Add mock enrichment process

Add location count to application options and as a cli arg
Add timeout for enrichment, refactor json deserialization
2026-06-01 10:04:00 +00:00 · 2026-05-14 13:49:59 -04:00 · 2026-05-13 22:04:48 -04:00 · 2026-05-13 12:44:30 -04:00 · 2026-05-12 01:05:07 -04:00 · 2026-05-12 00:44:09 -04:00
330 changed files with 3356 additions and 168779 deletions
--- a/.config/dotnet-tools.json
+++ b/.config/dotnet-tools.json
@@ -1,13 +0,0 @@
-{
-  "version": 1,
-  "isRoot": true,
-  "tools": {
-    "csharpier": {
-      "version": "1.2.1",
-      "commands": [
-        "csharpier"
-      ],
-      "rollForward": false
-    }
-  }
-}
--- a/.gitattributes
+++ b/.gitattributes
@@ -0,0 +1 @@
+archive/** linguist-vendored
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -7,6 +7,7 @@ assignees: []
 ---

 ## User Story
+
 **As a** (who wants to accomplish something)  
 **I want to** (what they want to accomplish)  
 **So that** (why they want to accomplish that thing)
@@ -15,29 +16,18 @@ assignees: []

 ### Scenario 1

-
-Given ...
-When ...
-Then ...
-
+Given ... When ... Then ...

 ### Scenario 2

-
-Given ...
-When ...
-Then ...
-
+Given ... When ... Then ...

 ### Scenario 3

-
-Given ...
-When ...
-Then ...
-
+Given ... When ... Then ...

 ## Subtasks
+
 - [ ] Task 1
 - [ ] Task 2
 - [ ] Task 3
--- a/LICENSE.md
+++ b/LICENSE.md
--- a/README.md
+++ b/README.md
@@ -1,40 +1,56 @@
 # The Biergarten App

-The Biergarten App is a multi-project monorepo with a .NET backend and an active React
-Router frontend in `src/Website`. The current website focuses on account flows, theme
-switching, shared UI components, Storybook coverage, and integration with the API.
+The Biergarten App is a full-stack directory and discovery platform for
+breweries. It features a robust user authentication system, a searchable
+database of brewery locations, and a custom offline data-generation pipeline
+that uses LLMs (Llama.cpp) and Wikipedia to synthesize realistic seed data.

-## Documentation
+It features:

- [Getting Started](docs/getting-started.md) - Local setup for backend and active website
- [Architecture](docs/architecture.md) - Current backend and frontend architecture
- [Docker Guide](docs/docker.md) - Container-based backend development and testing
- [Testing](docs/testing.md) - Backend and frontend test commands
- [Environment Variables](docs/environment-variables.md) - Active configuration reference
- [Token Validation](docs/token-validation.md) - JWT validation architecture
- [Legacy Website Archive](docs/archive/legacy-website-v1.md) - Archived notes for the old Next.js frontend
+- A .NET backend (Web API + database migrations/seed) under `web/backend/`
+- A server-rendered React website (React Router + Vite) under `web/frontend/`
+- A C++20 “pipeline” CLI for generating seed data under `tooling/pipeline/`
+
+Specialized documentation (setup, architecture, docker, testing, diagrams, and
+pipeline notes) lives under `docs/`.
+
+## Documentation (Start Here)
+
+Website + backend (active stack):
+
+- [Getting Started](docs/website/getting-started.md)
+- [Architecture](docs/architecture.md)
+- [Docker Guide](docs/website/docker.md)
+- [Testing](docs/website/testing.md)
+- [Environment Variables](docs/website/environment-variables.md)
+- [Token Validation](docs/website/token-validation.md)
+
+Data generation pipeline (C++):
+
+- [Pipeline README](docs/pipeline/README.md)
+- [Ethics & Known Issues](docs/pipeline/ETHICS-AND-KNOWN-ISSUES.md)

 ## Diagrams

- [Architecture](docs/diagrams-out/architecture.svg) - Layered architecture
- [Deployment](docs/diagrams-out/deployment.svg) - Docker topology
- [Authentication Flow](docs/diagrams-out/authentication-flow.svg) - Auth sequence
- [Database Schema](docs/diagrams-out/database-schema.svg) - Entity relationships
+- [Architecture](docs/website/diagrams-out/architecture.svg)
+- [Deployment](docs/website/diagrams-out/deployment.svg)
+- [Authentication Flow](docs/website/diagrams-out/authentication-flow.svg)
+- [Database Schema](docs/website/diagrams-out/database-schema.svg)

 ## Current Status

 Active areas in the repository:

- .NET 10 backend with layered architecture and SQL Server
- React Router 7 website in `src/Website`
- Shared Biergarten theme system with a theme guide route
- Storybook stories and browser-based checks for shared UI
- Auth demo flows for home, login, register, dashboard, logout, and confirmation
- Toast-based feedback for auth outcomes
+- .NET 10 backend (layered architecture) + SQL Server
+- React 19 website (React Router 7 + Vite)
+- Shared Biergarten theme system + Storybook coverage
+- Auth flows and account/email integration (local Mailpit in dev compose)
+- Data generation pipeline with C++ and Llama.cpp

-Legacy area retained for reference:
+Archived/reference areas:

- `src/Website-v1` contains the archived Next.js frontend and is no longer the active website
+- `archive/next-js-web-app/` contains an older Next.js frontend retained for
+  reference

 ## Tech Stack

@@ -43,36 +59,43 @@ Legacy area retained for reference:
 - **UI Documentation**: Storybook 10, Vitest browser mode, Playwright
 - **Testing**: xUnit, Reqnroll (BDD), FluentAssertions, Moq
 - **Infrastructure**: Docker, Docker Compose
- **Security**: Argon2id password hashing, JWT access/refresh/confirmation tokens
+- **Security**: Argon2id password hashing, JWT access/refresh/confirmation
+  tokens
+- **Data Pipeline**: C++20, CMake, Boost, libcurl, SQLite, llama.cpp

 ## Quick Start

-### Backend
+For full setup details, use [Getting Started](docs/website/getting-started.md).
+This section is the shortest path to a working dev environment.
+
+### Backend (Docker)

 ```bash
 git clone https://github.com/aaronpo97/the-biergarten-app
 cd the-biergarten-app
-cp .env.example .env.dev
-docker compose -f docker-compose.dev.yaml up -d
+
+cp web/.env.example web/.env.dev
+docker compose --env-file web/.env.dev -f web/docker-compose.dev.yaml up --build -d
 ```

 Backend access:

 - API Swagger: http://localhost:8080/swagger
 - Health Check: http://localhost:8080/health
+- Mailpit UI (dev SMTP): http://localhost:8025

-### Frontend
+### Frontend (Node)

 ```bash
-cd src/Website
+cd web/frontend
 npm install
-API_BASE_URL=http://localhost:8080 SESSION_SECRET=dev-secret npm run dev
+API_BASE_URL=http://localhost:8080 SESSION_SECRET=dev-secret-change-me npm run dev
 ```

 Optional frontend tools:

 ```bash
-cd src/Website
+cd web/frontend
 npm run storybook
 npm run test:storybook
 npm run test:storybook:playwright
@@ -81,62 +104,42 @@ npm run test:storybook:playwright
 ## Repository Structure

 ```text
-src/Core/          Backend projects (.NET)
-src/Website/       Active React Router frontend
-src/Website-v1/    Archived legacy Next.js frontend
-docs/              Active project documentation
-docs/archive/      Archived legacy documentation
+web/
+  backend/          .NET API + domain/service/infrastructure + DB projects
+  frontend/         React Router website + Storybook + Playwright/Vitest
+
+tooling/
+  pipeline/         C++20 seed-data generation CLI (CMake)
+
+docs/
+  architecture.md   High-level architecture overview
+  website/          Backend/frontend setup, docker, testing, diagrams
+  pipeline/         Pipeline docs, ethics notes, PlantUML diagrams
+
+archive/
+  next-js-web-app/  Older Next.js frontend (reference only)
 ```

-## Key Features
-
-Implemented today:
-
- User registration and login against the API
- JWT-based auth with access, refresh, and confirmation flows
- SQL Server migrations and seed projects
- Shared form components and auth screens
- Theme switching with Lager, Stout, Cassis, and Weizen variants
- Storybook documentation and automated story interaction tests
- Toast feedback for auth-related outcomes
-
-Planned next:
-
- Brewery discovery and management
- Beer reviews and ratings
- Social follow relationships
- Geospatial brewery experiences
- Additional frontend routes beyond the auth demo
-
 ## Testing

-Backend suites:
-
- `API.Specs` - integration tests
- `Infrastructure.Repository.Tests` - repository unit tests
- `Service.Auth.Tests` - service unit tests
-
-Frontend suites:
-
- Storybook interaction tests via Vitest
- Storybook browser regression checks via Playwright
-
-Run all backend tests with Docker:
+Run the backend test stack with Docker:

 ```bash
-docker compose -f docker-compose.test.yaml up --abort-on-container-exit
+docker compose --env-file web/.env.test -f web/docker-compose.test.yaml up --abort-on-container-exit
 ```

-See [Testing](docs/testing.md) for the full command list.
+See [Testing](docs/website/testing.md) for the full command list.

 ## Configuration

 Common active variables:

- Backend: `DB_SERVER`, `DB_NAME`, `DB_USER`, `DB_PASSWORD`, `ACCESS_TOKEN_SECRET`, `REFRESH_TOKEN_SECRET`, `CONFIRMATION_TOKEN_SECRET`
- Frontend: `API_BASE_URL`, `SESSION_SECRET`, `NODE_ENV`
+- Backend/Docker: `DB_SERVER`, `DB_NAME`, `DB_USER`, `DB_PASSWORD`,
+  `ACCESS_TOKEN_SECRET`, `REFRESH_TOKEN_SECRET`, `CONFIRMATION_TOKEN_SECRET`,
+  `WEBSITE_BASE_URL`
+- Frontend runtime: `API_BASE_URL`, `SESSION_SECRET`, `NODE_ENV`

-See [Environment Variables](docs/environment-variables.md) for details.
+See [Environment Variables](docs/website/environment-variables.md) for details.

 ## Contributing

@@ -145,15 +148,3 @@ See [Environment Variables](docs/environment-variables.md) for details.
 3. Commit your changes (`git commit -m 'Add amazing feature'`)
 4. Push to the branch (`git push origin feature/amazing-feature`)
 5. Open a Pull Request
-
-### Development Workflow
-
-1. Start development environment: `docker compose -f docker-compose.dev.yaml up -d`
-2. Make changes to code
-3. Run tests: `docker compose -f docker-compose.test.yaml up --abort-on-container-exit`
-4. Rebuild if needed: `docker compose -f docker-compose.dev.yaml up -d --build api.core`
-
-## Support
-
- **Documentation**: [docs/](docs/)
- **Architecture**: See [Architecture Guide](docs/architecture.md)
--- a/docs/architecture.md
+++ b/docs/architecture.md
@@ -4,24 +4,28 @@ This document describes the active architecture of The Biergarten App.

 ## High-Level Overview

-The Biergarten App is a monorepo with a clear split between the backend and the active
-website:
+The Biergarten App is a monorepo with a clear split between the backend and the
+active website:

 - **Backend**: .NET 10 Web API with SQL Server and a layered architecture
 - **Frontend**: React 19 + React Router 7 website in `src/Website`
 - **Architecture Style**: Layered backend plus server-rendered React frontend

-The legacy Next.js frontend has been retained in `src/Website-v1` for reference only and is
-documented in [archive/legacy-website-v1.md](archive/legacy-website-v1.md).
+The legacy Next.js frontend has been retained in `src/Website-v1` for reference
+only and is documented in
+[archive/legacy-website-v1.md](archive/legacy-website-v1.md).

 ## Diagrams

 For visual representations, see:

- [architecture.svg](diagrams-out/architecture.svg) - Layered architecture diagram
+- [architecture.svg](diagrams-out/architecture.svg) - Layered architecture
+  diagram
 - [deployment.svg](diagrams-out/deployment.svg) - Docker deployment diagram
- [authentication-flow.svg](diagrams-out/authentication-flow.svg) - Authentication workflow
- [database-schema.svg](diagrams-out/database-schema.svg) - Database relationships
+- [authentication-flow.svg](diagrams-out/authentication-flow.svg) -
+  Authentication workflow
+- [database-schema.svg](diagrams-out/database-schema.svg) - Database
+  relationships

 ## Backend Architecture

@@ -218,7 +222,8 @@ public interface IAuthRepository

 ### Active Website (`src/Website`)

-The current website is a React Router 7 application with server-side rendering enabled.
+The current website is a React Router 7 application with server-side rendering
+enabled.

 ```text
 src/Website/
@@ -244,20 +249,22 @@ src/Website/

 ### Theme System

-The active website uses semantic DaisyUI theme tokens backed by four Biergarten themes:
+The active website uses semantic DaisyUI theme tokens backed by four Biergarten
+themes:

 - Biergarten Lager
 - Biergarten Stout
 - Biergarten Cassis
 - Biergarten Weizen

-All component styling should prefer semantic tokens such as `primary`, `success`,
-`surface`, and `highlight` instead of hard-coded color values.
+All component styling should prefer semantic tokens such as `primary`,
+`success`, `surface`, and `highlight` instead of hard-coded color values.

 ### Legacy Frontend

-The previous Next.js frontend has been archived at `src/Website-v1`. Active product and
-engineering documentation should point to `src/Website`, while legacy notes live in
+The previous Next.js frontend has been archived at `src/Website-v1`. Active
+product and engineering documentation should point to `src/Website`, while
+legacy notes live in
 [archive/legacy-website-v1.md](archive/legacy-website-v1.md).

 ## Security Architecture
@@ -387,8 +394,8 @@ For details, see [Docker Guide](docker.md).

 ### Health Checks

-**SQL Server**: Validates database connectivity **API**: Checks service health and
-dependencies
+**SQL Server**: Validates database connectivity **API**: Checks service health
+and dependencies

 **Configuration**:

--- a/docs/archive/legacy-website-v1.md
+++ b/docs/archive/legacy-website-v1.md
@@ -1,56 +0,0 @@
-# Legacy Website Archive (`src/Website-v1`)
-
-This archive captures high-level notes about the previous Biergarten frontend so active
-project documentation can focus on the current website in `src/Website`.
-
-## Status
-
- `src/Website-v1` is retained for historical reference only
- It is not the active frontend used by current setup, docs, or testing guidance
- New product and engineering work should target `src/Website`
-
-## Legacy Stack Summary
-
-The archived frontend used a different application model from the current website:
-
- Next.js 14
- React 18
- Prisma
- Postgres / Neon-hosted database workflows
- Next.js API routes and server-side controllers
- Additional third-party integrations such as Cloudinary, Mapbox, and SparkPost
-
-## Why It Was Archived
-
-The active website moved to a React Router-based frontend that talks directly to the .NET
-API. As part of that shift, the main docs were updated to describe:
-
- `src/Website` as the active frontend
- React Router route modules and server rendering
- Storybook-based component documentation and tests
- Current frontend runtime variables: `API_BASE_URL`, `SESSION_SECRET`, and `NODE_ENV`
-
-## Legacy Documentation Topics Moved Out of Active Docs
-
-The following categories were removed from active documentation and intentionally archived:
-
- Next.js application structure guidance
- Prisma and Postgres frontend setup
- Legacy frontend environment variables
- External service setup that only applied to `src/Website-v1`
- Old frontend local setup instructions
-
-## When To Use This Archive
-
-Use this file only if you need to:
-
- inspect the historical frontend implementation
- compare old flows against the current website
- migrate or recover legacy logic from `src/Website-v1`
-
-For all active work, use:
-
- [Getting Started](../getting-started.md)
- [Architecture](../architecture.md)
- [Environment Variables](../environment-variables.md)
- [Testing](../testing.md)
--- a/docs/pipeline/ETHICS-AND-KNOWN-ISSUES.md
+++ b/docs/pipeline/ETHICS-AND-KNOWN-ISSUES.md
@@ -44,20 +44,20 @@ distributions, rating skews, activity profiles) will be handled the same way.
 as a source of truth for brewing techniques or cultural representation.**

 **Natural language processing, although a powerful tool for data analysis and
-generation is to be taken with scrutiny. Human language is not simply data
-points to be analyzed, but carries deep cultural and human meaning that
+generation is to be taken with scrutiny. Human language is not simply just data
+points to be analyzed, but it also carries deep cultural and human meaning that
 artificial intelligence is incapable of.**

 ---

 ## Model Bias and Language Quality

-The underlying model's training biases surface measurably in this pipeline.
-Output quality tracks with how well a language is represented in the training
-corpus: standard French (`fr-FR`) produces coherent text; regional variants like
-`fr-CD` and `fr-CI` are noticeably weaker; low-resource languages like Welsh,
-Māori, and Sicilian produce output that is syntactically plausible but often
-semantically broken.
+The underlying model's training biases surface within this pipeline. Output
+quality tracks with how well a language is represented in the training corpus:
+standard French (`fr-FR`) produces coherent text; regional variants like `fr-CD`
+and `fr-CI` are noticeably weaker; low-resource languages like Welsh, Māori, and
+Sicilian produce output that is syntactically plausible but often semantically
+broken.

