequestWithAnInvalidRefreshToken()
    {
        HttpClient client = GetClient();
-        string body = JsonSerializer.Serialize(
-            new { refreshToken = "invalid-refresh-token" }
-        );
+        string body = JsonSerializer.Serialize(new { refreshToken = "invalid-refresh-token" });

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/refresh"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/refresh")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -722,20 +588,11 @@ public class AuthSteps(ScenarioContext scenario)
    {
        HttpClient client = GetClient();
        // Use an expired token
-        string body = JsonSerializer.Serialize(
-            new { refreshToken = "expired-refresh-token" }
-        );
+        string body = JsonSerializer.Serialize(new { refreshToken = "expired-refresh-token" });

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/refresh"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/refresh")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -750,16 +607,9 @@ public class AuthSteps(ScenarioContext scenario)
        HttpClient client = GetClient();
        string body = JsonSerializer.Serialize(new { });

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Post,
-            "/api/auth/refresh"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Post, "/api/auth/refresh")
        {
-            Content = new StringContent(
-                body,
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent(body, Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -772,16 +622,9 @@ public class AuthSteps(ScenarioContext scenario)
    public async Task WhenISubmitARefreshTokenRequestUsingAGETRequest()
    {
        HttpClient client = GetClient();
-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/auth/refresh"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/auth/refresh")
        {
-            Content = new StringContent(
-                "{}",
-                Encoding.UTF8,
-                "application/json"
-            )
+            Content = new StringContent("{}", Encoding.UTF8, "application/json"),
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -795,10 +638,7 @@ public class AuthSteps(ScenarioContext scenario)
    public async Task WhenISubmitARequestToAProtectedEndpointWithoutAnAccessToken()
    {
        HttpClient client = GetClient();
-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/protected"
-        );
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/protected");

        HttpResponseMessage response = await client.SendAsync(requestMessage);
        string responseBody = await response.Content.ReadAsStringAsync();
@@ -830,12 +670,9 @@ public class AuthSteps(ScenarioContext scenario)
            ? t
            : "expired-token";

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/protected"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/protected")
        {
-            Headers = { { "Authorization", $"Bearer {token}" } }
+            Headers = { { "Authorization", $"Bearer {token}" } },
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -852,12 +689,9 @@ public class AuthSteps(ScenarioContext scenario)
            ? t
            : "tampered-token";

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/protected"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/protected")
        {
-            Headers = { { "Authorization", $"Bearer {token}" } }
+            Headers = { { "Authorization", $"Bearer {token}" } },
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -876,12 +710,9 @@ public class AuthSteps(ScenarioContext scenario)
            ? t
            : "refresh-token";

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/protected"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/protected")
        {
-            Headers = { { "Authorization", $"Bearer {token}" } }
+            Headers = { { "Authorization", $"Bearer {token}" } },
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -991,12 +822,9 @@ public class AuthSteps(ScenarioContext scenario)
            ? t
            : "confirmation-token";

-        HttpRequestMessage requestMessage = new(
-            HttpMethod.Get,
-            "/api/protected"
-        )
+        HttpRequestMessage requestMessage = new(HttpMethod.Get, "/api/protected")
        {
-            Headers = { { "Authorization", $"Bearer {token}" } }
+            Headers = { { "Authorization", $"Bearer {token}" } },
        };

        HttpResponseMessage response = await client.SendAsync(requestMessage);
@@ -1049,54 +877,30 @@ public class AuthSteps(ScenarioContext scenario)
    [Then("the response JSON should have a new access token")]
    public void ThenTheResponseJsonShouldHaveANewAccessToken()
    {
-        scenario
-            .TryGetValue<string>(ResponseBodyKey, out string? responseBody)
-            .Should()
-            .BeTrue();
+        scenario.TryGetValue<string>(ResponseBodyKey, out string? responseBody).Should().BeTrue();

        using JsonDocument doc = JsonDocument.Parse(responseBody!);
        JsonElement payload = doc.RootElement.GetProperty("payload");
-        string accessToken = ParseTokenFromPayload(
-            payload,
-            "accessToken",
-            "AccessToken"
-        );
+        string accessToken = ParseTokenFromPayload(payload, "accessToken", "AccessToken");

        accessToken.Should().NotBeNullOrWhiteSpace();

-        if (
-            scenario.TryGetValue<string>(
-                PreviousAccessTokenKey,
-                out string? previousAccessToken
-            )
-        )
+        if (scenario.TryGetValue<string>(PreviousAccessTokenKey, out string? previousAccessToken))
            accessToken.Should().NotBe(previousAccessToken);
    }