 This is a property of the training distribution, not something that can be
 mitigated through prompt design. This is a well-documented characteristic of
@@ -180,13 +180,6 @@ translated `description_local`. Output quality is reliable for high-resource
 languages such as French, though it may struggle with regional variants and
 idiomatic phrasing.

-For languages such as Welsh (Wales), Māori (Aotearoa/New Zealand), or Sicilian
-(Sicily, Italy), the model can generate text that looks syntactically plausible
-but is semantically incoherent. This comes from limited training-data coverage
-rather than prompt engineering. The resource-tier gradient is illustrated by
-this set of French-speaking cities, where `fr-FR` (Paris) produces coherent
-output while `fr-CD` (Kinshasa) and `fr-CI` (Abidjan) do not:
-
 ```json
 [
  {
@@ -242,6 +235,15 @@ output while `fr-CD` (Kinshasa) and `fr-CI` (Abidjan) do not:
 ]
 ```

+This dataset, when fed into the pipeline will often times reason that a local
+variant of French is needed, but will often times just default to a standardized
+dialect of French, devoid of any cultural or linguistic nuance.
+
+For languages such as Welsh (Wales), Māori (Aotearoa/New Zealand), or Sicilian
+(Sicily, Italy), the model can generate text that looks syntactically plausible
+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)

@@ -261,11 +263,12 @@ Output sample:
 ## Footnotes

 [^llm-choke]:
-    See: "CHOKE: Certain Hallucinations Overriding Known Evidence," a term
-    coined by AI researcher Gwern Branwen to describe a failure mode where a
-    model produces confident, coherent, and factually wrong output in response
-    to a specific-sounding prompt. Source:
-    [Trust Me, I'm Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer](https://arxiv.org/abs/2502.12964)
+    CHOKE (Certain Hallucinations Overriding Known Evidence) is a hallucination
+    failure mode defined by Simhi et al. (2025), in which a model that can
+    consistently answer a question correctly produces a confident, wrong
+    response when the prompt is trivially perturbed. Source: Trust Me, I'm
+    Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer — Adi
+    Simhi, Itay Itzhak, Fazl Barez, Gabriel Stanovsky, Yonatan Belinkov.

 [^llm-bias]:
    e.g., Blasi et al. (2022), "Systematic Inequalities in Language Technology
@@ -284,9 +287,12 @@ Output sample:
    [creativecommons.org/licenses/by-sa/4.0](https://creativecommons.org/licenses/by-sa/4.0/deed.en).

 [^diacetyl-source]:
-    White Labs: "Diacetyl is a natural byproduct of fermentation… produced by
-    brewer's yeast… generally considered undesirable at any perceived level."
-    Source:
+    White Labs confirms that diacetyl is a yeast-derived fermentation byproduct:
+    specifically, a compound produced during amino acid metabolism that leaks
+    out of the yeast cell and oxidises into its characteristic buttery
+    off-flavour. It is generally considered undesirable at any perceived level
+    in most styles, though low levels are tolerated in some English ales and
+    European lagers. Source:
    [whitelabs.com — Compound Spotlight: Diacetyl](https://www.whitelabs.com/news-update-detail?id=54).

 [^diacetyl-rest]:
--- a/docs/pipeline/README.md
+++ b/docs/pipeline/README.md
@@ -6,7 +6,7 @@ descriptions via a local GGUF model or a deterministic mock.

 > **This pipeline produces AI-generated data.** It is not a source of truth for
 > brewing techniques, cultural representation, or local-language accuracy. See
-> [ETHICS-AND-KNOWN-ISSUES.md](ETHICS-AND-KNOWN-ISSUES.md) for full
+> [ETHICS-AND-KNOWN-ISSUES.md](./ETHICS-AND-KNOWN-ISSUES.md) for a full
 > documentation of limitations, hallucination patterns, and bias.

 ---
@@ -18,6 +18,7 @@ descriptions via a local GGUF model or a deterministic mock.
  - [Build](#build)
  - [Model](#model)
  - [Run](#run)
+- [Docker / RunPod](#docker--runpod)
 - [Architecture](#architecture)
  - [Pipeline Stages](#pipeline-stages)
  - [Key Components](#key-components)
@@ -51,7 +52,7 @@ step.

 ### Build

-Requirements: C++20 compiler, CMake 3.24+, libcurl, Boost (JSON and
+Requirements: C++20 compiler, CMake 3.31+, OpenSSL, Boost (JSON and
 ProgramOptions). SQLite is fetched from the upstream amalgamation, so no system
 SQLite package is required.

@@ -60,6 +61,16 @@ cmake -S . -B build
 cmake --build build
 ```

+CMake automatically detects whether a compatible llama.cpp installation is
+present on the system (`libllama`, `libggml`, `libggml-base`, and `llama.h`
+visible on the default search paths). If found, it links against those
+libraries and skips the FetchContent build. If not found, it fetches and builds
+llama.cpp from source at tag `b9012`. No additional flags are required in
+either case.
+
+Metal is enabled automatically on Apple Silicon. CUDA or HIP/ROCm is detected
+automatically on Linux when the relevant toolkit is present.
+
 ### Model

 > Skip this step if you only need `--mocked`.
@@ -74,33 +85,124 @@ curl -L \
 ### Run

 Run from `build/` so the copied `locations.json` and `prompts/` are available.
-Each run also writes a fresh dated SQLite file such as
+Each run writes a fresh dated SQLite file such as
 `biergarten_seed_2026-04-19T15-30-45.123456Z.sqlite` into the working directory.

 ```bash
 ./biergarten-pipeline --mocked
-./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 --seed -1
+
+./biergarten-pipeline \
+  --model ../models/google_gemma-4-E4B-it-Q6_K.gguf \
+  --prompt-dir prompts \
+  --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. |
-| `--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`.                                                  |
+| `--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.                                                                                |

 `--mocked` and `--model` are mutually exclusive. Omitting both exits with an
 error before the pipeline starts. Sampling flags are ignored when `--mocked` is
 set.

 The post-build step copies `prompts/` into `build/prompts/`. Rebuild after
-editing `prompts/system.md`.
+editing any prompt file.
+
+---
+
+## Docker / RunPod
+
+The `tooling/pipeline/runpod/` directory contains a GPU-ready container
+configuration for running the pipeline on RunPod or any Docker host with an
+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.
+
+`GGML_BACKEND_PATH` is set to `/usr/local/lib` so llama.cpp knows where to scan
+for backend plugins.
+
+### Build the image
+
+Run from the `tooling/pipeline/` directory (the CMake project root), not from
+inside `runpod/`, so the `COPY . .` step picks up the full project context.
+
+```bash
+docker build -t biergarten-pipeline:latest -f runpod/Dockerfile .
+```
+
+To monitor the full build output and confirm CMake selects the system llama.cpp:
+
+```bash
+docker build \
+  --progress=plain \
+  --no-cache \
+  -t biergarten-pipeline:latest \
+  -f runpod/Dockerfile \
+  . 2>&1 | tee build.log
+```
+
+Look for `[biergarten] Found system llama.cpp — skipping FetchContent` in the
+output to confirm the fast path was taken.
+
+### Run in mocked mode
+
+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.
+
+```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.
+
+### 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.

 ---

@@ -197,16 +299,18 @@ code, latitude, and longitude for each entry.
 ## Tech Stack

 - C++20
- CMake 3.24+
+- CMake 3.31+
 - Boost.JSON, Boost.ProgramOptions, Boost.DI
 - spdlog
- libcurl
+- cpp-httplib (with OpenSSL)
 - SQLite amalgamation fetched and compiled via CMake FetchContent
- llama.cpp
+- llama.cpp (auto-detected from system install or fetched via FetchContent)
+- Docker with NVIDIA CUDA 12.6 base image for GPU container builds
+- RunPod for cloud GPU inference

-The build fetches Boost.DI, spdlog, llama.cpp, and SQLite via CMake. Metal is
-enabled on Apple Silicon; CUDA or HIP/ROCm is detected on Linux when the toolkit
-is present.
+The build fetches Boost.DI, spdlog, and SQLite via CMake. llama.cpp is fetched
+only when a system installation is not detected. Metal is enabled on Apple
+Silicon; CUDA or HIP/ROCm is detected on Linux when the toolkit is present.

 > **Code Style:** Modern C++20 throughout — RAII for ownership,
 > `std::unique_ptr` for injected dependencies, `std::optional` for parse
@@ -218,7 +322,7 @@ is present.

 ## Tested Hardware

-### ARM macOS - M1 Pro
+### ARM macOS — M1 Pro

 |           |                                   |
 | --------- | --------------------------------- |
@@ -229,7 +333,7 @@ is present.
 | Model     | Gemma 4 E4B                       |
 | Inference | llama.cpp with Metal              |

-### x86_64 Linux - NVIDIA RTX 2000
+### x86_64 Linux — NVIDIA RTX 2000

 |           |                                |
 | --------- | ------------------------------ |
@@ -240,6 +344,15 @@ is present.
 | Model     | Gemma 4 E4B                    |
 | Inference | llama.cpp with CUDA 12.x       |

+### x86_64 Linux — Docker / RunPod (NVIDIA CUDA)
+
+|           |                                             |
+| --------- | ------------------------------------------- |
+| Host      | RunPod GPU pod                              |
+| Base      | nvidia/cuda:12.6.3-devel-ubuntu24.04        |
+| Model     | Gemma 4 E4B Q6_K                            |
+| Inference | llama.cpp prebuilt CUDA backends via dlopen |
+
 ---

 ## Fixture Strategy
@@ -260,8 +373,9 @@ is present.
 | `includes/`                  | Public headers and shared models.                  |
 | `src/`                       | Implementation files.                              |
 | `locations.json`             | Curated city input copied into the build tree.     |
-| `prompts/`                   | System prompt used by the model-backed path.       |
+| `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. |

 ---
@@ -276,6 +390,7 @@ is present.
 - `src/data_generation/llama/` — local inference, prompt loading, output
  validation.
 - `src/data_generation/mock/` — deterministic fallback.
+- `tooling/pipeline/runpod/` — container build and runtime launcher.

 ---

--- a/docs/pipeline/diagrams/biergarten-weizen-theme.puml
+++ b/docs/pipeline/diagrams/biergarten-weizen-theme.puml
--- a/docs/pipeline/diagrams/current/activity.puml
+++ b/docs/pipeline/diagrams/current/activity.puml
@@ -29,7 +29,7 @@ if (Are arguments valid?) then (no)
 else (yes)
 endif

-:Init CurlGlobalState & LlamaBackendState;
+:Init OpenSSL global state & LlamaBackendState;
 :di::make_injector(...);
 :injector.create<std::unique_ptr<BiergartenDataGenerator>>();
 :BiergartenDataGenerator::Run();
--- a/docs/pipeline/diagrams/current/class.puml
+++ b/docs/pipeline/diagrams/current/class.puml
@@ -52,7 +52,7 @@ interface WebClient <<interface>> {
  + UrlEncode(value : const std::string&) : std::string
 }

-class CURLWebClient {
+class HttpWebClient {
  + Get(url : const std::string&) : std::string
  + UrlEncode(value : const std::string&) : std::string
 }
@@ -130,7 +130,7 @@ BiergartenDataGenerator *-- IExportService : owns
 IEnrichmentService <|.. WikipediaService : implements
 WikipediaService *-- WebClient : owns

-WebClient <|.. CURLWebClient : implements
+WebClient <|.. HttpWebClient : implements

 DataGenerator <|.. MockGenerator : implements
 DataGenerator <|.. LlamaGenerator : implements
--- 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
@@ -13,7 +13,7 @@ if (Invalid args?) then (yes)
  stop
 else (no)
 endif
-:Init CurlGlobalState & LlamaBackendState;
+:Init OpenSSL global state & LlamaBackendState;
 :Build DI injector;

 :Initialize SqliteExportService;
@@ -235,36 +235,80 @@ end fork
 note right
  Both brewery_pool_ and beer_pool_
  are now completely populated.
+  Checkin and Follow phases may
+  now run in parallel.
 end note

 ' ═══════════════════════════════════════════
-' PHASE 2 — CHECKIN GENERATION
+' PHASE 2 — CHECKIN + FOLLOW GENERATION
+' (parallel — both depend only on user_pool_
+'  and brewery_pool_ being fully populated)
 ' ═══════════════════════════════════════════
-:RunCheckinPhase();
-:ICheckinDistributionStrategy::\nAssignActivityWeights(user_pool_);
-note right
-  Weights seeded from each user's
-  persona.checkin_weight. J-curve profile
-  emerges from persona distribution.
-end note
+fork
+  |Orchestrator|
+  :RunCheckinPhase();
+  :ICheckinDistributionStrategy::\nAssignActivityWeights(user_pool_);
+  note right
+    Weights seeded from each user's
+    persona.checkin_weight. J-curve profile
+    emerges from persona distribution.
+  end note

-:BEGIN TRANSACTION;
-while (For each GeneratedUser in user_pool_?) is (remaining)
-  :CheckinsForUser(user, brewery_pool_.size());
-  while (For each checkin index?) is (remaining)
-    :TimestampFor(user, index);
-    :Select brewery from brewery_pool_;
-    :GenerateCheckin(user, brewery, timestamp)\nvia DataGenerator;
-    :ProcessCheckin(checkin);
-    :PipelineLogger::Log(Info, CheckinGeneration,\n  nullopt, checkin_id, "sqlite");
-    :Append -> checkin_pool_;
+  :BEGIN TRANSACTION;
+  while (For each GeneratedUser in user_pool_?) is (remaining)
+    :CheckinsForUser(user, brewery_pool_.size());
+    while (For each checkin index?) is (remaining)
+      :TimestampFor(user, index);
+      :Select brewery from brewery_pool_;
+      :GenerateCheckin(user, brewery, timestamp)\nvia DataGenerator;
+      :ProcessCheckin(checkin);
+      :PipelineLogger::Log(Info, CheckinGeneration,\n  nullopt, checkin_id, "sqlite");
+      :Append -> checkin_pool_;
+      if (Batch size reached?) then (yes)
+        :COMMIT & BEGIN;
+      else (no)
+      endif
+    endwhile (done)
+  endwhile (done)
+  :COMMIT (Final);
+
+fork again
+  |Orchestrator|
+  :RunFollowPhase();
+  :IFollowGenerationStrategy::\nAssignFollowWeights(user_pool_);
+  note right
+    For RandomFollowStrategy, weights
+    are uniform. For ActivityWeightedFollowStrategy,
+    weights derived from user.activity_weight
+    so high-activity users attract more followers.
+  end note
+
+  :BEGIN TRANSACTION;
+  :IFollowGenerationStrategy::\nGenerateFollows(user_pool_);
+  note right
+    Self-follow constraint (follower_id != followed_id)
+    enforced here and at the DB schema level.
+  end note
+  while (For each GeneratedFollow?) is (remaining)
+    :ProcessFollow(follow);
+    :PipelineLogger::Log(Info, FollowGeneration,\n  nullopt, follower_id, "sqlite");
+    :Append -> follow_pool_;
    if (Batch size reached?) then (yes)
      :COMMIT & BEGIN;
    else (no)
    endif
  endwhile (done)
-endwhile (done)
-:COMMIT (Final);
+  :COMMIT (Final);
+
+end fork
+
+|Orchestrator|
+:Join CheckinPhase, FollowPhase;
+note right
+  checkin_pool_ and follow_pool_
+  are now fully populated.
+  Rating phase may begin.
+end note

 ' ═══════════════════════════════════════════
 ' PHASE 3 — RATING GENERATION
--- a/docs/pipeline/diagrams/planned/class.puml
+++ b/docs/pipeline/diagrams/planned/class.puml
@@ -80,80 +80,99 @@ package "Domain: Models" {
    + note : std::string
  }

+  class GenerationMetadata {
+    + generation_id : uint64_t
+    + generated_time : std::string
+    + context_provided : bool
+    + generated_with : std::string
+  }
+
  class GeneratedBrewery {
-    + brewery_id : sqlite3_int64
+    + brewery_id : uint64_t
    + location : Location
    + brewery : BreweryResult
    + context_completeness : LocationContext::Completeness
-    + generated_at : std::string
+    + metadata : GenerationMetadata
  }

  class GeneratedBeer {
-    + beer_id : sqlite3_int64
-    + brewery_id : sqlite3_int64
+    + beer_id : uint64_t
+    + brewery_id : uint64_t
    + location : Location
    + style : BeerStyle
    + beer : BeerResult
-    + generated_at : std::string
+    + metadata : GenerationMetadata
  }

  class GeneratedUser {
-    + user_id : sqlite3_int64
+    + user_id : uint64_t
    + location : Location
    + user : UserResult
-    + generated_at : std::string
+    + metadata : GenerationMetadata
  }

  class GeneratedCheckin {
-    + checkin_id : sqlite3_int64
-    + user_id : sqlite3_int64
-    + brewery_id : sqlite3_int64
+    + checkin_id : uint64_t
+    + user_id : uint64_t
+    + brewery_id : uint64_t
    + checkin : CheckinResult
-    + generated_at : std::string
+    + metadata : GenerationMetadata
  }

  class GeneratedRating {
-    + user_id : sqlite3_int64
-    + beer_id : sqlite3_int64
-    + checkin_id : sqlite3_int64
+    + user_id : uint64_t
+    + beer_id : uint64_t
+    + checkin_id : uint64_t
    + rating : RatingResult
-    + generated_at : std::string
+    + metadata : GenerationMetadata
  }

+  class GeneratedFollow {
+    + follower_id : uint64_t
+    + followed_id : uint64_t
+    + metadata : GenerationMetadata
+  }
+
+  class UserPersona {
+    + name: std::string
+    + description: std::string
+    + style_affinities: std::vector<std::string>
+  }

  LocationContext *-- Completeness
 }
-
-package "Domain: Application Configuration"{
+@startuml
+package "Domain: Application Configuration" {
  class SamplingOptions {
-    + temperature : float = 1.0F
-    + top_p : float = 0.95F
-    + top_k : uint32_t = 64
-    + n_ctx : uint32_t = 8192
-    + seed : int = -1
+    + temperature: float = 1.0F
+    + top_p: float = 0.95F
+    + top_k: uint32_t = 64
+    + n_ctx: uint32_t = 8192
+    + seed: int = -1
  }

  class GeneratorOptions {
-    + model_path : std::filesystem::path
-    + use_mocked : bool = false
-    + sampling : SamplingOptions
+    + model_path: std::filesystem::path
+    + use_mocked: bool = false
+    + sampling: std::optional<SamplingOptions>
  }

  class PipelineOptions {
-    + output_path : std::filesystem::path
-    + log_path : std::filesystem::path
+    + output_path: std::filesystem::path
+    + log_path: std::filesystem::path
  }

  class ApplicationOptions {
-    + generator : GeneratorOptions
-    + pipeline : PipelineOptions
+    + generator: GeneratorOptions
+    + pipeline: PipelineOptions
  }

  ' --- Domain Model Relationships ---
  ApplicationOptions *-- GeneratorOptions
  ApplicationOptions *-- PipelineOptions
-  GeneratorOptions   *-- SamplingOptions
+  GeneratorOptions o-- SamplingOptions
 }
+@endum

 package "Domain: Policy" {

@@ -204,6 +223,33 @@ package "Domain: Policy" {
    + CheckinsForUser(user : const GeneratedUser&,\n  brewery_count : size_t) : size_t
    + TimestampFor(user : const GeneratedUser&,\n  index : size_t) : std::string
  }
+
+  class RandomCheckinStrategy {
+    - rng_ : std::mt19937
+    - min_checkins_ : size_t
+    - max_checkins_ : size_t
+    + AssignActivityWeights(users : std::vector<GeneratedUser>&) : void
+    + CheckinsForUser(user : const GeneratedUser&,\n  brewery_count : size_t) : size_t
+    + TimestampFor(user : const GeneratedUser&,\n  index : size_t) : std::string
+  }
+
+  interface FollowGenerationStrategy <<interface>> {
+    + GenerateFollows(users : const std::vector<GeneratedUser>&) : std::vector<GeneratedFollow>
+  }
+
+  class RandomFollowStrategy {
+    - rng_ : std::mt19937
+    - min_follows_ : size_t
+    - max_follows_ : size_t
+    + GenerateFollows(users : const std::vector<GeneratedUser>&) : std::vector<GeneratedFollow>
+  }
+
+  class ActivityWeightedFollowStrategy {
+    - rng_ : std::mt19937
+    - min_follows_ : size_t
+    - max_follows_ : size_t
+    + GenerateFollows(users : const std::vector<GeneratedUser>&) : std::vector<GeneratedFollow>
+  }
 }

 package "Infrastructure: Logging" {
@@ -220,6 +266,7 @@ package "Infrastructure: Logging" {
    BreweryAndBeerGeneration
    CheckinGeneration
    RatingGeneration
+    FollowGeneration
    Teardown
  }

@@ -309,7 +356,7 @@ package "Infrastructure: Enrichment" {
    + UrlEncode(value : const std::string&) : std::string
  }

-  class CURLWebClient {
+  class HttpWebClient {
    + Get(url : const std::string&) : std::string
    + UrlEncode(value : const std::string&) : std::string
  }
@@ -320,10 +367,10 @@ package "Infrastructure: Data Generation" {

  interface DataGenerator <<interface>> {
    + GenerateBrewery(location : const Location&,\n  context : const LocationContext&) : BreweryResult
-    + GenerateBeer(brewery_id : sqlite3_int64,\n  location : const Location&,\n  context : const LocationContext&,\n  style : const BeerStyle&) : BeerResult
+    + GenerateBeer(brewery_id : uint64_t,\n  location : const Location&,\n  context : const LocationContext&,\n  style : const BeerStyle&) : BeerResult
    + GenerateUser(location : const Location&) : 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 : sqlite3_int64) : RatingResult
+    + GenerateRating(user : const GeneratedUser&,\n  beer : const GeneratedBeer&,\n  checkin_id : uint64_t) : RatingResult
  }

  class MockGenerator {
@@ -366,11 +413,12 @@ package "Infrastructure: Data Export" {

  interface ExportService <<interface>> {
    + Initialize() : void
-    + ProcessBrewery(brewery : const GeneratedBrewery&) : sqlite3_int64
-    + ProcessBeer(beer : const GeneratedBeer&) : sqlite3_int64
-    + ProcessUser(user : const GeneratedUser&) : sqlite3_int64
-    + ProcessCheckin(checkin : const GeneratedCheckin&) : sqlite3_int64
+    + ProcessBrewery(brewery : const GeneratedBrewery&) : uint64_t
+    + ProcessBeer(beer : const GeneratedBeer&) : uint64_t
+    + ProcessUser(user : const GeneratedUser&) : uint64_t
+    + ProcessCheckin(checkin : const GeneratedCheckin&) : uint64_t
    + ProcessRating(rating : const GeneratedRating&) : void
+    + ProcessFollow(follow : const GeneratedFollow&) : void
    + Finalize() : void
  }

@@ -383,15 +431,17 @@ package "Infrastructure: Data Export" {
    - insert_user_stmt_ : SqliteStatementHandle
    - insert_checkin_stmt_ : SqliteStatementHandle
    - insert_rating_stmt_ : SqliteStatementHandle
+    - insert_follow_stmt_ : SqliteStatementHandle
    - transaction_open_ : bool
-    - location_cache_ : std::unordered_map<std::string, sqlite3_int64>
-    - brewery_cache_ : std::unordered_map<std::string, sqlite3_int64>
+    - location_cache_ : std::unordered_map<std::string, uint64_t>
+    - brewery_cache_ : std::unordered_map<std::string, uint64_t>
    + Initialize() : void
-    + ProcessBrewery(brewery : const GeneratedBrewery&) : sqlite3_int64
-    + ProcessBeer(beer : const GeneratedBeer&) : sqlite3_int64
-    + ProcessUser(user : const GeneratedUser&) : sqlite3_int64
-    + ProcessCheckin(checkin : const GeneratedCheckin&) : sqlite3_int64
-    + ProcessRating(rating : const GeneratedRating&) : void
+    + ProcessRecord(brewery : const GeneratedBrewery&) : uint64_t
+    + ProcessRecord(beer : const GeneratedBeer&) : uint64_t
+    + ProcessRecord(user : const GeneratedUser&) : uint64_t
+    + ProcessRecord(checkin : const GeneratedCheckin&) : uint64_t
+    + ProcessRecord(rating : const GeneratedRating&) : void
+    + ProcessRecord(follow : const GeneratedFollow&) : void
    + Finalize() : void
    - InitializeSchema() : void
    - PrepareStatements() : void
@@ -421,6 +471,7 @@ class BiergartenPipelineOrchestrator {
  - sampling_strategy_ : std::unique_ptr<SamplingStrategy>
  - beer_selection_strategy_ : std::unique_ptr<BeerSelectionStrategy>
  - checkin_strategy_ : std::unique_ptr<CheckinDistributionStrategy>
+  - follow_strategy_ : std::unique_ptr<FollowGenerationStrategy>
  - beer_style_palette_ : std::vector<BeerStyle>
  - options_ : ApplicationOptions
  --
@@ -428,12 +479,14 @@ class BiergartenPipelineOrchestrator {
  - brewery_pool_ : std::vector<GeneratedBrewery>
  - beer_pool_ : std::vector<GeneratedBeer>
  - checkin_pool_ : std::vector<GeneratedCheckin>
+  - follow_pool_ : std::vector<GeneratedFollow>
  --
  + Run() : bool
  - RunUserPhase(locations : const std::vector<Location>&) : void
  - RunBreweryAndBeerPhase(locations : const std::vector<Location>&) : void
  - RunCheckinPhase() : void
  - RunRatingPhase() : void
+  - RunFollowPhase() : void
 }

 ' --- Orchestration Aggregations (Services & Strategies) ---
@@ -442,6 +495,7 @@ BiergartenPipelineOrchestrator *--  EnrichmentService
 BiergartenPipelineOrchestrator *--  DataGenerator
 BiergartenPipelineOrchestrator *--  ExportService
 BiergartenPipelineOrchestrator *--  CheckinDistributionStrategy
+BiergartenPipelineOrchestrator *--  FollowGenerationStrategy
 BiergartenPipelineOrchestrator *--  SamplingStrategy
 BiergartenPipelineOrchestrator *--  BeerSelectionStrategy
 BiergartenPipelineOrchestrator *--  ApplicationOptions
@@ -452,6 +506,7 @@ BiergartenPipelineOrchestrator *-- "0..*" GeneratedUser    : user_pool_
 BiergartenPipelineOrchestrator *-- "0..*" GeneratedBrewery : brewery_pool_
 BiergartenPipelineOrchestrator *-- "0..*" GeneratedBeer    : beer_pool_
 BiergartenPipelineOrchestrator *-- "0..*" GeneratedCheckin : checkin_pool_
+BiergartenPipelineOrchestrator *-- "0..*" GeneratedFollow  : follow_pool_

 ' --- Interfaces & Implementations ---
 DataPreloader                  <|.. JsonLoader
@@ -461,8 +516,11 @@ ContextStrategy                <|.. BeerContextStrategy
 SamplingStrategy               <|.. UniformSamplingStrategy
 BeerSelectionStrategy          <|.. RandomBeerSelectionStrategy
 CheckinDistributionStrategy    <|.. JCurveCheckinStrategy
+CheckinDistributionStrategy    <|.. RandomCheckinStrategy
+FollowGenerationStrategy       <|.. RandomFollowStrategy
+FollowGenerationStrategy       <|.. ActivityWeightedFollowStrategy
 EnrichmentService              <|.. WikipediaService
-WebClient                      <|.. CURLWebClient
+WebClient                      <|.. HttpWebClient
 DataGenerator                  <|.. MockGenerator
 DataGenerator                  <|.. LlamaGenerator
 PromptFormatter                <|.. Gemma4JinjaPromptFormatter
@@ -485,12 +543,18 @@ EnrichedCity                   *--  Location
 EnrichedCity                   *--  LocationContext
 GeneratedBrewery               *--  Location
 GeneratedBrewery               *--  BreweryResult
+GeneratedBrewery               *--  GenerationMetadata
 GeneratedBeer                  *--  Location
 GeneratedBeer                  *--  BeerStyle
 GeneratedBeer                  *--  BeerResult
+GeneratedBeer                  *--  GenerationMetadata
 GeneratedUser                  *--  Location
 GeneratedUser                  *--  UserResult
+GeneratedUser                  *--  GenerationMetadata
 GeneratedCheckin               *--  CheckinResult
+GeneratedCheckin               *--  GenerationMetadata
 GeneratedRating                *--  RatingResult
+GeneratedRating                *--  GenerationMetadata
+GeneratedFollow                *--  GenerationMetadata

@enduml
--- 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/pipeline/out-sample/french-cities.example
+++ b/pipeline/out-sample/french-cities.example
--- a/docs/website/diagrams-out/architecture.svg
+++ b/docs/website/diagrams-out/architecture.svg
--- a/docs/website/diagrams-out/authentication-flow.svg
+++ b/docs/website/diagrams-out/authentication-flow.svg
--- a/docs/website/diagrams-out/database-schema.svg
+++ b/docs/website/diagrams-out/database-schema.svg
--- a/docs/website/diagrams-out/deployment.svg
+++ b/docs/website/diagrams-out/deployment.svg
--- a/docs/website/diagrams-src/architecture.puml
+++ b/docs/website/diagrams-src/architecture.puml
--- a/docs/website/diagrams-src/authentication-flow.puml
+++ b/docs/website/diagrams-src/authentication-flow.puml
--- a/docs/website/diagrams-src/database-schema.puml
+++ b/docs/website/diagrams-src/database-schema.puml
--- a/docs/website/diagrams-src/deployment.puml
+++ b/docs/website/diagrams-src/deployment.puml
--- a/docs/website/docker.md
+++ b/docs/website/docker.md
@@ -1,7 +1,7 @@
 # Docker Guide

-This document covers Docker deployment, configuration, and troubleshooting for The
-Biergarten App.
+This document covers Docker deployment, configuration, and troubleshooting for
+The Biergarten App.

 ## Overview

@@ -13,7 +13,8 @@ The project uses Docker Compose to orchestrate multiple services:
 - .NET API
 - Test runners

-See the [deployment diagram](diagrams/pdf/deployment.pdf) for visual representation.
+See the [deployment diagram](diagrams/pdf/deployment.pdf) for visual
+representation.

 ## Docker Compose Environments

@@ -144,7 +145,11 @@ api.core / tests (start when ready)

 ```yaml
 healthcheck:
-  test: ['CMD-SHELL', "sqlcmd -S localhost -U sa -P '${DB_PASSWORD}' -C -Q 'SELECT 1'"]
+  test:
+    [
+      "CMD-SHELL",
+      "sqlcmd -S localhost -U sa -P '${DB_PASSWORD}' -C -Q 'SELECT 1'",
+    ]
  interval: 10s
  timeout: 5s
  retries: 12
@@ -209,16 +214,16 @@ Each environment uses isolated bridge networks:
 All containers are configured via environment variables from `.env` files:

 ```yaml
-env_file: '.env.dev' # or .env.test, .env.prod
+env_file: ".env.dev" # or .env.test, .env.prod

 environment:
-  ASPNETCORE_ENVIRONMENT: 'Development'
-  DOTNET_RUNNING_IN_CONTAINER: 'true'
-  DB_SERVER: '${DB_SERVER}'
-  DB_NAME: '${DB_NAME}'
-  DB_USER: '${DB_USER}'
-  DB_PASSWORD: '${DB_PASSWORD}'
-  JWT_SECRET: '${JWT_SECRET}'
+  ASPNETCORE_ENVIRONMENT: "Development"
+  DOTNET_RUNNING_IN_CONTAINER: "true"
+  DB_SERVER: "${DB_SERVER}"
+  DB_NAME: "${DB_NAME}"
+  DB_USER: "${DB_USER}"
+  DB_PASSWORD: "${DB_PASSWORD}"
+  JWT_SECRET: "${JWT_SECRET}"
 ```

 For complete list, see [Environment Variables](environment-variables.md).
--- a/docs/website/environment-variables.md
+++ b/docs/website/environment-variables.md
@@ -1,7 +1,7 @@
 # Environment Variables

-This document covers the active environment variables used by the current Biergarten
-stack.
+This document covers the active environment variables used by the current
+Biergarten stack.

 ## Overview

@@ -19,8 +19,8 @@ Direct environment variable access via `Environment.GetEnvironmentVariable()`.

 ### Frontend (`src/Website`)

-The active website reads runtime values from the server environment for its auth and API
-integration.
+The active website reads runtime values from the server environment for its auth
+and API integration.

 ### Docker

@@ -54,14 +54,15 @@ Provide complete connection string:
 DB_CONNECTION_STRING="Server=localhost,1433;Database=Biergarten;User Id=sa;Password=YourStrong!Passw0rd;TrustServerCertificate=True;"
 ```

-**Priority**: `DB_CONNECTION_STRING` is checked first. If not found, connection string is
-built from components.
+**Priority**: `DB_CONNECTION_STRING` is checked first. If not found, connection
+string is built from components.