    [Then("the response JSON should have a new refresh token")]
    public void ThenTheResponseJsonShouldHaveANewRefreshToken()
    {
-        scenario
-            .TryGetValue<string>(ResponseBodyKey, out string? responseBody)
-            .Should()
-            .BeTrue();
+        scenario.TryGetValue<string>(ResponseBodyKey, out string? responseBody).Should().BeTrue();

        using JsonDocument doc = JsonDocument.Parse(responseBody!);
        JsonElement payload = doc.RootElement.GetProperty("payload");
-        string refreshToken = ParseTokenFromPayload(
-            payload,
-            "refreshToken",
-            "RefreshToken"
-        );
+        string refreshToken = ParseTokenFromPayload(payload, "refreshToken", "RefreshToken");

        refreshToken.Should().NotBeNullOrWhiteSpace();

-        if (
-            scenario.TryGetValue<string>(
-                PreviousRefreshTokenKey,
-                out string? previousRefreshToken
-            )
-        )
+        if (scenario.TryGetValue<string>(PreviousRefreshTokenKey, out string? previousRefreshToken))
            refreshToken.Should().NotBe(previousRefreshToken);
    }

@@ -1186,4 +990,4 @@ public class AuthSteps(ScenarioContext scenario)
        scenario[ResponseKey] = response;
        scenario[ResponseBodyKey] = responseBody;
    }
-}
+}
--- a/web/backend/API/API.Specs/TestApiFactory.cs
+++ b/web/backend/API/API.Specs/TestApiFactory.cs
@@ -20,7 +20,8 @@ public class TestApiFactory : WebApplicationFactory<Program>
                d.ServiceType == typeof(IEmailProvider)
            );

-            if (emailProviderDescriptor != null) services.Remove(emailProviderDescriptor);
+            if (emailProviderDescriptor != null)
+                services.Remove(emailProviderDescriptor);

            services.AddScoped<IEmailProvider, MockEmailProvider>();

@@ -29,9 +30,10 @@ public class TestApiFactory : WebApplicationFactory<Program>
                d.ServiceType == typeof(IEmailDispatcher)
            );

-            if (emailDispatcherDescriptor != null) services.Remove(emailDispatcherDescriptor);
+            if (emailDispatcherDescriptor != null)
+                services.Remove(emailDispatcherDescriptor);

            services.AddScoped<IEmailDispatcher, MockEmailDispatcher>();
        });
    }
-}
+}
--- a/web/backend/Database/Database.Migrations/Database.Migrations.csproj
+++ b/web/backend/Database/Database.Migrations/Database.Migrations.csproj
@@ -9,11 +9,11 @@
    </PropertyGroup>

    <ItemGroup>
-        <PackageReference Include="dbup" Version="5.0.41"/>
-        <PackageReference Include="Microsoft.Data.SqlClient" Version="6.1.2"/>
+        <PackageReference Include="dbup" Version="5.0.41" />
+        <PackageReference Include="Microsoft.Data.SqlClient" Version="6.1.2" />
    </ItemGroup>
    <ItemGroup>
-        <EmbeddedResource Include="scripts/**/*.sql"/>
+        <EmbeddedResource Include="scripts/**/*.sql" />
    </ItemGroup>
    <ItemGroup>
        <Content Include="..\..\.dockerignore">
--- a/web/backend/Database/Database.Migrations/Program.cs
+++ b/web/backend/Database/Database.Migrations/Program.cs
@@ -35,21 +35,25 @@ public static class Program
    /// </exception>
    private static string BuildConnectionString(string? databaseName = null)
    {
-        string server = Environment.GetEnvironmentVariable("DB_SERVER")
-                        ?? throw new InvalidOperationException("DB_SERVER environment variable is not set");
+        string server =
+            Environment.GetEnvironmentVariable("DB_SERVER")
+            ?? throw new InvalidOperationException("DB_SERVER environment variable is not set");

-        string dbName = databaseName
-                        ?? Environment.GetEnvironmentVariable("DB_NAME")
-                        ?? throw new InvalidOperationException("DB_NAME environment variable is not set");
+        string dbName =
+            databaseName
+            ?? Environment.GetEnvironmentVariable("DB_NAME")
+            ?? throw new InvalidOperationException("DB_NAME environment variable is not set");

-        string user = Environment.GetEnvironmentVariable("DB_USER")
-                      ?? throw new InvalidOperationException("DB_USER environment variable is not set");
+        string user =
+            Environment.GetEnvironmentVariable("DB_USER")
+            ?? throw new InvalidOperationException("DB_USER environment variable is not set");

-        string password = Environment.GetEnvironmentVariable("DB_PASSWORD")
-                          ?? throw new InvalidOperationException("DB_PASSWORD environment variable is not set");
+        string password =
+            Environment.GetEnvironmentVariable("DB_PASSWORD")
+            ?? throw new InvalidOperationException("DB_PASSWORD environment variable is not set");