 **Implementation**: See `DefaultSqlConnectionFactory.cs`

 ### JWT Authentication Secrets (Backend)

-The backend uses separate secrets for different token types to enable independent key rotation and validation isolation.
+The backend uses separate secrets for different token types to enable
+independent key rotation and validation isolation.

 ```bash
 # Access token secret (1-hour tokens)
@@ -131,8 +132,8 @@ DOTNET_RUNNING_IN_CONTAINER=true     # Flag for container execution

 ## Frontend Variables (`src/Website`)

-The active website does not use the old Next.js/Prisma environment model. Its core runtime
-variables are:
+The active website does not use the old Next.js/Prisma environment model. Its
+core runtime variables are:

 ```bash
 API_BASE_URL=http://localhost:8080       # Base URL for the .NET API
@@ -208,9 +209,10 @@ cp .env.example .env.dev

 ## Legacy Frontend Variables

-Variables for the archived Next.js frontend (`src/Website-v1`) have been removed from this
-active reference. See [archive/legacy-website-v1.md](archive/legacy-website-v1.md) if you
-need the legacy Prisma, Cloudinary, Mapbox, or SparkPost notes.
+Variables for the archived Next.js frontend (`src/Website-v1`) have been removed
+from this active reference. See
+[archive/legacy-website-v1.md](archive/legacy-website-v1.md) if you need the
+legacy Prisma, Cloudinary, Mapbox, or SparkPost notes.

 **Docker Compose Mapping**:

@@ -243,8 +245,8 @@ need the legacy Prisma, Cloudinary, Mapbox, or SparkPost notes.
 | `MSSQL_PID`                   |         |          |   ✓    |    No    | SQL Server edition         |
 | `DOTNET_RUNNING_IN_CONTAINER` |    ✓    |          |   ✓    |    No    | Container flag             |

-\* Either `DB_CONNECTION_STRING` OR the component variables (`DB_SERVER`, `DB_NAME`,
-`DB_USER`, `DB_PASSWORD`) must be provided.
+\* Either `DB_CONNECTION_STRING` OR the component variables (`DB_SERVER`,
+`DB_NAME`, `DB_USER`, `DB_PASSWORD`) must be provided.

 ## Validation

@@ -258,8 +260,8 @@ Variables are validated at startup:

 ### Frontend Validation

-The active website relies on runtime defaults for local development and the surrounding
-server environment in deployed environments.
+The active website relies on runtime defaults for local development and the
+surrounding server environment in deployed environments.

 - `API_BASE_URL` defaults to `http://localhost:8080`
 - `SESSION_SECRET` falls back to a development-only local secret
--- a/docs/website/getting-started.md
+++ b/docs/website/getting-started.md
@@ -1,7 +1,7 @@
 # Getting Started

-This guide covers local setup for the current Biergarten stack: the .NET backend in
-`src/Core` and the active React Router frontend in `src/Website`.
+This guide covers local setup for the current Biergarten stack: the .NET backend
+in `src/Core` and the active React Router frontend in `src/Website`.

 ## Prerequisites

@@ -128,8 +128,9 @@ dotnet run --project API/API.Core/API.Core.csproj

 ## Legacy Frontend Note

-The previous Next.js frontend now lives in `src/Website-v1` and is not the active website.
-Legacy setup details have been moved to [docs/archive/legacy-website-v1.md](archive/legacy-website-v1.md).
+The previous Next.js frontend now lives in `src/Website-v1` and is not the
+active website. Legacy setup details have been moved to
+[docs/archive/legacy-website-v1.md](archive/legacy-website-v1.md).

 ## Next Steps

--- a/docs/website/testing.md
+++ b/docs/website/testing.md
@@ -1,6 +1,7 @@
 # Testing

-This document describes the testing strategy and how to run tests for The Biergarten App.
+This document describes the testing strategy and how to run tests for The
+Biergarten App.

 ## Overview

@@ -9,13 +10,15 @@ The project uses a multi-layered testing approach across backend and frontend:
 - **API.Specs** - BDD integration tests using Reqnroll (Gherkin)
 - **Infrastructure.Repository.Tests** - Unit tests for data access layer
 - **Service.Auth.Tests** - Unit tests for authentication business logic
- **Storybook Vitest project** - Browser-based interaction tests for shared website stories
- **Storybook Playwright suite** - Browser checks against Storybook-rendered components
+- **Storybook Vitest project** - Browser-based interaction tests for shared
+  website stories
+- **Storybook Playwright suite** - Browser checks against Storybook-rendered
+  components

 ## Running Tests with Docker (Recommended)

-The easiest way to run all tests is using Docker Compose, which sets up an isolated test
-environment:
+The easiest way to run all tests is using Docker Compose, which sets up an
+isolated test environment:

 ```bash
 docker compose -f docker-compose.test.yaml up --abort-on-container-exit
@@ -98,7 +101,8 @@ npm run test:storybook

 **Purpose**:

- Verifies shared stories such as form fields, submit buttons, navbar states, toasts, and the theme gallery
+- Verifies shared stories such as form fields, submit buttons, navbar states,
+  toasts, and the theme gallery
 - Runs in browser mode via Vitest and Storybook integration

 ### Frontend Playwright Storybook Tests
@@ -113,7 +117,8 @@ npm run test:storybook:playwright

 - Storybook dependencies installed
 - Playwright browser dependencies installed
- The command will start or reuse the Storybook server defined in `playwright.storybook.config.ts`
+- The command will start or reuse the Storybook server defined in
+  `playwright.storybook.config.ts`

 ## Test Coverage

@@ -278,7 +283,8 @@ Scenario: User login with valid credentials

 ## Continuous Integration

-Tests run automatically in CI/CD pipelines using the test Docker Compose configuration:
+Tests run automatically in CI/CD pipelines using the test Docker Compose
+configuration:

 ```bash
 # CI/CD command
@@ -292,7 +298,8 @@ Exit codes:
 - `0` - All tests passed
 - Non-zero - Test failures occurred

-Frontend UI checks should also be included in CI for the active website workspace:
+Frontend UI checks should also be included in CI for the active website
+workspace:

 ```bash
 cd src/Website
--- a/docs/website/token-validation.md
+++ b/docs/website/token-validation.md
@@ -2,11 +2,14 @@

 ## Overview

-The Core project implements comprehensive JWT token validation across three token types:
+The Core project implements comprehensive JWT token validation across three
+token types:

 - **Access Tokens**: Short-lived (1 hour) tokens for API authentication
- **Refresh Tokens**: Long-lived (21 days) tokens for obtaining new access tokens
- **Confirmation Tokens**: Short-lived (30 minutes) tokens for email confirmation
+- **Refresh Tokens**: Long-lived (21 days) tokens for obtaining new access
+  tokens
+- **Confirmation Tokens**: Short-lived (30 minutes) tokens for email
+  confirmation

 ## Components

@@ -17,10 +20,13 @@ The Core project implements comprehensive JWT token validation across three toke
 Low-level JWT operations.

 **Methods:**
+
 - `GenerateJwt()` - Creates signed JWT tokens
 - `ValidateJwtAsync()` - Validates token signature, expiration, and format

-**Implementation:** [JwtInfrastructure.cs](Infrastructure.Jwt/JwtInfrastructure.cs)
+**Implementation:**
+[JwtInfrastructure.cs](Infrastructure.Jwt/JwtInfrastructure.cs)
+
 - Uses Microsoft.IdentityModel.JsonWebTokens.JsonWebTokenHandler
 - Algorithm: HS256 (HMAC-SHA256)
 - Validates token lifetime, signature, and well-formedness
@@ -32,16 +38,20 @@ Low-level JWT operations.
 High-level token validation with context (token type, user extraction).

 **Methods:**
+
 - `ValidateAccessTokenAsync(string token)` - Validates access tokens
 - `ValidateRefreshTokenAsync(string token)` - Validates refresh tokens
 - `ValidateConfirmationTokenAsync(string token)` - Validates confirmation tokens

 **Returns:** `ValidatedToken` record containing:
+
 - `UserId` (Guid)
 - `Username` (string)
 - `Principal` (ClaimsPrincipal) - Full JWT claims

-**Implementation:** [TokenValidationService.cs](Service.Auth/TokenValidationService.cs)
+**Implementation:**
+[TokenValidationService.cs](Service.Auth/TokenValidationService.cs)
+
 - Reads token secrets from environment variables
 - Extracts and validates claims (Sub, UniqueName)
 - Throws `UnauthorizedException` on validation failure
@@ -51,15 +61,18 @@ High-level token validation with context (token type, user extraction).
 Token generation (existing service extended).

 **Methods:**
+
 - `GenerateAccessToken(UserAccount)` - Creates 1-hour access token
 - `GenerateRefreshToken(UserAccount)` - Creates 21-day refresh token
- `GenerateConfirmationToken(UserAccount)` - Creates 30-minute confirmation token
+- `GenerateConfirmationToken(UserAccount)` - Creates 30-minute confirmation
+  token

 ### Integration Points

 #### [ConfirmationService](Service.Auth/IConfirmationService.cs)

 **Flow:**
+
 1. Receives confirmation token from user
 2. Calls `TokenValidationService.ValidateConfirmationTokenAsync()`
 3. Extracts user ID from validated token
@@ -69,6 +82,7 @@ Token generation (existing service extended).
 #### [RefreshTokenService](Service.Auth/RefreshTokenService.cs)

 **Flow:**
+
 1. Receives refresh token from user
 2. Calls `TokenValidationService.ValidateRefreshTokenAsync()`
 3. Retrieves user account via `AuthRepository.GetUserByIdAsync()`
@@ -78,6 +92,7 @@ Token generation (existing service extended).
 #### [AuthController](API.Core/Controllers/AuthController.cs)

 **Endpoints:**
+
 - `POST /api/auth/register` - Register new user
 - `POST /api/auth/login` - Authenticate user
 - `POST /api/auth/confirm?token=...` - Confirm email
@@ -88,11 +103,13 @@ Token generation (existing service extended).
 ### Token Secrets

 Three independent secrets enable:
+
 - **Key rotation** - Rotate each secret type independently
 - **Isolation** - Compromise of one secret doesn't affect others
 - **Different expiration** - Different token types can expire at different rates

 **Environment Variables:**
+
 ```bash
 ACCESS_TOKEN_SECRET=...           # Signs 1-hour access tokens
 REFRESH_TOKEN_SECRET=...          # Signs 21-day refresh tokens
@@ -111,6 +128,7 @@ Each token is validated for:
 ### Error Handling

 Validation failures return HTTP 401 Unauthorized:
+
 - Invalid signature → "Invalid token"
 - Expired token → "Invalid token" (message doesn't reveal reason for security)
 - Missing claims → "Invalid token"
@@ -149,16 +167,19 @@ Validation failures return HTTP 401 Unauthorized:
 ### Unit Tests

 **TokenValidationService.test.cs**
+
 - Happy path: Valid token extraction
 - Error cases: Invalid, expired, malformed tokens
 - Missing/invalid claims scenarios

 **RefreshTokenService.test.cs**
+
 - Successful refresh with valid token
 - Invalid/expired refresh token rejection
 - Non-existent user handling

 **ConfirmationService.test.cs**
+
 - Successful confirmation with valid token
 - Token validation failures
 - User not found scenarios
@@ -166,16 +187,19 @@ Validation failures return HTTP 401 Unauthorized:
 ### BDD Tests (Reqnroll)

 **TokenRefresh.feature**
+
 - Successful token refresh
 - Invalid/expired token rejection
 - Missing token validation

 **Confirmation.feature**
+
 - Successful email confirmation
 - Expired/tampered token rejection
 - Missing token validation