-        string trustServerCertificate = Environment.GetEnvironmentVariable("DB_TRUST_SERVER_CERTIFICATE")
-                                        ?? "True";
+        string trustServerCertificate =
+            Environment.GetEnvironmentVariable("DB_TRUST_SERVER_CERTIFICATE") ?? "True";

        SqlConnectionStringBuilder builder = new()
        {
@@ -58,7 +62,7 @@ public static class Program
            UserID = user,
            Password = password,
            TrustServerCertificate = bool.Parse(trustServerCertificate),
-            Encrypt = true
+            Encrypt = true,
        };

        return builder.ConnectionString;
@@ -99,9 +103,10 @@ public static class Program

            // First, set the database to single user mode to close all connections
            SqlCommand setModeCommand = new(
-                "IF EXISTS (SELECT 1 FROM sys.databases WHERE name = 'Biergarten') " +
-                "ALTER DATABASE [Biergarten] SET SINGLE_USER WITH ROLLBACK IMMEDIATE;",
-                myConn);
+                "IF EXISTS (SELECT 1 FROM sys.databases WHERE name = 'Biergarten') "
+                    + "ALTER DATABASE [Biergarten] SET SINGLE_USER WITH ROLLBACK IMMEDIATE;",
+                myConn
+            );
            try
            {
                setModeCommand.ExecuteNonQuery();
@@ -132,7 +137,8 @@ public static class Program
        }
        finally
        {
-            if (myConn.State == ConnectionState.Open) myConn.Close();
+            if (myConn.State == ConnectionState.Open)
+                myConn.Close();
        }

        return true;
@@ -149,9 +155,9 @@ public static class Program
        SqlConnection myConn = new(masterConnectionString);

        const string str = """
-                           IF NOT EXISTS (SELECT 1 FROM sys.databases WHERE name = 'Biergarten')
-                           CREATE DATABASE [Biergarten]
-                           """;
+            IF NOT EXISTS (SELECT 1 FROM sys.databases WHERE name = 'Biergarten')
+            CREATE DATABASE [Biergarten]
+            """;

        SqlCommand myCommand = new(str, myConn);
        try
@@ -166,7 +172,8 @@ public static class Program
        }
        finally
        {
-            if (myConn.State == ConnectionState.Open) myConn.Close();
+            if (myConn.State == ConnectionState.Open)
+                myConn.Close();
        }

        return true;
@@ -211,4 +218,4 @@ public static class Program
            return 1;
        }
    }
-}
+}
--- a/web/backend/Database/Database.Seed/Database.Seed.csproj
+++ b/web/backend/Database/Database.Seed/Database.Seed.csproj
@@ -8,16 +8,13 @@
    </PropertyGroup>

    <ItemGroup>
-        <PackageReference Include="idunno.Password.Generator" Version="1.0.1"/>
-        <PackageReference
-                Include="Konscious.Security.Cryptography.Argon2"
-                Version="1.3.1"
-        />
-        <PackageReference Include="Microsoft.Data.SqlClient" Version="6.1.4"/>
-        <PackageReference Include="dbup" Version="5.0.41"/>
+        <PackageReference Include="idunno.Password.Generator" Version="1.0.1" />
+        <PackageReference Include="Konscious.Security.Cryptography.Argon2" Version="1.3.1" />
+        <PackageReference Include="Microsoft.Data.SqlClient" Version="6.1.4" />
+        <PackageReference Include="dbup" Version="5.0.41" />
    </ItemGroup>

    <ItemGroup>
-        <ProjectReference Include="..\..\Domain\Domain.Entities\Domain.Entities.csproj"/>
+        <ProjectReference Include="..\..\Domain\Domain.Entities\Domain.Entities.csproj" />
    </ItemGroup>
 </Project>
--- a/web/backend/Database/Database.Seed/ISeeder.cs
+++ b/web/backend/Database/Database.Seed/ISeeder.cs
@@ -16,4 +16,4 @@ internal interface ISeeder
    /// <param name="connection">An open connection to the target database.</param>
    /// <returns>A task that completes when seeding is finished.</returns>
    Task SeedAsync(SqlConnection connection);
-}
+}
--- a/web/backend/Database/Database.Seed/LocationSeeder.cs
+++ b/web/backend/Database/Database.Seed/LocationSeeder.cs
@@ -15,24 +15,22 @@ namespace Database.Seed;
 internal class LocationSeeder : ISeeder
 {
    /// <summary>The set of countries to seed, identified by name and ISO 3166-1 code.</summary>
-    private static readonly IReadOnlyList<(
-        string CountryName,
-        string CountryCode
-        )> Countries =
+    private static readonly IReadOnlyList<(string CountryName, string CountryCode)> Countries =
    [
        ("Canada", "CA"),
        ("Mexico", "MX"),
-        ("United States", "US")
+        ("United States", "US"),
    ];