 **AccessTokenValidation.feature**
+
 - Protected endpoint access token validation
 - Invalid/expired access token rejection
 - Token type mismatch (refresh used as access token)
--- a/misc/raw-data/beers.csv
+++ b/misc/raw-data/beers.csv
--- a/misc/raw-data/breweries.csv
+++ b/misc/raw-data/breweries.csv
@@ -1,559 +0,0 @@
-,name,city,state
-0,NorthGate Brewing ,Minneapolis, MN
-1,Against the Grain Brewery,Louisville, KY
-2,Jack's Abby Craft Lagers,Framingham, MA
-3,Mike Hess Brewing Company,San Diego, CA
-4,Fort Point Beer Company,San Francisco, CA
-5,COAST Brewing Company,Charleston, SC
-6,Great Divide Brewing Company,Denver, CO
-7,Tapistry Brewing,Bridgman, MI
-8,Big Lake Brewing,Holland, MI
-9,The Mitten Brewing Company,Grand Rapids, MI
-10,Brewery Vivant,Grand Rapids, MI
-11,Petoskey Brewing,Petoskey, MI
-12,Blackrocks Brewery,Marquette, MI
-13,Perrin Brewing Company,Comstock Park, MI
-14,Witch's Hat Brewing Company,South Lyon, MI
-15,Founders Brewing Company,Grand Rapids, MI
-16,Flat 12 Bierwerks,Indianapolis, IN
-17,Tin Man Brewing Company,Evansville, IN
-18,Black Acre Brewing Co.,Indianapolis, IN
-19,Brew Link Brewing,Plainfield, IN
-20,Bare Hands Brewery,Granger, IN
-21,Three Pints Brewing,Martinsville, IN
-22,Four Fathers Brewing ,Valparaiso, IN
-23,Indiana City Brewing,Indianapolis, IN
-24,Burn 'Em Brewing,Michigan City, IN
-25,Sun King Brewing Company,Indianapolis, IN
-26,Evil Czech Brewery,Mishawaka, IN
-27,450 North Brewing Company,Columbus, IN
-28,Taxman Brewing Company,Bargersville, IN
-29,Cedar Creek Brewery,Seven Points, TX
-30,SanTan Brewing Company,Chandler, AZ
-31,Boulevard Brewing Company,Kansas City, MO
-32,James Page Brewing Company,Stevens Point, WI
-33,The Dudes' Brewing Company,Torrance, CA
-34,Ballast Point Brewing Company,San Diego, CA
-35,Anchor Brewing Company,San Francisco, CA
-36,Figueroa Mountain Brewing Company,Buellton, CA
-37,Avery Brewing Company,Boulder, CO
-38,Twisted X Brewing Company,Dripping Springs, TX
-39,Gonzo's BiggDogg Brewing,Kalamazoo, MI
-40,Big Muddy Brewing,Murphysboro, IL
-41,Lost Nation Brewing,East Fairfield, VT
-42,Rising Tide Brewing Company,Portland, ME
-43,Rivertowne Brewing Company,Export, PA
-44,Revolution Brewing Company,Chicago, IL
-45,Tallgrass Brewing Company,Manhattan, KS
-46,Sixpoint Craft Ales,Brooklyn, NY
-47,White Birch Brewing,Hooksett, NH
-48,Firestone Walker Brewing Company,Paso Robles, CA
-49,SweetWater Brewing Company,Atlanta, GA
-50,Flying Mouse Brewery,Troutville, VA
-51,Upslope Brewing Company,Boulder, CO
-52,Pipeworks Brewing Company,Chicago, IL
-53,Bent Brewstillery,Roseville, MN
-54,Flesk Brewing Company,Lombard, IL
-55,Pollyanna Brewing Company,Lemont, IL
-56,BuckleDown Brewing,Lyons, IL
-57,Destihl Brewery,Bloomington, IL
-58,Summit Brewing Company,St. Paul, MN
-59,Latitude 42 Brewing Company,Portage, MI
-60,4 Hands Brewing Company,Saint Louis, MO
-61,Surly Brewing Company,Brooklyn Center, MN
-62,Against The Grain Brewery,Louisville, KY
-63,Crazy Mountain Brewing Company,Edwards, CO
-64,SlapShot Brewing Company,Chicago, IL
-65,Mikerphone Brewing,Chicago, IL
-66,Freetail Brewing Company,San Antonio, TX
-67,3 Daughters Brewing,St Petersburg, FL
-68,Red Shedman Farm Brewery and Hop...,Mt. Airy, MD
-69,Appalachian Mountain Brewery,Boone, NC
-70,Birdsong Brewing Company,Charlotte, NC
-71,Union Craft Brewing,Baltimore, MD
-72,Atwater Brewery,Detroit, MI
-73,Ale Asylum,Madison, WI
-74,Two Brothers Brewing Company,Warrenville, IL
-75,Bent Paddle Brewing Company,Duluth, MN
-76,Bell's Brewery,Kalamazoo, MI
-77,Blue Owl Brewing,Austin, TX
-78,Speakasy Ales & Lagers,San Francisco, CA
-79,Black Tooth Brewing Company,Sheridan, WY
-80,Hopworks Urban Brewery,Portland, OR
-81,Epic Brewing,Denver, CO
-82,New Belgium Brewing Company,Fort Collins, CO
-83,Sierra Nevada Brewing Company,Chico, CA
-84,Keweenaw Brewing Company,Houghton, MI
-85,Brewery Terra Firma,Traverse City, MI
-86,Grey Sail Brewing Company,Westerly, RI
-87,Kirkwood Station Brewing Company,Kirkwood, MO
-88,Goose Island Brewing Company,Chicago, IL
-89,Broad Brook Brewing LLC,East Windsor, CT
-90,The Lion Brewery,Wilkes-Barre, PA
-91,Madtree Brewing Company,Cincinnati, OH
-92,Jackie O's Pub & Brewery,Athens, OH
-93,Rhinegeist Brewery,Cincinnati, OH
-94,Warped Wing Brewing Company,Dayton, OH
-95,Blackrocks Brewery,Marquette, MA
-96,Catawba Valley Brewing Company,Morganton, NC
-97,Tröegs Brewing Company,Hershey, PA
-98,Mission Brewery,San Diego, CA
-99,Christian Moerlein Brewing Company,Cincinnati, OH
-100,West Sixth Brewing,Lexington, KY
-101,Coastal Extreme Brewing Company,Newport, RI
-102,King Street Brewing Company,Anchorage, AK
-103,Beer Works Brewery,Lowell, MA
-104,Lone Tree Brewing Company,Lone Tree, CO
-105,Four String Brewing Company,Columbus, OH
-106,Glabrous Brewing Company,Pineland, ME
-107,Bonfire Brewing Company,Eagle, CO
-108,Thomas Hooker Brewing Company,Bloomfield, CT
-109,"Woodstock Inn, Station & Brewery",North Woodstock, NH
-110,Renegade Brewing Company,Denver, CO
-111,Mother Earth Brew Company,Vista, CA
-112,Black Market Brewing Company,Temecula, CA
-113,Vault Brewing Company,Yardley, PA
-114,Jailbreak Brewing Company,Laurel, MD
-115,Smartmouth Brewing Company,Norfolk, VA
-116,Base Camp Brewing Co.,Portland, OR
-117,Alameda Brewing,Portland, OR
-118,Southern Star Brewing Company,Conroe, TX
-119,Steamworks Brewing Company,Durango, CO
-120,Horny Goat Brew Pub,Milwaukee, WI
-121,Cheboygan Brewing Company,Cheboygan, MI
-122,Center of the Universe Brewing C...,Ashland, VA
-123,Ipswich Ale Brewery,Ipswich, MA
-124,Griffin Claw Brewing Company,Birmingham, MI
-125,Karbach Brewing Company,Houston, TX
-126,Uncle Billy's Brewery and Smokeh...,Austin, TX
-127,Deep Ellum Brewing Company,Dallas, TX
-128,Real Ale Brewing Company,Blanco, TX
-129,Straub Brewery,St Mary's, PA
-130,Shebeen Brewing Company,Wolcott, CT
-131,Stevens Point Brewery,Stevens Point, WI
-132,Weston Brewing Company,Weston, MO
-133,Southern Prohibition Brewing Com...,Hattiesburg, MS
-134,Minhas Craft Brewery,Monroe, WI
-135,Pug Ryan's Brewery,Dillon, CO
-136,Hops & Grains Brewing Company,Austin, TX
-137,Sietsema Orchards and Cider Mill,Ada, MI
-138,Summit Brewing Company,St Paul, MN
-139,Core Brewing & Distilling Company,Springdale, AR
-140,Independence Brewing Company,Austin, TX
-141,Cigar City Brewing Company,Tampa, FL
-142,Third Street Brewhouse,Cold Spring, MN
-143,Narragansett Brewing Company,Providence, RI
-144,Grimm Brothers Brewhouse,Loveland, CO
-145,Cisco Brewers,Nantucket, MA
-146,Angry Minnow,Hayward, WI
-147,Platform Beer Company,Cleveland, OH
-148,Odyssey Beerwerks,Arvada, CO
-149,Lonerider Brewing Company,Raleigh, NC
-150,Oakshire Brewing,Eugene, OR
-151,Fort Pitt Brewing Company,Latrobe, PA
-152,Tin Roof Brewing Company,Baton Rouge, LA
-153,Three Creeks Brewing,Sisters, OR
-154,2 Towns Ciderhouse,Corvallis, OR
-155,Caldera Brewing Company,Ashland, OR
-156,Greenbrier Valley Brewing Company,Lewisburg, WV
-157,Phoenix Ale Brewery,Phoenix, AZ
-158,Lumberyard Brewing Company,Flagstaff, AZ
-159,Uinta Brewing Company,Salt Lake City, UT
-160,Four Peaks Brewing Company,Tempe, AZ
-161,Martin House Brewing Company,Fort Worth, TX
-162,Right Brain Brewery,Traverse City, MI
-163,Sly Fox Brewing Company,Phoenixville, PA
-164,Round Guys Brewing,Lansdale, PA
-165,Great Crescent Brewery,Aurora, IN
-166,Oskar Blues Brewery,Longmont, CO
-167,Boxcar Brewing Company,West Chester, PA
-168,High Hops Brewery,Windsor, CO
-169,Crooked Fence Brewing Company,Garden City, ID
-170,Everybody's Brewing,White Salmon, WA
-171,Anderson Valley Brewing Company,Boonville, CA
-172,Fiddlehead Brewing Company,Shelburne, VT
-173,Evil Twin Brewing,Brooklyn, NY
-174,New Orleans Lager & Ale Brewing ...,New Orleans, LA
-175,Spiteful Brewing Company,Chicago, IL
-176,Rahr & Sons Brewing Company,Fort Worth, TX
-177,18th Street Brewery,Gary, IN
-178,Cambridge Brewing Company,Cambridge, MA
-179,Carolina Brewery,Pittsboro, NC
-180,Frog Level Brewing Company,Waynesville, NC
-181,Wild Wolf Brewing Company,Nellysford, VA
-182,COOP Ale Works,Oklahoma City, OK
-183,Seventh Son Brewing Company,Columbus, OH
-184,Oasis Texas Brewing Company,Austin, TX
-185,Vander Mill Ciders,Spring Lake, MI
-186,St. Julian Winery,Paw Paw, MI
-187,Pedernales Brewing Company,Fredericksburg, TX
-188,Mother's Brewing,Springfield, MO
-189,Modern Monks Brewery,Lincoln, NE
-190,Two Beers Brewing Company,Seattle, WA
-191,Snake River Brewing Company,Jackson, WY
-192,Capital Brewery,Middleton, WI
-193,Anthem Brewing Company,Oklahoma City, OK
-194,Goodlife Brewing Co.,Bend, OR
-195,Breakside Brewery,Portland, OR
-196,Goose Island Brewery Company,Chicago, IL
-197,Burnside Brewing Co.,Portland, OR
-198,Hop Valley Brewing Company,Springfield, OR
-199,Worthy Brewing Company,Bend, OR
-200,Occidental Brewing Company,Portland, OR
-201,Fearless Brewing Company,Estacada, OR
-202,Upland Brewing Company,Bloomington, IN
-203,Mehana Brewing Co.,Hilo, HI
-204,Hawai'i Nui Brewing Co.,Hilo, HI
-205,People's Brewing Company,Lafayette, IN
-206,Fort George Brewery,Astoria, OR
-207,Branchline Brewing Company,San Antonio, TX
-208,Kalona Brewing Company,Kalona, IA
-209,Modern Times Beer,San Diego, CA
-210,Temperance Beer Company,Evanston, IL
-211,Wisconsin Brewing Company,Verona, WI
-212,Crow Peak Brewing Company,Spearfish, SD
-213,Grapevine Craft Brewery,Farmers Branch, TX
-214,Buffalo Bayou Brewing Company,Houston, TX
-215,Texian Brewing Co.,Richmond, TX
-216,Orpheus Brewing,Atlanta, GA
-217,Forgotten Boardwalk,Cherry Hill, NJ
-218,Laughing Dog Brewing Company,Ponderay, ID
-219,Bozeman Brewing Company,Bozeman, MT
-220,Big Choice Brewing,Broomfield, CO
-221,Big Storm Brewing Company,Odessa, FL
-222,Carton Brewing Company,Atlantic Highlands, NJ
-223,Midnight Sun Brewing Company,Anchorage, AK
-224,Fat Head's Brewery,Middleburg Heights, OH
-225,Refuge Brewery,Temecula, CA
-226,Chatham Brewing,Chatham, NY
-227,DC Brau Brewing Company,Washington, DC
-228,Geneva Lake Brewing Company,Lake Geneva, WI
-229,Rochester Mills Brewing Company,Rochester, MI
-230,Cape Ann Brewing Company,Gloucester, MA
-231,Borderlands Brewing Company,Tucson, AZ
-232,College Street Brewhouse and Pub,Lake Havasu City, AZ
-233,Joseph James Brewing Company,Henderson, NV
-234,Harpoon Brewery,Boston, MA
-235,Back East Brewing Company,Bloomfield, CT
-236,Champion Brewing Company,Charlottesville, VA
-237,Devil's Backbone Brewing Company,Lexington, VA
-238,Newburgh Brewing Company,Newburgh, NY
-239,Wiseacre Brewing Company,Memphis, TN
-240,Golden Road Brewing,Los Angeles, CA
-241,New Republic Brewing Company,College Station, TX
-242,Infamous Brewing Company,Austin, TX
-243,Two Henrys Brewing Company,Plant City, FL
-244,Lift Bridge Brewing Company,Stillwater, MN
-245,Lucky Town Brewing Company,Jackson, MS
-246,Quest Brewing Company,Greenville, SC
-247,Creature Comforts,Athens, GA
-248,Half Full Brewery,Stamford, CT
-249,Southampton Publick House,Southampton, NY
-250,Chapman's Brewing,Angola, IN
-251,Barrio Brewing Company,Tucson, AZ
-252,Santa Cruz Mountain Brewing,Santa Cruz, CA
-253,Frankenmuth Brewery,Frankenmuth, MI
-254,Meckley's Cidery,Somerset Center, MI
-255,Stillwater Artisanal Ales,Baltimore, MD
-256,Finch's Beer Company,Chicago, IL
-257,South Austin Brewery,South Austin, TX
-258,Bauhaus Brew Labs,Minneapolis, MN
-259,Ozark Beer Company,Rogers, AR
-260,Mountain Town Brewing Company ,Mount Pleasant, MI
-261,Otter Creek Brewing,Waterbury, VT
-262,The Brewer's Art,Baltimore, MD
-263,Denver Beer Company,Denver, CO
-264,Ska Brewing Company,Durango, CO
-265,Tractor Brewing Company,Albuquerque, NM
-266,Peak Organic Brewing Company,Portland, ME
-267,Cape Cod Beer,Hyannis, MA
-268,Long Trail Brewing Company,Bridgewater Corners, VT
-269,Great Raft Brewing Company,Shreveport, LA
-270,Alaskan Brewing Company,Juneau, AK
-271,Notch Brewing Company,Ipswich, MA
-272,The Alchemist,Waterbury, VT
-273,Three Notch'd Brewing Company,Charlottesville, VA
-274,Portside Brewery,Cleveland, OH
-275,Otter Creek Brewing,Middlebury, VT
-276,Montauk Brewing Company,Montauk, NY
-277,Indeed Brewing Company,Minneapolis, MN
-278,Berkshire Brewing Company,South Deerfield, MA
-279,Foolproof Brewing Company,Pawtucket, RI
-280,Headlands Brewing Company,Mill Valley, CA
-281,Bolero Snort Brewery,Ridgefield Park, NJ
-282,Thunderhead Brewing Company,Kearney, NE
-283,Defiance Brewing Company,Hays, KS
-284,Milwaukee Brewing Company,Milwaukee, WI
-285,Catawba Island Brewing,Port Clinton, OH
-286,Back Forty Beer Company,Gadsden, AL
-287,Four Corners Brewing Company,Dallas, TX
-288,Saint Archer Brewery,San Diego, CA
-289,Rogue Ales,Newport, OR
-290,Hale's Ales,Seattle, WA
-291,Tommyknocker Brewery,Idaho Springs, CO
-292,Baxter Brewing Company,Lewiston, ME
-293,Northampton Brewery,Northamtpon, MA
-294,Black Shirt Brewing Company,Denver, CO
-295,Wachusett Brewing Company,Westminster, MA
-296,Widmer Brothers Brewing Company,Portland, OR
-297,Hop Farm Brewing Company,Pittsburgh, PA
-298,Liquid Hero Brewery,York, PA
-299,Matt Brewing Company,Utica, NY
-300,Boston Beer Company,Boston, MA
-301,Old Forge Brewing Company,Danville, PA
-302,Utah Brewers Cooperative,Salt Lake City, UT
-303,Magic Hat Brewing Company,South Burlington, VT
-304,Blue Hills Brewery,Canton, MA
-305,Night Shift Brewing,Everett, MA
-306,Beach Brewing Company,Virginia Beach, VA
-307,Payette Brewing Company,Garden City, ID
-308,Brew Bus Brewing,Tampa, FL
-309,Sockeye Brewing Company,Boise, ID
-310,Pine Street Brewery,San Francisco, CA
-311,Dirty Bucket Brewing Company,Woodinville, WA
-312,Jackalope Brewing Company,Nashville, TN
-313,Slanted Rock Brewing Company,Meridian, ID
-314,Piney River Brewing Company,Bucryus, MO
-315,Cutters Brewing Company,Avon, IN
-316,Iron Hill Brewery & Restaurant,Wilmington, DE
-317,Marshall Wharf Brewing Company,Belfast, ME
-318,Banner Beer Company,Williamsburg, MA
-319,Dick's Brewing Company,Centralia, WA
-320,Claremont Craft Ales,Claremont, CA
-321,Rivertown Brewing Company,Lockland, OH
-322,Voodoo Brewery,Meadville, PA
-323,D.L. Geary Brewing Company,Portland, ME
-324,Pisgah Brewing Company,Black Mountain, NC
-325,Neshaminy Creek Brewing Company,Croydon, PA
-326,Morgan Street Brewery,Saint Louis, MO
-327,Half Acre Beer Company,Chicago, IL
-328,The Just Beer Project,Burlington, VT
-329,The Bronx Brewery,Bronx, NY
-330,Dead Armadillo Craft Brewing,Tulsa, OK
-331,Catawba Brewing Company,Morganton, NC
-332,La Cumbre Brewing Company,Albuquerque, NM
-333,David's Ale Works,Diamond Springs, CA
-334,The Traveler Beer Company,Burlington, VT
-335,Fargo Brewing Company,Fargo, ND
-336,Big Sky Brewing Company,Missoula, MT
-337,Nebraska Brewing Company,Papillion, NE
-338,Uncle John's Fruit House Winery,St. John's, MI
-339,Wormtown Brewery,Worcester, MA
-340,Due South Brewing Company,Boynton Beach, FL
-341,Palisade Brewing Company,Palisade, CO
-342,KelSo Beer Company,Brooklyn, NY
-343,Hardywood Park Craft Brewery,Richmond, VA
-344,Wolf Hills Brewing Company,Abingdon, VA
-345,Lavery Brewing Company,Erie, PA
-346,Manzanita Brewing Company,Santee, CA
-347,Fullsteam Brewery,Durham, NC
-348,Four Horsemen Brewing Company,South Bend, IN
-349,Hinterland Brewery,Green Bay, WI
-350,Central Coast Brewing Company,San Luis Obispo, CA
-351,Westfield River Brewing Company,Westfield, MA
-352,Elevator Brewing Company,Columbus, OH
-353,Aslan Brewing Company,Bellingham, WA
-354,Kulshan Brewery,Bellingham, WA
-355,Pikes Peak Brewing Company,Monument, CO
-356,Manayunk Brewing Company,Philadelphia, PA
-357,Buckeye Brewing,Cleveland, OH
-358,Daredevil Brewing Company,Shelbyville, IN
-359,NoDa Brewing Company,Charlotte, NC
-360,Aviator Brewing Company,Fuquay-Varina, NC
-361,Wild Onion Brewing Company,Lake Barrington, IL
-362,Hilliard's Beer,Seattle, WA
-363,Mikkeller,Pottstown, PA
-364,Bohemian Brewery,Midvale, UT
-365,Great River Brewery,Davenport, IA
-366,Mustang Brewing Company,Mustang, OK
-367,Airways Brewing Company,Kent, WA
-368,21st Amendment Brewery,San Francisco, CA
-369,Eddyline Brewery & Restaurant,Buena Vista, CO
-370,Pizza Port Brewing Company,Carlsbad, CA
-371,Sly Fox Brewing Company,Pottstown, PA
-372,Spring House Brewing Company,Conestoga, PA
-373,7venth Sun,Dunedin, FL
-374,Astoria Brewing Company,Astoria, OR
-375,Maui Brewing Company,Lahaina, HI
-376,RoughTail Brewing Company,Midwest City, OK
-377,Lucette Brewing Company,Menominee, WI
-378,Bold City Brewery,Jacksonville, FL
-379,Grey Sail Brewing of Rhode Island,Westerly, RI
-380,Blue Blood Brewing Company,Lincoln, NE
-381,Swashbuckler Brewing Company,Manheim, PA
-382,Blue Mountain Brewery,Afton, VA
-383,Starr Hill Brewery,Crozet, VA
-384,Westbrook Brewing Company,Mt. Pleasant, SC
-385,Shipyard Brewing Company,Portland, ME
-386,Revolution Brewing,Paonia, CO
-387,Natian Brewery,Portland, OR
-388,Alltech's Lexington Brewing Company,Lexington, KY
-389,Oskar Blues Brewery (North Carol...,Brevard, NC
-390,Orlison Brewing Company,Airway Heights, WA
-391,Breckenridge Brewery,Denver, CO
-392,Santa Fe Brewing Company,Santa Fe, NM