    /// <summary>
    ///     The set of states/provinces to seed, each identified by name, ISO 3166-2 code,
    ///     and the ISO 3166-1 code of its parent country.
    /// </summary>
-    private static IReadOnlyList<(string StateProvinceName, string StateProvinceCode, string CountryCode)> States
-    {
-        get;
-    } =
+    private static IReadOnlyList<(
+        string StateProvinceName,
+        string StateProvinceCode,
+        string CountryCode
+    )> States { get; } =
    [
        ("Alabama", "US-AL", "US"),
        ("Alaska", "US-AK", "US"),
@@ -134,7 +132,7 @@ internal class LocationSeeder : ISeeder
        ("Veracruz de Ignacio de la Llave", "MX-VER", "MX"),
        ("Yucatán", "MX-YUC", "MX"),
        ("Zacatecas", "MX-ZAC", "MX"),
-        ("Ciudad de México", "MX-CMX", "MX")
+        ("Ciudad de México", "MX-CMX", "MX"),
    ];

    /// <summary>
@@ -255,7 +253,7 @@ internal class LocationSeeder : ISeeder
        ("MX-COA", "Saltillo"),
        ("MX-BCS", "La Paz"),
        ("MX-NAY", "Tepic"),
-        ("MX-ZAC", "Zacatecas")
+        ("MX-ZAC", "Zacatecas"),
    ];

    /// <summary>
@@ -269,9 +267,7 @@ internal class LocationSeeder : ISeeder
        foreach ((string countryName, string countryCode) in Countries)
            await CreateCountryAsync(connection, countryName, countryCode);

-        foreach (
-            (string stateProvinceName, string stateProvinceCode, string countryCode) in States
-        )
+        foreach ((string stateProvinceName, string stateProvinceCode, string countryCode) in States)
            await CreateStateProvinceAsync(
                connection,
                stateProvinceName,
@@ -294,10 +290,7 @@ internal class LocationSeeder : ISeeder
        string countryCode
    )
    {
-        await using SqlCommand command = new(
-            "dbo.USP_CreateCountry",
-            connection
-        );
+        await using SqlCommand command = new("dbo.USP_CreateCountry", connection);
        command.CommandType = CommandType.StoredProcedure;
        command.Parameters.AddWithValue("@CountryName", countryName);
        command.Parameters.AddWithValue("@ISO3166_1", countryCode);
@@ -318,15 +311,9 @@ internal class LocationSeeder : ISeeder
        string countryCode
    )
    {
-        await using SqlCommand command = new(
-            "dbo.USP_CreateStateProvince",
-            connection
-        );
+        await using SqlCommand command = new("dbo.USP_CreateStateProvince", connection);
        command.CommandType = CommandType.StoredProcedure;
-        command.Parameters.AddWithValue(
-            "@StateProvinceName",
-            stateProvinceName
-        );
+        command.Parameters.AddWithValue("@StateProvinceName", stateProvinceName);
        command.Parameters.AddWithValue("@ISO3166_2", stateProvinceCode);
        command.Parameters.AddWithValue("@CountryCode", countryCode);

@@ -344,17 +331,11 @@ internal class LocationSeeder : ISeeder
        string stateProvinceCode
    )
    {
-        await using SqlCommand command = new(
-            "dbo.USP_CreateCity",
-            connection
-        );
+        await using SqlCommand command = new("dbo.USP_CreateCity", connection);
        command.CommandType = CommandType.StoredProcedure;
        command.Parameters.AddWithValue("@CityName", cityName);
-        command.Parameters.AddWithValue(
-            "@StateProvinceCode",
-            stateProvinceCode
-        );
+        command.Parameters.AddWithValue("@StateProvinceCode", stateProvinceCode);

        await command.ExecuteNonQueryAsync();
    }
-}
+}
--- a/web/backend/Database/Database.Seed/Program.cs
+++ b/web/backend/Database/Database.Seed/Program.cs
@@ -17,20 +17,24 @@ using Microsoft.Data.SqlClient;
 /// </exception>
 string BuildConnectionString()
 {
-    string server = Environment.GetEnvironmentVariable("DB_SERVER")
-                    ?? throw new InvalidOperationException("DB_SERVER environment variable is not set");
+    string server =
+        Environment.GetEnvironmentVariable("DB_SERVER")
+        ?? throw new InvalidOperationException("DB_SERVER environment variable is not set");

-    string dbName = Environment.GetEnvironmentVariable("DB_NAME")
-                    ?? throw new InvalidOperationException("DB_NAME environment variable is not set");
+    string dbName =
+        Environment.GetEnvironmentVariable("DB_NAME")
+        ?? throw new InvalidOperationException("DB_NAME environment variable is not set");

-    string user = Environment.GetEnvironmentVariable("DB_USER")
-                  ?? throw new InvalidOperationException("DB_USER environment variable is not set");
+    string user =
+        Environment.GetEnvironmentVariable("DB_USER")
+        ?? throw new InvalidOperationException("DB_USER environment variable is not set");

-    string password = Environment.GetEnvironmentVariable("DB_PASSWORD")
-                      ?? throw new InvalidOperationException("DB_PASSWORD environment variable is not set");
+    string password =
+        Environment.GetEnvironmentVariable("DB_PASSWORD")
+        ?? throw new InvalidOperationException("DB_PASSWORD environment variable is not set");

-    string trustServerCertificate = Environment.GetEnvironmentVariable("DB_TRUST_SERVER_CERTIFICATE")
-                                    ?? "True";
+    string trustServerCertificate =
+        Environment.GetEnvironmentVariable("DB_TRUST_SERVER_CERTIFICATE") ?? "True";

    SqlConnectionStringBuilder builder = new()
    {
@@ -39,13 +43,12 @@ string BuildConnectionString()
        UserID = user,
        Password = password,
        TrustServerCertificate = bool.Parse(trustServerCertificate),
-        Encrypt = true
+        Encrypt = true,
    };

    return builder.ConnectionString;
 }

-
 try
 {
    string connectionString = BuildConnectionString();
@@ -74,17 +77,14 @@ try
            connection = null;
        }

-    if (connection == null) throw new Exception($"Failed to connect to database after {maxRetries} attempts.");
+    if (connection == null)
+        throw new Exception($"Failed to connect to database after {maxRetries} attempts.");

    Console.WriteLine("Starting seeding...");

    using (connection)
    {
-        ISeeder[] seeders =
-        [
-            new LocationSeeder(),
-            new UserSeeder()
-        ];
+        ISeeder[] seeders = [new LocationSeeder(), new UserSeeder()];

        foreach (ISeeder seeder in seeders)
        {
@@ -103,4 +103,4 @@ catch (Exception ex)
    Console.Error.WriteLine("Seed failed:");
    Console.Error.WriteLine(ex);
    return 1;
-}
+}
--- a/web/backend/Database/Database.Seed/UserSeeder.cs
+++ b/web/backend/Database/Database.Seed/UserSeeder.cs
@@ -19,10 +19,7 @@ namespace Database.Seed;
 internal class UserSeeder : ISeeder
 {
    /// <summary>The first/last name pairs used to generate seed user accounts.</summary>
-    private static readonly IReadOnlyList<(
-        string FirstName,
-        string LastName
-        )> SeedNames =
+    private static readonly IReadOnlyList<(string FirstName, string LastName)> SeedNames =
    [
        ("Aarya", "Mathews"),
        ("Aiden", "Wells"),
@@ -123,7 +120,7 @@ internal class UserSeeder : ISeeder
        ("Zara", "Wilkinson"),
        ("Zaria", "Gibson"),
        ("Zion", "Watkins"),
-        ("Zoie", "Armstrong")
+        ("Zoie", "Armstrong"),
    ];

    /// <summary>
@@ -168,14 +165,9 @@ internal class UserSeeder : ISeeder
            DateTime dob = GenerateDateOfBirth(rng);

            // generate a password and hash it
-            string pwd = generator.Generate(
-                64,
-                10,
-                10
-            );
+            string pwd = generator.Generate(64, 10, 10);
            string hash = GeneratePasswordHash(pwd);

-
            // register the user (creates account + credential)
            Guid id = await RegisterUserAsync(
                connection,
@@ -189,9 +181,9 @@ internal class UserSeeder : ISeeder
            createdUsers++;
            createdCredentials++;

-
            // add user verification
-            if (await HasUserVerificationAsync(connection, id)) continue;
+            if (await HasUserVerificationAsync(connection, id))
+                continue;

            await AddUserVerificationAsync(connection, id);
            createdVerifications++;
@@ -227,7 +219,6 @@ internal class UserSeeder : ISeeder
        await using SqlCommand command = new("dbo.USP_RegisterUser", connection);
        command.CommandType = CommandType.StoredProcedure;

-
        command.Parameters.Add("@Username", SqlDbType.VarChar, 64).Value = username;
        command.Parameters.Add("@FirstName", SqlDbType.NVarChar, 128).Value = firstName;
        command.Parameters.Add("@LastName", SqlDbType.NVarChar, 128).Value = lastName;
@@ -237,7 +228,6 @@ internal class UserSeeder : ISeeder

        object? result = await command.ExecuteScalarAsync();