-393,Miami Brewing Company,Miami, FL
-394,Schilling & Company,Seattle, WA
-395,Hops & Grain Brewery,Austin, TX
-396,White Flame Brewing Company,Hudsonville, MI
-397,Ruhstaller Beer Company,Sacramento, CA
-398,Saugatuck Brewing Company,Douglas, MI
-399,Moab Brewery,Moab, UT
-400,Macon Beer Company,Macon, GA
-401,Amnesia Brewing Company,Washougal, WA
-402,Wolverine State Brewing Company,Ann Arbor, MI
-403,Red Tank Cider Company,Bend, OR
-404,Cascadia Ciderworks United,Portland, OR
-405,Fate Brewing Company,Boulder, CO
-406,Lazy Monk Brewing,Eau Claire, WI
-407,Bitter Root Brewing,Hamilton, MT
-408,10 Barrel Brewing Company,Bend, OR
-409,Tamarack Brewing Company,Lakeside, MT
-410,New England Brewing Company,Woodbridge, CT
-411,Seattle Cider Company,Seattle, WA
-412,Straight to Ale,Huntsville, AL
-413,Austin Beerworks,Austin, TX
-414,Blue Mountain Brewery,Arrington, VA
-415,Coastal Empire Beer Company,Savannah, GA
-416,Jack's Hard Cider (Hauser Estate...,Biglerville, PA
-417,Boulder Beer Company,Boulder, CO
-418,Coalition Brewing Company,Portland, OR
-419,Sanitas Brewing Company,Boulder, CO
-420,Gore Range Brewery,Edwards, CO
-421,Redstone Meadery,Boulder, CO
-422,Blue Dog Mead,Eugene, OR
-423,Hess Brewing Company,San Diego, CA
-424,Wynkoop Brewing Company,Denver, CO
-425,Ciderboys,Stevens Point, WI
-426,Armadillo Ale Works,Denton, TX
-427,Roanoke Railhouse Brewery,Roanoke, VA
-428,Schlafly Brewing Company,Saint Louis, MO
-429,Asher Brewing Company,Boulder, CO
-430,Lost Rhino Brewing Company,Ashburn, VA
-431,North Country Brewing Company,Slippery Rock, PA
-432,Seabright Brewery,Santa Cruz, CA
-433,French Broad Brewery,Asheville, NC
-434,Angry Orchard Cider Company,Cincinnati, OH
-435,Two Roads Brewing Company,Stratford, CT
-436,Southern Oregon Brewing Company,Medford, OR
-437,Brooklyn Brewery,Brooklyn, NY
-438,The Right Brain Brewery,Traverse City, MI
-439,Kona Brewing Company,Kona, HI
-440,MillKing It Productions,Royal Oak, MI
-441,Pateros Creek Brewing Company,Fort Collins, CO
-442,O'Fallon Brewery,O'Fallon, MO
-443,Marble Brewery,Albuquerque, NM
-444,Big Wood Brewery,Vadnais Heights, MN
-445,Howard Brewing Company,Lenoir, NC
-446,Downeast Cider House,Leominster, MA
-447,Swamp Head Brewery,Gainesville, FL
-448,Mavericks Beer Company,Half Moon Bay, CA
-449,TailGate Beer,San Diego, CA
-450,Northwest Brewing Company,Pacific, WA
-451,Dad & Dude's Breweria,Aurora, CO
-452,Centennial Beer Company,Edwards, CO
-453,Denali Brewing Company,Talkeetna, AK
-454,Deschutes Brewery,Bend, OR
-455,Sunken City Brewing Company,Hardy, VA
-456,Lucette Brewing Company,Menominie, WI
-457,The Black Tooth Brewing Company,Sheridan, WY
-458,Kenai River Brewing Company,Soldotna, AK
-459,River North Brewery,Denver, CO
-460,Fremont Brewing Company,Seattle, WA
-461,Armstrong Brewing Company,South San Francisco, CA
-462,AC Golden Brewing Company,Golden, CO
-463,Big Bend Brewing Company,Alpine, TX
-464,Good Life Brewing Company,Bend, OR
-465,Engine 15 Brewing,Jacksonville Beach, FL
-466,Green Room Brewing,Jacksonville, FL
-467,Brindle Dog Brewing Company,Tampa Bay, FL
-468,Peace Tree Brewing Company,Knoxville, IA
-469,Terrapin Brewing Company,Athens, GA
-470,Pete's Brewing Company,San Antonio, TX
-471,Okoboji Brewing Company,Spirit Lake, IA
-472,Crystal Springs Brewing Company,Boulder, CO
-473,Engine House 9,Tacoma, WA
-474,Tonka Beer Company,Minnetonka, MN
-475,Red Hare Brewing Company,Marietta, GA
-476,Hangar 24 Craft Brewery,Redlands, CA
-477,Big Elm Brewing,Sheffield, MA
-478,Good People Brewing Company,Birmingham, AL
-479,Heavy Seas Beer,Halethorpe, MD
-480,Telluride Brewing Company,Telluride, CO
-481,7 Seas Brewing Company,Gig Harbor, WA
-482,Confluence Brewing Company,Des Moines, IA
-483,Bale Breaker Brewing Company,Yakima, WA
-484,The Manhattan Brewing Company,New York, NY
-485,MacTarnahans Brewing Company,Portland, OR
-486,Stillmank Beer Company,Green Bay, WI
-487,Redhook Brewery,Woodinville, WA
-488,Dock Street Brewery,Philadelphia, PA
-489,Blue Point Brewing Company,Patchogue, NY
-490,Tampa Bay Brewing Company,Tampa, FL
-491,Devil's Canyon Brewery,Belmont, CA
-492,Stone Coast Brewing Company,Portland, ME
-493,Broken Tooth Brewing Company,Anchorage, AK
-494,Seven Brides Brewery,Silverton, OR
-495,Newburyport Brewing Company,Newburyport, MA
-496,Dry Dock Brewing Company,Aurora, CO
-497,Cans Bar and Canteen,Charlotte, NC
-498,Sprecher Brewing Company,Glendale, WI
-499,Wildwood Brewing Company,Stevensville, MT
-500,High Noon Saloon And Brewery,Leavenworth, KS
-501,Woodchuck Hard Cider,Middlebury, VT
-502,Sea Dog Brewing Company,Portland, ME
-503,Oskar Blues Brewery,Lyons, CO
-504,Carolina Beer & Beverage,Mooresville, NC
-505,Krebs Brewing Company (Pete's Pl...,Krebs, OK
-506,Warbird Brewing Company,Fort Wayne, IN
-507,Mudshark Brewing Company,Lake Havasu City, AZ
-508,Spilker Ales,Cortland, NE
-509,Wingman Brewers,Tacoma, WA
-510,Kettle House Brewing Company,Missoula, MT
-511,Sherwood Forest Brewers,Marlborough, MA
-512,Cottrell Brewing,Pawcatuck, CT
-513,Arctic Craft Brewery,Colorado Springs, CO
-514,Monkey Paw Pub & Brewery,San Diego, CA
-515,Crabtree Brewing Company,Greeley, CO
-516,Emerald City Beer Company,Seattle, WA
-517,Butcher's Brewing,Carlsbad, CA
-518,New South Brewing Company,Myrtle Beach, SC
-519,Big River Brewing Company,Chattanooga, TN
-520,Twisted Pine Brewing Company,Boulder, CO
-521,Flying Dog Brewery,Frederick, MD
-522,Uncommon Brewers,Santa Cruz, CA
-523,Aspen Brewing Company,Aspen, CO
-524,Triangle Brewing Company,Durham, NC
-525,Bomb Beer Company,New York, NY
-526,Churchkey Can Company,Seattle, WA
-527,Intuition Ale Works,Jacksonville, FL
-528,Asheville Brewing Company,Asheville, NC
-529,Northwoods Brewpub,Eau Claire, WI
-530,Buckbean Brewing Company,Reno, NV
-531,Dolores River Brewery,Dolores, CO
-532,Flat Rock Brewing Company,Smithton, PA
-533,Abita Brewing Company,Abita Springs, LA
-534,Mammoth Brewing Company,Mammoth Lakes, CA
-535,Harvest Moon Brewing Company,Belt, MT
-536,Grand Canyon Brewing Company,Williams, AZ
-537,Lewis and Clark Brewing Company,Helena, MT
-538,Dundee Brewing Company,Rochester, NY
-539,Twin Lakes Brewing Company,Greenville, DE
-540,Mother Earth Brewing Company,Kinston, NC
-541,Arcadia Brewing Company,Battle Creek, MI
-542,Angry Minnow Brewing Company,Hayward, WI
-543,Great Northern Brewing Company,Whitefish, MT
-544,Pyramid Breweries,Seattle, WA
-545,Lancaster Brewing Company,Lancaster, PA
-546,Upstate Brewing Company,Elmira, NY
-547,Moat Mountain Smoke House & Brew...,North Conway, NH
-548,Prescott Brewing Company,Prescott, AZ
-549,Mogollon Brewing Company,Flagstaff, AZ
-550,Wind River Brewing Company,Pinedale, WY
-551,Silverton Brewery,Silverton, CO
-552,Mickey Finn's Brewery,Libertyville, IL
-553,Covington Brewhouse,Covington, LA
-554,Dave's Brewfarm,Wilson, WI
-555,Ukiah Brewing Company,Ukiah, CA
-556,Butternuts Beer and Ale,Garrattsville, NY
-557,Sleeping Lady Brewing Company,Anchorage, AK
--- a/misc/raw-data/breweries.json
+++ b/misc/raw-data/breweries.json
--- a/misc/raw-data/ontariobreweries.json
+++ b/misc/raw-data/ontariobreweries.json
@@ -1,578 +0,0 @@
-[
-  {
-    "text": "100 Acre Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/100-acre-brewing-company/"
-  },
-  {
-    "text": "All My Friends Beer Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/all-my-friends-beer-co/"
-  },
-  {
-    "text": "All or Nothing Brewhouse",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/all-or-nothing-brewhouse/"
-  },
-  {
-    "text": "Anderson Craft Ales",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/anderson-craft-ales/"
-  },
-  {
-    "text": "Badlands Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/badlands-brewing-company/"
-  },
-  {
-    "text": "Bancroft Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/bancroft-brewing-co/"
-  },
-  {
-    "text": "Banded Goose Brewing Comany",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/banded-goose-brewing-comany/"
-  },
-  {
-    "text": "Beau’s Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/beaus-brewery/"
-  },
-  {
-    "text": "BeerLab! London",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/beerlab-london/"
-  },
-  {
-    "text": "Bellwoods Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/bellwoods-brewery/"
-  },
-  {
-    "text": "Bench Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/bench-brewing/"
-  },
-  {
-    "text": "Beyond The Pale Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/beyond-the-pale-brewing-co/"
-  },
-  {
-    "text": "Bicycle Craft Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/bicycle-craft-brewery/"
-  },
-  {
-    "text": "Big Rig Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/big-rig-brewery/"
-  },
-  {
-    "text": "Big Rock Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/big-rock-brewery/"
-  },
-  {
-    "text": "Black Gold Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/black-gold-brewery/"
-  },
-  {
-    "text": "Black Oak Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/black-oak-brewing-co/"
-  },
-  {
-    "text": "Block 3 Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/block-3-brewing-co/"
-  },
-  {
-    "text": "Blood Brothers Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/blood-brothers-brewing/"
-  },
-  {
-    "text": "Bobcaygeon Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/bobcaygeon-brewing-company/"
-  },
-  {
-    "text": "Boshkung Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/boshkung-brewing-co/"
-  },
-  {
-    "text": "Brauwerk Hoffman – Rockland",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/brauwerk-hoffman-rockland/"
-  },
-  {
-    "text": "Bridge Masters Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/bridge-masters-brewing-co/"
-  },
-  {
-    "text": "Broadhead Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/broadhead-brewery/"
-  },
-  {
-    "text": "Broken Rail Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/broken-rail-brewing/"
-  },
-  {
-    "text": "Burdock Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/burdock-brewery/"
-  },
-  {
-    "text": "C’est What Durham Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/cest-what-durham-brewing-company/"
-  },
-  {
-    "text": "Calabogie Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/calabogie-brewing/"
-  },
-  {
-    "text": "Cameron’s Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/camerons-brewing-company/"
-  },
-  {
-    "text": "Canvas Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/canvas-brewing-co/"
-  },
-  {
-    "text": "Caps Off Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/caps-off-brewing/"
-  },
-  {
-    "text": "Century Barn Brewing & Beverage Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/century-barn-brewing-and-beverage-company/"
-  },
-  {
-    "text": "Chronicle Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/chronicle-brewing-company/"
-  },
-  {
-    "text": "Clifford Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/clifford-brewing-co/"
-  },
-  {
-    "text": "Cold Bear Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/cold-bear-brewing-co/"
-  },
-  {
-    "text": "Collective Arts Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/collective-arts-brewing-ltd/"
-  },
-  {
-    "text": "Common Good Beer Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/common-good-beer-co/"
-  },
-  {
-    "text": "Couchiching Craft Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/couchiching-craft-brewing-company/"
-  },
-  {
-    "text": "Cowbell Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/cowbell-brewing-co/"
-  },
-  {
-    "text": "Cured Craft Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/cured-craft-brewing-co/"
-  },
-  {
-    "text": "Daft Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/daft-brewing-company/"
-  },
-  {
-    "text": "Dog House Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/dog-house-brewing-company/"
-  },
-  {
-    "text": "Dominion City Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/dominion-city-brewing-co/"
-  },
-  {
-    "text": "Eastbound Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/eastbound-brewing-co/"
-  },
-  {
-    "text": "Equals Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/equals-brewing-company/"
-  },
-  {
-    "text": "Fairweather Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/fairweather-brewing-company/"
-  },
-  {
-    "text": "Farm League Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/farm-league-brewing/"
-  },
-  {
-    "text": "Fixed Gear Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/fixed-gear-brewing-co/"
-  },
-  {
-    "text": "Flying Monkeys Craft Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/flying-monkeys-craft-brewery/"
-  },
-  {
-    "text": "Focal Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/focal-brewing-co/"
-  },
-  {
-    "text": "Foundry Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/foundry-brewing/"
-  },
-  {
-    "text": "Four Fathers Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/four-fathers-brewing-co/"
-  },
-  {
-    "text": "Frank Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/frank-brewing-co/"
-  },
-  {
-    "text": "Freddy’s",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/freddys/"
-  },
-  {
-    "text": "Full Beard Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/1068-2/"
-  },
-  {
-    "text": "Furnace Room Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/furnace-room-brewery/"
-  },
-  {
-    "text": "Gateway City Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/gateway-city-brewery/"
-  },
-  {
-    "text": "Glasstown Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/glasstown-brewing-company/"
-  },
-  {
-    "text": "Godspeed Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/godspeed-brewery/"
-  },
-  {
-    "text": "Goldenfield Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/goldenfield-brewing/"
-  },
-  {
-    "text": "Grand River Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/grand-river-brewery/"
-  },
-  {
-    "text": "Granite Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/granite-brewery/"
-  },
-  {
-    "text": "Great Lakes Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/great-lakes-brewery/"
-  },
-  {
-    "text": "Haliburton Highlands Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/haliburton-highlands-brewery/"
-  },
-  {
-    "text": "Imperial City Brew House",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/imperial-city-brew-house/"
-  },
-  {
-    "text": "Indie Ale House",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/indie-ale-house/"
-  },
-  {
-    "text": "Jobsite Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/jobsite-brewing-co/"
-  },
-  {
-    "text": "Kichesippi Beer Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/kichesippi-beer-co/"
-  },
-  {
-    "text": "Kick and Push Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/kick-and-push-brewing-company/"
-  },
-  {
-    "text": "Lake of Bays Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/lake-of-bays-brewing-co/"
-  },
-  {
-    "text": "Lake Of The Woods Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/lake-of-the-woods-brewing-company/"
-  },
-  {
-    "text": "Left Field Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/left-field-brewery/"
-  },
-  {
-    "text": "Lightcaster Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/lightcaster-brewery/"
-  },
-  {
-    "text": "MacKinnon Brothers Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/mackinnon-brothers-brewing-co/"
-  },
-  {
-    "text": "Maclean’s Ales Inc.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/macleans-ales-inc/"
-  },
-  {
-    "text": "Magnotta Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/magnotta-brewery/"
-  },
-  {
-    "text": "Market Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/market-brewing/"
-  },
-  {
-    "text": "Mascot Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/mascot-brewery/"
-  },
-  {
-    "text": "Matron Fine Beer",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/matron-fine-beer/"
-  },
-  {
-    "text": "Meyers Creek Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/meyers-creek-brewing-company/"
-  },
-  {
-    "text": "Midtown Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/midtown-brewing-co/"
-  },
-  {
-    "text": "Miski Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/miski-brewing/"
-  },
-  {
-    "text": "Muddy York Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/muddy-york-brewing-co/"
-  },
-  {
-    "text": "Muskoka Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/muskoka-brewery/"
-  },
-  {
-    "text": "Natterjack Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/natterjack-brewing-company/"
-  },
-  {
-    "text": "Newark Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/newark-brewing-co/"
-  },
-  {
-    "text": "Niagara Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/niagara-brewing-company/"
-  },
-  {
-    "text": "Niagara College Teaching Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/niagara-college-teaching-brewery/"
-  },
-  {
-    "text": "Niagara Oast House Brewers",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/niagara-oast-house-brewers/"
-  },
-  {
-    "text": "Nickel Brook Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/nickel-brook-brewing-co/"
-  },
-  {
-    "text": "Northern Superior Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/northern-superior-brewing-co/"
-  },
-  {
-    "text": "Old Credit Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/old-credit-brewing-co/"
-  },
-  {
-    "text": "Old Flame Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/1239-2/"
-  },
-  {
-    "text": "Orléans Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/orleans-brewing-co/"
-  },
-  {
-    "text": "Overflow Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/overflow-brewing-co/"
-  },
-  {
-    "text": "Parsons Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/parsons-brewing-company/"
-  },
-  {
-    "text": "Perth Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/perth-brewery/"
-  },
-  {
-    "text": "Prince Eddy’s Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/prince-eddys-brewing-company/"
-  },
-  {
-    "text": "Quayle’s Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/quayles-brewery/"
-  },
-  {
-    "text": "Quetico Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/quetico-brewing-company/"
-  },
-  {
-    "text": "Railway City Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/railway-city-brewing-co/"
-  },
-  {
-    "text": "Ramblin’ Road Brewery Farm",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/ramblin-road-brewery-farm/"
-  },
-  {
-    "text": "Red Barn Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/red-barn-brewing-company/"
-  },
-  {
-    "text": "Refined Fool Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/refined-fool-brewing-co/"
-  },
-  {
-    "text": "Rouge River Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/rouge-river-brewing/"
-  },
-  {
-    "text": "Royal City Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/royal-city-brewing-co/"
-  },
-  {
-    "text": "Sassy Britches Brewing Co Ltd",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/sassy-britches-brewing-co-ltd/"
-  },
-  {
-    "text": "Sawdust City Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/sawdust-city-brewing/"
-  },
-  {
-    "text": "Shawn & Ed Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/shawn-ed-brewing-co/"
-  },
-  {
-    "text": "Silversmith Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/silversmith-brewing-company/"
-  },
-  {
-    "text": "Slake Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/slake-brewing/"
-  },
-  {
-    "text": "Sleeping Giant Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/sleeping-giant-brewing-co/"
-  },
-  {
-    "text": "Something in the Water Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/something-in-the-water-brewing-co/"
-  },
-  {
-    "text": "Sonnen Hill Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/sonnen-hill-brewing/"
-  },
-  {
-    "text": "Sons of Kent Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/sons-of-kent-brewing-company/"
-  },
-  {
-    "text": "Spark Beer",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/spark-beer/"
-  },
-  {
-    "text": "Split Rail Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/split-rail-brewing-company/"
-  },
-  {
-    "text": "Stack Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/stack-brewing/"
-  },
-  {
-    "text": "Steam Whistle Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/steam-whistle-brewing/"
-  },
-  {
-    "text": "Steel Wheel Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/steel-wheel-brewery/"
-  },
-  {
-    "text": "Stonehooker Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/stonehooker-brewing-company/"
-  },
-  {
-    "text": "Stonepicker Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/stonepicker-brewery/"
-  },
-  {
-    "text": "Stray Dog Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/stray-dog-brewing-company/"
-  },
-  {
-    "text": "The Exchange Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/the-exchange-brewery/"
-  },
-  {
-    "text": "The Grove Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/the-grove-brewing-company/"
-  },
-  {
-    "text": "The Second Wedge Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/the-second-wedge-brewing-co/"
-  },
-  {
-    "text": "Thornbury Village Craft Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/thornbury-village-craft-brewery/"
-  },
-  {
-    "text": "Three Sheets Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/three-sheets-brewing/"
-  },
-  {
-    "text": "Tooth and Nail Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/tooth-and-nail-brewing-company/"
-  },
-  {
-    "text": "Torched Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/torched-brewing/"
-  },
-  {
-    "text": "Town Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/town-brewery/"
-  },
-  {
-    "text": "Trestle Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/trestle-brewing-company/"
-  },
-  {
-    "text": "True History Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/true-history-brewing/"
-  },
-  {
-    "text": "Upper Thames Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/upper-thames-brewing-co/"
-  },
-  {
-    "text": "Vimy Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/vimy-brewing-company/"
-  },
-  {
-    "text": "Walkerville Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/walkerville-brewery/"
-  },
-  {
-    "text": "Wave Maker Craft Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/wave-maker-craft-brewery/"
-  },
-  {
-    "text": "Wellington Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/wellington-brewery/"
-  },
-  {
-    "text": "Whiprsnapr Brewing Co.",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/whiprsnapr-brewing-co/"
-  },
-  {
-    "text": "Whiskeyjack Beer Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/whiskeyjack-beer-company/"
-  },
-  {
-    "text": "Whitewater Brewing Company",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/whitewater-brewing-company/"
-  },
-  {
-    "text": "Willibald Farm Distillery & Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/willibald-farm-distillery-brewery/"
-  },
-  {
-    "text": "Windmill Brewery",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/windmill-brewery/"
-  },
-  {
-    "text": "Wishbone Brewing",
-    "href": "https://ontariocraftbrewers.com/brewery-profile/wishbone-brewing/"
-  }
-]
--- a/pipeline/CMakeLists.txt
+++ b/pipeline/CMakeLists.txt
@@ -1,181 +0,0 @@
-cmake_minimum_required(VERSION 3.24)
-project(biergarten-pipeline)
-
-set(CMAKE_POLICY_VERSION_MINIMUM 3.5 CACHE STRING "" FORCE)
-
-# =============================================================================
-# 1. Platform & GPU Detection
-# =============================================================================
-if(WIN32)
-    message(FATAL_ERROR "[biergarten] Windows is currently not supported. Please use Linux (Fedora 43) or macOS (M1 Pro).")
-endif()
-
-if(APPLE)
-    if(CMAKE_SYSTEM_PROCESSOR MATCHES "arm64")
-        message(STATUS "[biergarten] Apple Silicon detected — enabling Metal acceleration.")
-        set(GGML_METAL ON CACHE BOOL "Enable Metal for Apple Silicon" FORCE)
-    else()
-        message(STATUS "[biergarten] Intel Mac detected — using CPU / Accelerate framework.")
-        set(GGML_METAL OFF CACHE BOOL "Disable Metal for Intel Macs" FORCE)
-    endif()
-elseif(UNIX AND NOT APPLE)
-    find_package(CUDAToolkit QUIET)
-    find_package(HIP QUIET)
-
-    if(CUDAToolkit_FOUND)
-        message(STATUS "[biergarten] NVIDIA GPU detected — enabling CUDA acceleration.")
-        set(GGML_CUDA ON CACHE BOOL "Enable CUDA for NVIDIA GPUs" FORCE)
-        set(CMAKE_CUDA_ARCHITECTURES native)
-    elseif(HIP_FOUND OR EXISTS "/opt/rocm")
-        message(STATUS "[biergarten] AMD GPU detected — enabling HIP/ROCm acceleration.")
-        set(GGML_HIPBLAS ON CACHE BOOL "Enable HIP for AMD GPUs" FORCE)
-    else()
-        message(STATUS "[biergarten] No NVIDIA or AMD GPU found — falling back to CPU.")
-    endif()
-endif()
-
-# =============================================================================
-# 2. Project-wide Settings (Standard & Optimization)
-# =============================================================================
-
-set(CMAKE_CXX_STANDARD 20)
-set(CMAKE_CXX_STANDARD_REQUIRED ON)
-set(CMAKE_EXPORT_COMPILE_COMMANDS ON)
-
-# Release Build Optimization: Aggressive (-O3), Arch-specific, and LTO
-set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} -O3 -march=native -flto")
-
-set(CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} -Og -g")
-
-# =============================================================================
-# 3. Dependencies
-# =============================================================================
-include(FetchContent)
-
-find_package(CURL QUIET)
-if(NOT CURL_FOUND)
-    message(FATAL_ERROR "[biergarten] libcurl not found. Install it (e.g. 'sudo dnf install libcurl-devel').")
-endif()
-
-# Require system Boost for JSON and Program Options to speed up build times
-find_package(Boost REQUIRED COMPONENTS json program_options)
-
-FetchContent_Declare(
-    sqlite_amalgamation
-    URL https://www.sqlite.org/2026/sqlite-amalgamation-3530000.zip
-    URL_HASH SHA3_256=c2325c53b3b41761469f91cfb078e96882ac5d85bac10c11b0bd8f253b031e5b
-)
-FetchContent_GetProperties(sqlite_amalgamation)
-if(NOT sqlite_amalgamation_POPULATED)
-    FetchContent_Populate(sqlite_amalgamation)
-endif()
-
-if(NOT TARGET sqlite3)
-    add_library(sqlite3 STATIC
-        ${sqlite_amalgamation_SOURCE_DIR}/sqlite3.c
-    )
-    target_include_directories(sqlite3 PUBLIC
-        ${sqlite_amalgamation_SOURCE_DIR}
-    )
-    target_compile_definitions(sqlite3 PUBLIC
-        SQLITE_THREADSAFE=1
-    )
-endif()
-
-FetchContent_Declare(
-    llama-cpp
-    GIT_REPOSITORY https://github.com/ggml-org/llama.cpp.git
-    GIT_TAG        b8742
-)
-FetchContent_MakeAvailable(llama-cpp)
-
-FetchContent_Declare(
-    boost-di
-    GIT_REPOSITORY https://github.com/boost-ext/di.git
-    GIT_TAG        v1.3.0
-)
-FetchContent_MakeAvailable(boost-di)
-if(TARGET Boost.DI AND NOT TARGET boost::di)
-    add_library(boost::di ALIAS Boost.DI)
-endif()
-
-FetchContent_Declare(
-    spdlog
-    GIT_REPOSITORY https://github.com/gabime/spdlog.git
-    GIT_TAG        v1.15.3
-)
-FetchContent_MakeAvailable(spdlog)
-
-# =============================================================================
-# 4. Sources
-# =============================================================================
-set(SOURCES
-    src/main.cc
-    src/biergarten_data_generator/biergarten_data_generator.cc
-    src/biergarten_data_generator/run.cc
-    src/biergarten_data_generator/query_cities_with_countries.cc
-    src/biergarten_data_generator/generate_breweries.cc
-    src/biergarten_data_generator/log_results.cc
-    src/services/wikipedia/wikipedia_service.cc
-    src/services/wikipedia/get_summary.cc
-    src/services/wikipedia/fetch_extract.cc
-    src/services/sqlite/sqlite_export_service.cc
-    src/services/sqlite/build_database_path.cc
-    src/services/sqlite/build_location_key.cc
-    src/services/sqlite/initialize_schema.cc
-    src/services/sqlite/prepare_statements.cc
-    src/services/sqlite/initialize.cc
-    src/services/sqlite/process_record.cc
-    src/services/sqlite/finalize_statements.cc
-    src/services/sqlite/rollback_and_close_no_throw.cc
-    src/services/sqlite/finalize.cc
-    src/web_client/curl_global_state.cc
-    src/web_client/curl_web_client_get.cc
-    src/web_client/curl_web_client_url_encode.cc
-    src/data_generation/llama/llama_generator.cc
-    src/data_generation/llama/generate_brewery.cc
-    src/data_generation/llama/generate_user.cc
-    src/data_generation/llama/helpers.cc
-    src/data_generation/llama/infer.cc
-    src/data_generation/llama/load.cc
-    src/data_generation/llama/load_brewery_prompt.cc
-    src/data_generation/prompt_formatting/gemma4_jinja_prompt_formatter.cc
-    src/data_generation/mock/deterministic_hash.cc
-    src/data_generation/mock/generate_brewery.cc
-    src/data_generation/mock/generate_user.cc
-    src/json_handling/json_loader.cc
-)
-
-# =============================================================================
-# 5. Target
-# =============================================================================
-add_executable(${PROJECT_NAME} ${SOURCES})
-target_include_directories(${PROJECT_NAME} PRIVATE
-    includes
-    ${llama-cpp_SOURCE_DIR}/include
-    ${llama-cpp_SOURCE_DIR}/common
-)
-target_link_libraries(${PROJECT_NAME} PRIVATE
-    llama
-    boost::di
-    Boost::json
-    Boost::program_options
-    spdlog::spdlog
-    sqlite3
-    CURL::libcurl
-)
-
-# =============================================================================
-# 6. Runtime Assets
-# =============================================================================
-configure_file(
-    ${CMAKE_SOURCE_DIR}/locations.json
-    ${CMAKE_BINARY_DIR}/locations.json
-    COPYONLY
-)
-
-add_custom_command(TARGET ${PROJECT_NAME} POST_BUILD
-    COMMAND ${CMAKE_COMMAND} -E copy_directory
-        ${CMAKE_SOURCE_DIR}/prompts
-        ${CMAKE_BINARY_DIR}/prompts
-)
--- a/pipeline/includes/data_model/application_options.h
+++ b/pipeline/includes/data_model/application_options.h
@@ -1,42 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_APPLICATION_OPTIONS_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_APPLICATION_OPTIONS_H_
-
-/**
- * @file data_model/application_options.h
- * @brief Program options for the Biergarten pipeline application.
- */
-
-#include <cstdint>
-#include <string>
-
-/**
- * @brief Program options for the Biergarten pipeline application.
- */
-struct ApplicationOptions {
-  /// @brief Path to the LLM model file (gguf format); mutually exclusive with
-  /// use_mocked.
-  std::string model_path;
-
-  /// @brief Use mocked generator instead of LLM; mutually exclusive with
-  /// model_path.
-  bool use_mocked = false;
-
-  /// @brief LLM sampling temperature (0.0 to 1.0, higher = more random).
-  float temperature = 1.0F;
-
-  /// @brief LLM nucleus sampling top-p parameter (0.0 to 1.0, higher = more
-  /// random).
-  float top_p = 0.95F;
-
-  /// @brief LLM top-k sampling parameter.
-  uint32_t top_k = 64;
-
-  /// @brief Context window size (tokens) for LLM inference. Higher values
-  /// support longer prompts but use more memory.
-  uint32_t n_ctx = 8192;
-
-  /// @brief Random seed for sampling (-1 for random, otherwise non-negative).
-  int seed = -1;
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_APPLICATION_OPTIONS_H_
--- a/pipeline/includes/data_model/brewery_location.h
+++ b/pipeline/includes/data_model/brewery_location.h
@@ -1,22 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_BREWERY_LOCATION_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_BREWERY_LOCATION_H_
-
-/**
- * @file data_model/brewery_location.h
- * @brief Non-owning brewery location input.
- */
-
-#include <string_view>
-
-/**
- * @brief Non-owning brewery location input.
- */
-struct BreweryLocation {
-  /// @brief City name.
-  std::string_view city_name;
-
-  /// @brief Country name.
-  std::string_view country_name;
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_BREWERY_LOCATION_H_
--- a/pipeline/includes/data_model/brewery_result.h
+++ b/pipeline/includes/data_model/brewery_result.h
@@ -1,28 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_BREWERY_RESULT_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_BREWERY_RESULT_H_
-
-/**
- * @file data_model/brewery_result.h
- * @brief Generated brewery payload.
- */
-
-#include <string>
-
-/**
- * @brief Generated brewery payload.
- */
-struct BreweryResult {
-  /// @brief Brewery display name in English.
-  std::string name_en;
-
-  /// @brief Brewery description text in English.
-  std::string description_en;
-
-  /// @brief Brewery display name in the local language.
-  std::string name_local;
-
-  /// @brief Brewery description text in the local language.
-  std::string description_local;
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_BREWERY_RESULT_H_
--- a/pipeline/includes/data_model/enriched_city.h
+++ b/pipeline/includes/data_model/enriched_city.h
@@ -1,21 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_ENRICHED_CITY_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_ENRICHED_CITY_H_
-
-/**
- * @file data_model/enriched_city.h
- * @brief Enriched city data with Wikipedia context.
- */
-
-#include <string>
-
-#include "data_model/location.h"
-
-/**
- * @brief Enriched city data with Wikipedia context.
- */
-struct EnrichedCity {