-
        return (Guid)result!;
    }

@@ -257,7 +247,7 @@ internal class UserSeeder : ISeeder
            Salt = salt,
            DegreeOfParallelism = Math.Max(Environment.ProcessorCount, 1),
            MemorySize = 65536,
-            Iterations = 4
+            Iterations = 4,
        };

        byte[] hash = argon2.GetBytes(32);
@@ -274,10 +264,10 @@ internal class UserSeeder : ISeeder
    )
    {
        const string sql = """
-                           SELECT 1
-                           FROM dbo.UserVerification
-                           WHERE UserAccountId = @UserAccountId;
-                           """;
+            SELECT 1
+            FROM dbo.UserVerification
+            WHERE UserAccountId = @UserAccountId;
+            """;
        await using SqlCommand command = new(sql, connection);
        command.Parameters.AddWithValue("@UserAccountId", userAccountId);
        object? result = await command.ExecuteScalarAsync();
@@ -288,15 +278,9 @@ internal class UserSeeder : ISeeder
    /// <param name="connection">An open connection to the target database.</param>
    /// <param name="userAccountId">The identifier of the user account to verify.</param>
    /// <returns>A task that completes when the verification record has been created.</returns>
-    private static async Task AddUserVerificationAsync(
-        SqlConnection connection,
-        Guid userAccountId
-    )
+    private static async Task AddUserVerificationAsync(SqlConnection connection, Guid userAccountId)
    {
-        await using SqlCommand command = new(
-            "dbo.USP_CreateUserVerification",
-            connection
-        );
+        await using SqlCommand command = new("dbo.USP_CreateUserVerification", connection);
        command.CommandType = CommandType.StoredProcedure;
        command.Parameters.AddWithValue("@UserAccountID_", userAccountId);

@@ -316,4 +300,4 @@ internal class UserSeeder : ISeeder
        int offsetDays = random.Next(0, 365);
        return baseDate.AddDays(-offsetDays);
    }
-}
+}
--- a/web/backend/Domain/Domain.Entities/Entities/BreweryPost.cs
+++ b/web/backend/Domain/Domain.Entities/Entities/BreweryPost.cs
@@ -47,4 +47,4 @@ public class BreweryPost
    ///     navigation property.
    /// </summary>
    public BreweryPostLocation? Location { get; set; }
-}
+}
--- a/web/backend/Domain/Domain.Entities/Entities/BreweryPostLocation.cs
+++ b/web/backend/Domain/Domain.Entities/Entities/BreweryPostLocation.cs
@@ -7,46 +7,46 @@ namespace Domain.Entities;
 /// </summary>
 public class BreweryPostLocation
 {
-   /// <summary>
-   ///     Primary key identifying this location. Maps to <c>BreweryPostLocationID</c>.
-   /// </summary>
-   public Guid BreweryPostLocationId { get; set; }
+    /// <summary>
+    ///     Primary key identifying this location. Maps to <c>BreweryPostLocationID</c>.
+    /// </summary>
+    public Guid BreweryPostLocationId { get; set; }

-   /// <summary>
-   ///     Foreign key referencing the owning <see cref="BreweryPost" />. Maps to <c>BreweryPostID</c>; unique, enforcing a
-   ///     one-to-one relationship.
-   /// </summary>
-   public Guid BreweryPostId { get; set; }
+    /// <summary>
+    ///     Foreign key referencing the owning <see cref="BreweryPost" />. Maps to <c>BreweryPostID</c>; unique, enforcing a
+    ///     one-to-one relationship.
+    /// </summary>
+    public Guid BreweryPostId { get; set; }

-   /// <summary>
-   ///     The primary street address line.
-   /// </summary>
-   public string AddressLine1 { get; set; } = string.Empty;
+    /// <summary>
+    ///     The primary street address line.
+    /// </summary>
+    public string AddressLine1 { get; set; } = string.Empty;

-   /// <summary>
-   ///     An optional secondary address line (e.g., suite or unit number).
-   /// </summary>
-   public string? AddressLine2 { get; set; }
+    /// <summary>
+    ///     An optional secondary address line (e.g., suite or unit number).
+    /// </summary>
+    public string? AddressLine2 { get; set; }

-   /// <summary>
-   ///     The postal/ZIP code of the location.
-   /// </summary>
-   public string PostalCode { get; set; } = string.Empty;
+    /// <summary>
+    ///     The postal/ZIP code of the location.
+    /// </summary>
+    public string PostalCode { get; set; } = string.Empty;

-   /// <summary>
-   ///     Foreign key referencing the city in which the brewery is located. Maps to <c>CityID</c>.
-   /// </summary>
-   public Guid CityId { get; set; }
+    /// <summary>
+    ///     Foreign key referencing the city in which the brewery is located. Maps to <c>CityID</c>.
+    /// </summary>
+    public Guid CityId { get; set; }

-   /// <summary>
-   ///     Serialized SQL Server <c>GEOGRAPHY</c> value representing the geographic coordinates of the location, or
-   ///     <c>null</c> if not set.
-   /// </summary>
-   public byte[]? Coordinates { get; set; }
+    /// <summary>
+    ///     Serialized SQL Server <c>GEOGRAPHY</c> value representing the geographic coordinates of the location, or
+    ///     <c>null</c> if not set.
+    /// </summary>
+    public byte[]? Coordinates { get; set; }

-   /// <summary>
-   ///     SQL Server <c>ROWVERSION</c> concurrency token used to detect concurrent updates. <c>null</c> until the row has
-   ///     been read from the database.
-   /// </summary>
-   public byte[]? Timer { get; set; }
-}
+    /// <summary>
+    ///     SQL Server <c>ROWVERSION</c> concurrency token used to detect concurrent updates. <c>null</c> until the row has
+    ///     been read from the database.
+    /// </summary>
+    public byte[]? Timer { get; set; }
+}
--- a/web/backend/Domain/Domain.Entities/Entities/UserAccount.cs
+++ b/web/backend/Domain/Domain.Entities/Entities/UserAccount.cs
@@ -7,49 +7,49 @@ namespace Domain.Entities;
 /// </summary>
 public class UserAccount
 {
-   /// <summary>
-   ///     Primary key identifying this user account. Maps to <c>UserAccountID</c>.
-   /// </summary>
-   public Guid UserAccountId { get; set; }
+    /// <summary>
+    ///     Primary key identifying this user account. Maps to <c>UserAccountID</c>.
+    /// </summary>
+    public Guid UserAccountId { get; set; }

-   /// <summary>
-   ///     The user's unique username, used for login and display. Enforced unique at the database level.
-   /// </summary>
-   public string Username { get; set; } = string.Empty;
+    /// <summary>
+    ///     The user's unique username, used for login and display. Enforced unique at the database level.
+    /// </summary>
+    public string Username { get; set; } = string.Empty;

-   /// <summary>
-   ///     The user's first name.
-   /// </summary>
-   public string FirstName { get; set; } = string.Empty;
+    /// <summary>
+    ///     The user's first name.
+    /// </summary>
+    public string FirstName { get; set; } = string.Empty;

-   /// <summary>
-   ///     The user's last name.
-   /// </summary>
-   public string LastName { get; set; } = string.Empty;
+    /// <summary>
+    ///     The user's last name.
+    /// </summary>
+    public string LastName { get; set; } = string.Empty;

-   /// <summary>
-   ///     The user's email address. Enforced unique at the database level.
-   /// </summary>
-   public string Email { get; set; } = string.Empty;
+    /// <summary>
+    ///     The user's email address. Enforced unique at the database level.
+    /// </summary>
+    public string Email { get; set; } = string.Empty;

-   /// <summary>
-   ///     The date and time the account was created.
-   /// </summary>
-   public DateTime CreatedAt { get; set; }
+    /// <summary>
+    ///     The date and time the account was created.
+    /// </summary>
+    public DateTime CreatedAt { get; set; }

-   /// <summary>
-   ///     The date and time the account was last updated, or <c>null</c> if it has never been updated.
-   /// </summary>
-   public DateTime? UpdatedAt { get; set; }
+    /// <summary>
+    ///     The date and time the account was last updated, or <c>null</c> if it has never been updated.
+    /// </summary>
+    public DateTime? UpdatedAt { get; set; }

-   /// <summary>
-   ///     The user's date of birth.
-   /// </summary>
-   public DateTime DateOfBirth { get; set; }
+    /// <summary>
+    ///     The user's date of birth.
+    /// </summary>
+    public DateTime DateOfBirth { get; set; }

-   /// <summary>
-   ///     SQL Server <c>ROWVERSION</c> concurrency token used to detect concurrent updates. <c>null</c> until the row has
-   ///     been read from the database.
-   /// </summary>
-   public byte[]? Timer { get; set; }
-}
+    /// <summary>
+    ///     SQL Server <c>ROWVERSION</c> concurrency token used to detect concurrent updates. <c>null</c> until the row has
+    ///     been read from the database.
+    /// </summary>
+    public byte[]? Timer { get; set; }
+}
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Aaron Po	98f97b8e2c	add symlink to web docs	2026-06-27 23:34:30 -04:00
Aaron Po	2adc1eae38	update pipeline results viewer	2026-06-27 23:32:08 -04:00
Aaron Po	9d2ce67a78	Run pipeling, update sqllite file	2026-06-27 22:40:22 -04:00
Aaron Po	d1ad1eb397	rename json loader	2026-06-27 15:16:34 -04:00
Aaron Po	9137f4bddb	Do full Gemma-4 run of pipeline, transfer sqllite file to public dir of preview	2026-06-23 22:02:17 -04:00
Aaron Po	6883b05824	remove password field	2026-06-23 01:39:57 -04:00
Aaron Po	b631c0f5db	add results viewer	2026-06-23 01:27:37 -04:00
Aaron Po	9a9ffd59e6	Formatted src/biergarten_pipeline_orchestrator	2026-06-23 01:04:52 -04:00
Aaron Po	35a5c0785c	documentation updates, remove superfluous comments	2026-06-23 01:04:46 -04:00
Aaron Po	e590cf2543	edit .clang-format	2026-06-23 00:50:27 -04:00
Aaron Po	3b32766a83	edits	2026-06-23 00:48:20 -04:00
Aaron Po	8d6b83673b	Update doxygen comments	2026-06-23 00:45:32 -04:00
Aaron Po	22b3f2b3f9	cleanup gbnf grammars	2026-06-23 00:38:53 -04:00
Aaron Po	ac701d661a	Remove logger from JSON export	2026-06-23 00:19:28 -04:00
Aaron Po	3f978f4de4	Cleanup user and brewery generation exception logic	2026-06-21 23:09:29 -04:00
Aaron Po	ad97b0ea6c	format	2026-06-21 22:14:42 -04:00
Aaron Po	4de0ea6638	Persist generated users to SQLite and code cleanup	2026-06-21 22:14:42 -04:00
Aaron Po	51b40a39c9	Add user generation feature	2026-06-21 22:14:42 -04:00
Aaron Po	880f73e004	update pipeline docs	2026-06-21 21:58:03 -04:00
Aaron Po	3711591db1	commit csharpier config update	2026-06-20 15:54:53 -04:00
Aaron Po	194509f9c9	update mailkit	2026-06-20 15:54:53 -04:00
Aaron Po	67d6350425	Format ./web/backend/Shared/Shared.Contracts	2026-06-20 15:54:53 -04:00
Aaron Po	cee2917556	Format ./web/backend/Shared/Shared.Application	2026-06-20 15:54:53 -04:00
Aaron Po	6f8e5dc722	Format ./web/backend/API/API.Specs	2026-06-20 15:54:53 -04:00
Aaron Po	db3ed3581d	Format ./web/backend/API/API.Core	2026-06-20 15:54:53 -04:00
Aaron Po	b54f70ccbe	Format ./web/backend/Domain/Domain.Exceptions	2026-06-20 15:54:53 -04:00
Aaron Po	d4734ae9e7	Format ./web/backend/Domain/Domain.Entities	2026-06-20 15:54:53 -04:00
Aaron Po	27f28d5207	Format ./web/backend/Database/Database.Seed	2026-06-20 15:54:53 -04:00
Aaron Po	bf0d29fa54	Format ./web/backend/Database/Database.Migrations	2026-06-20 15:54:53 -04:00
Aaron Po	4772f59a68	Format ./web/backend/Infrastructure/Infrastructure.Sql	2026-06-20 15:54:53 -04:00
Aaron Po	2e5d4923c0	Format ./web/backend/Infrastructure/Infrastructure.PasswordHashing	2026-06-20 15:54:53 -04:00
Aaron Po	62766b7638	Format ./web/backend/Infrastructure/Infrastructure.Jwt	2026-06-20 15:54:53 -04:00
Aaron Po	744d4c7f8c	Format ./web/backend/Infrastructure/Infrastructure.Email.Templates	2026-06-20 15:54:53 -04:00
Aaron Po	2f28ac9350	Format ./web/backend/Infrastructure/Infrastructure.Email	2026-06-20 15:54:53 -04:00
Aaron Po	c8bddae817	Format ./web/backend/Features/Features.UserManagement.Tests	2026-06-20 15:54:53 -04:00
Aaron Po	b298bd02d3	Format ./web/backend/Features/Features.UserManagement	2026-06-20 15:54:53 -04:00
Aaron Po	e2e5eb89e3	Format ./web/backend/Features/Features.Emails.Tests	2026-06-20 15:54:53 -04:00
Aaron Po	3dd44fca5a	Format ./web/backend/Features/Features.Emails	2026-06-20 15:54:53 -04:00
Aaron Po	0c55d6c83f	Format ./web/backend/Features/Features.Breweries.Tests	2026-06-20 15:54:53 -04:00
Aaron Po	58cbc5b5ba	Format ./web/backend/Features/Features.Breweries	2026-06-20 15:54:53 -04:00
Aaron Po	5bef24696b	Format ./web/backend/Features/Features.Auth.Tests	2026-06-20 15:54:53 -04:00
Aaron Po	79ae18b3e2	Format ./web/backend/Features/Features.Auth	2026-06-20 15:54:53 -04:00