-  Location location;
-  std::string region_context{};
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_ENRICHED_CITY_H_
--- a/pipeline/includes/data_model/generated_brewery.h
+++ b/pipeline/includes/data_model/generated_brewery.h
@@ -1,20 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATED_BREWERY_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATED_BREWERY_H_
-
-/**
- * @file data_model/generated_brewery.h
- * @brief Helper struct to store generated brewery data.
- */
-
-#include "data_model/brewery_result.h"
-#include "data_model/location.h"
-
-/**
- * @brief Helper struct to store generated brewery data.
- */
-struct GeneratedBrewery {
-  Location location;
-  BreweryResult brewery;
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATED_BREWERY_H_
--- a/pipeline/includes/data_model/generation_models.h
+++ b/pipeline/includes/data_model/generation_models.h
@@ -1,13 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATION_MODELS_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATION_MODELS_H_
-
-/**
- * @file data_model/generation_models.h
- * @brief Convenience include for shared generation payload models.
- */
-
-#include "data_model/brewery_location.h"
-#include "data_model/brewery_result.h"
-#include "data_model/user_result.h"
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATION_MODELS_H_
--- a/pipeline/includes/data_model/location.h
+++ b/pipeline/includes/data_model/location.h
@@ -1,41 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_LOCATION_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_LOCATION_H_
-
-/**
- * @file data_model/location.h
- * @brief Location data model used throughout generation pipeline.
- */
-
-#include <string>
-#include <vector>
-
-/**
- * @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.
-  std::string iso3166_2{};
-
-  /// @brief Country name.
-  std::string country{};
-
-  /// @brief ISO 3166-1 country code.
-  std::string iso3166_1{};
-
-  /// @brief Local language codes in priority order.
-  std::vector<std::string> local_languages{};
-
-  /// @brief Latitude in decimal degrees.
-  double latitude{};
-
-  /// @brief Longitude in decimal degrees.
-  double longitude{};
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_LOCATION_H_
--- a/pipeline/includes/data_model/pipeline_models.h
+++ b/pipeline/includes/data_model/pipeline_models.h
@@ -1,12 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_PIPELINE_MODELS_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_PIPELINE_MODELS_H_
-
-/**
- * @file data_model/pipeline_models.h
- * @brief Convenience include for pipeline-specific data models.
- */
-
-#include "data_model/enriched_city.h"
-#include "data_model/generated_brewery.h"
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_PIPELINE_MODELS_H_
--- a/pipeline/includes/data_model/user_result.h
+++ b/pipeline/includes/data_model/user_result.h
@@ -1,22 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_USER_RESULT_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_USER_RESULT_H_
-
-/**
- * @file data_model/user_result.h
- * @brief Generated user profile payload.
- */
-
-#include <string>
-
-/**
- * @brief Generated user profile payload.
- */
-struct UserResult {
-  /// @brief Username handle.
-  std::string username{};
-
-  /// @brief Short user biography.
-  std::string bio{};
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_USER_RESULT_H_
--- a/pipeline/includes/services/sqlite_export_service_helpers.h
+++ b/pipeline/includes/services/sqlite_export_service_helpers.h
@@ -1,250 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_SQLITE_EXPORT_SERVICE_HELPERS_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_SQLITE_EXPORT_SERVICE_HELPERS_H_
-
-/**
- * @file services/sqlite_export_service_helpers.h
- * @brief Internal SQLite export helpers shared across per-method translation
- * units.
- */
-
-#include <sqlite3.h>
-
-#include <boost/json.hpp>
-#include <cstddef>
-#include <cstring>
-#include <filesystem>
-#include <limits>
-#include <memory>
-#include <stdexcept>
-#include <string>
-#include <string_view>
-#include <vector>
-
-namespace sqlite_export_service_internal {
-
-struct SqliteDatabaseDeleter {
-  void operator()(sqlite3* handle) const noexcept {
-    if (handle != nullptr) {
-      sqlite3_close(handle);
-    }
-  }
-};
-
-struct SqliteStatementDeleter {
-  void operator()(sqlite3_stmt* statement) const noexcept {
-    if (statement != nullptr) {
-      sqlite3_finalize(statement);
-    }
-  }
-};
-
-using SqliteDatabaseHandle = std::unique_ptr<sqlite3, SqliteDatabaseDeleter>;
-using SqliteStatementHandle =
-    std::unique_ptr<sqlite3_stmt, SqliteStatementDeleter>;
-
-inline constexpr std::string_view kCreateLocationsTableSql = R"sql(
-
-CREATE TABLE IF NOT EXISTS locations (
-  id INTEGER PRIMARY KEY AUTOINCREMENT,
-  city TEXT NOT NULL,
-  state_province TEXT NOT NULL,
-  iso3166_2 TEXT NOT NULL,
-  country TEXT NOT NULL,
-  iso3166_1 TEXT NOT NULL,
-  local_languages_json TEXT NOT NULL,
-  latitude REAL NOT NULL,
-  longitude REAL NOT NULL,
-  UNIQUE(city, state_province, iso3166_2, country, latitude, longitude)
-);
-
-)sql";
-
-inline constexpr std::string_view kCreateBreweriesTableSql = R"sql(
-
-CREATE TABLE IF NOT EXISTS breweries (
-  id INTEGER PRIMARY KEY AUTOINCREMENT,
-  location_id INTEGER NOT NULL,
-  name_en TEXT NOT NULL,
-  description_en TEXT NOT NULL,
-  name_local TEXT NOT NULL,
-  description_local TEXT NOT NULL,
-  FOREIGN KEY(location_id) REFERENCES locations(id) ON DELETE CASCADE
-);
-
-CREATE INDEX IF NOT EXISTS idx_breweries_location_id ON breweries(location_id);
-
-)sql";
-
-inline constexpr std::string_view kInsertLocationSql = R"sql(
-INSERT INTO locations (
-  city,
-  state_province,
-  iso3166_2,
-  country,
-  iso3166_1,
-  local_languages_json,
-  latitude,
-  longitude
-) VALUES (?, ?, ?, ?, ?, ?, ?, ?);
-)sql";
-
-inline constexpr std::string_view kInsertBrewerySql = R"sql(
-INSERT INTO breweries (
-  location_id,
-  name_en,
-  description_en,
-  name_local,
-  description_local
-) VALUES (?, ?, ?, ?, ?);
-)sql";
-
-inline constexpr int kLocationCityBindIndex = 1;
-inline constexpr int kLocationStateProvinceBindIndex = 2;
-inline constexpr int kLocationIso31662BindIndex = 3;
-inline constexpr int kLocationCountryBindIndex = 4;
-inline constexpr int kLocationIso31661BindIndex = 5;
-inline constexpr int kLocationLanguagesBindIndex = 6;
-inline constexpr int kLocationLatitudeBindIndex = 7;
-inline constexpr int kLocationLongitudeBindIndex = 8;
-
-inline constexpr int kBreweryLocationIdBindIndex = 1;
-inline constexpr int kBreweryEnglishNameBindIndex = 2;
-inline constexpr int kBreweryEnglishDescriptionBindIndex = 3;
-inline constexpr int kBreweryLocalNameBindIndex = 4;
-inline constexpr int kBreweryLocalDescriptionBindIndex = 5;
-
-inline void ThrowSqliteError(sqlite3* db_handle, std::string_view action) {
-  const std::string message =
-      db_handle != nullptr ? sqlite3_errmsg(db_handle) : "unknown SQLite error";
-  throw std::runtime_error(std::string(action) + ": " + message);
-}
-
-inline SqliteDatabaseHandle OpenDatabase(const std::filesystem::path& path) {
-  sqlite3* raw_handle = nullptr;
-  const std::string path_string = path.string();
-  const int result = sqlite3_open(path_string.c_str(), &raw_handle);
-  SqliteDatabaseHandle handle(raw_handle);
-  if (result != SQLITE_OK) {
-    const std::string message = raw_handle != nullptr
-                                    ? sqlite3_errmsg(raw_handle)
-                                    : "unknown SQLite error";
-    throw std::runtime_error("Failed to open SQLite export database: " +
-                             message);
-  }
-
-  return handle;
-}
-
-inline void ExecSql(const SqliteDatabaseHandle& db_handle, std::string_view sql,
-                    const char* action) {
-  char* error_message = nullptr;
-  const std::string sql_text(sql);
-  const int result = sqlite3_exec(db_handle.get(), sql_text.c_str(), nullptr,
-                                  nullptr, &error_message);
-  if (result != SQLITE_OK) {
-    const std::string message = error_message != nullptr
-                                    ? error_message
-                                    : sqlite3_errmsg(db_handle.get());
-    sqlite3_free(error_message);
-    throw std::runtime_error(std::string(action) + ": " + message);
-  }
-}
-
-inline SqliteStatementHandle PrepareStatement(
-    const SqliteDatabaseHandle& db_handle, std::string_view sql,
-    const char* action) {
-  sqlite3_stmt* raw_statement = nullptr;
-  const std::string sql_text(sql);
-  const int result = sqlite3_prepare_v2(db_handle.get(), sql_text.c_str(), -1,
-                                        &raw_statement, nullptr);
-  SqliteStatementHandle statement(raw_statement);
-  if (result != SQLITE_OK) {
-    ThrowSqliteError(db_handle.get(), action);
-  }
-
-  return statement;
-}
-
-inline void ResetStatement(SqliteStatementHandle& statement) {
-  if (statement != nullptr) {
-    sqlite3_reset(statement.get());
-    sqlite3_clear_bindings(statement.get());
-  }
-}
-
-inline void DeleteCharArray(void* data) noexcept {
-  delete[] static_cast<char*>(data);
-}
-
-inline void BindText(const SqliteStatementHandle& statement, int index,
-                     std::string_view value, const char* action) {
-  const auto byte_count = value.size();
-  if (byte_count > static_cast<std::size_t>(std::numeric_limits<int>::max())) {
-    ThrowSqliteError(sqlite3_db_handle(statement.get()), action);
-  }
-
-  auto buffer = std::make_unique<char[]>(byte_count + 1);
-  std::memcpy(buffer.get(), value.data(), byte_count);
-  buffer[byte_count] = '\0';
-
-  char* raw_buffer = buffer.release();
-  const int result =
-      sqlite3_bind_text(statement.get(), index, raw_buffer,
-                        static_cast<int>(byte_count), DeleteCharArray);
-  if (result != SQLITE_OK) {
-    DeleteCharArray(raw_buffer);
-    ThrowSqliteError(sqlite3_db_handle(statement.get()), action);
-  }
-}
-
-inline void BindDouble(const SqliteStatementHandle& statement, int index,
-                       double value, std::string_view action) {
-  const int result = sqlite3_bind_double(statement.get(), index, value);
-  if (result != SQLITE_OK) {
-    ThrowSqliteError(sqlite3_db_handle(statement.get()), action);
-  }
-}
-
-inline void BindInt64(const SqliteStatementHandle& statement, int index,
-                      sqlite3_int64 value, std::string_view action) {
-  const int result = sqlite3_bind_int64(statement.get(), index, value);
-  if (result != SQLITE_OK) {
-    ThrowSqliteError(sqlite3_db_handle(statement.get()), action);
-  }
-}
-
-inline void StepStatement(const SqliteDatabaseHandle& db_handle,
-                          const SqliteStatementHandle& statement,
-                          std::string_view action) {
-  const int result = sqlite3_step(statement.get());
-  if (result != SQLITE_DONE) {
-    ThrowSqliteError(db_handle.get(), action);
-  }
-}
-
-inline sqlite3_int64 LastInsertRowId(const SqliteDatabaseHandle& db_handle) {
-  return sqlite3_last_insert_rowid(db_handle.get());
-}
-
-inline void RollbackTransactionNoThrow(
-    const SqliteDatabaseHandle& db_handle) noexcept {
-  if (!db_handle) {
-    return;
-  }
-
-  sqlite3_exec(db_handle.get(), "ROLLBACK;", nullptr, nullptr, nullptr);
-}
-
-inline std::string SerializeLocalLanguages(
-    const std::vector<std::string>& local_languages) {
-  boost::json::array array;
-  array.reserve(local_languages.size());
-  for (const auto& language : local_languages) {
-    array.emplace_back(language);
-  }
-  return boost::json::serialize(array);
-}
-
-}  // namespace sqlite_export_service_internal
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_SQLITE_EXPORT_SERVICE_HELPERS_H_
--- a/pipeline/includes/web_client/curl_web_client.h
+++ b/pipeline/includes/web_client/curl_web_client.h
@@ -1,54 +0,0 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_WEB_CLIENT_CURL_WEB_CLIENT_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_WEB_CLIENT_CURL_WEB_CLIENT_H_
-
-/**
- * @file web_client/curl_web_client.h
- * @brief libcurl-based WebClient implementation.
- */
-
-#include "web_client/web_client.h"
-
-/**
- * @brief RAII wrapper for curl_global_init and curl_global_cleanup.
- *
- * Create one instance in application startup before using libcurl and keep it
- * alive for application lifetime.
- */
-class CurlGlobalState {
- public:
-  /// @brief Initializes global libcurl state.
-  CurlGlobalState();
-
-  /// @brief Cleans up global libcurl state.
-  ~CurlGlobalState();
-
-  /// @brief Non-copyable type.
-  CurlGlobalState(const CurlGlobalState&) = delete;
-
-  /// @brief Non-copyable type.
-  CurlGlobalState& operator=(const CurlGlobalState&) = delete;
-};
-
-/**
- * @brief WebClient implementation backed by libcurl.
- */
-class CURLWebClient : public WebClient {
- public:
-  /**
-   * @brief Executes an HTTP GET request.
-   *
-   * @param url Request URL.
-   * @return Response body.
-   */
-  std::string Get(const std::string& url) override;
-
-  /**
-   * @brief URL-encodes a string value.
-   *
-   * @param value Raw value.
-   * @return URL-encoded string.
-   */
-  std::string UrlEncode(const std::string& value) override;
-};
-
-#endif  // BIERGARTEN_PIPELINE_INCLUDES_WEB_CLIENT_CURL_WEB_CLIENT_H_
--- a/pipeline/prompts/system.md
+++ b/pipeline/prompts/system.md
@@ -1,113 +0,0 @@
-# FULL SYSTEM PROMPT
-
-You are an expert brewery copywriter, an architectural observer, and a master of zymurgy.
-
-Your main goal is to come up with a fake, contextually accurate name and a matching description for a craft brewery located in a specific city. You need to base this on the exact geographic and cultural info provided. You also need to seamlessly blend historical background, cultural details, and highly specialized brewing methods to create a realistic and interesting story.
-
-You will receive the inputs like this:
-
-## CITY:
-
-[City Name]
-
-## COUNTRY:
-
-[Country Name]
-
-## LOCAL LANGUAGE CODES:
-
-[Local language codes in priority order]
-
-## CONTEXT:
-
-[Information about local beer culture, history, geography, or language context]
-
-## 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 four keys ("name_en", "description_en", "name_local", "description_local") in that order. Do not rename or add any other keys.
-
-ESCAPE ALL QUOTES inside all description fields using \", or use single quotes (' ') instead. This applies equally to description_en and description_local. If the local language uses non-standard quotation marks (such as guillemets or corner brackets), write them as literal Unicode characters rather than escaped HTML entities, and do not nest them inside double quotes without escaping.
-
-DO NOT use actual line breaks (\n) inside any string. Keep all descriptions as one continuous string each.
-
-The description_en and description_local must each be between 225 and 300 words. Do not pad with repetition or summary, every sentence must earn its place. Be concise and specific.
-
-Expected JSON format:
-
-```json
-{
-  "name_en": "Fictional Local Brewery Name in English",
-  "description_en": "The English description goes here.",
-  "name_local": "Translated brewery name in the local language",
-  "description_local": "The localised description goes here."
-}
-```
-
-## CONTENT RULES AND CONSTRAINTS:
-
-### THE HOOK:
-
-The first sentence must be a sensory environmental hook written as a personal observation, something the owner notices or has always noticed. It should establish the local weather, smell, or soundscape of the city. Do not open with the brewery's name or a generic welcome.
-
-### GEOGRAPHIC & CULTURAL ANCHOR:
-
-The story must be deeply tied to the provided geographic and cultural info. Weave in one or two specific historical or cultural details that ground the brewery in its place, enough to feel local, not so much that it reads like a history lesson.
-
-### TECHNICAL BREWING DETAIL (VARY THIS!):
-
-You must include one highly specialized technical brewing detail. To avoid sounding repetitive, make sure this varies a lot. Some examples: using local wild yeast (like spontaneous Brettanomyces), adjusting the water profile (like Burtonization), specific mashing techniques, or using local barrels for aging. Don't use basic concepts like generic mash temperatures.
-
-### ARCHITECTURAL DETAIL (VARY THIS!):
-
-You must include one specific architectural or environmental detail, highlighting the building's physical wear, structure, or history. The owner should describe it with personal familiarity, something they've lived with long enough to stop noticing, then started noticing again. Avoid overused industry clichés like repurposed dairy equipment or glycol chillers.
-
-### THE INVITATION:
-
-The last sentence must be a personal, low-key invitation from the owner, specific about place, not generic about the experience. The owner should point somewhere concrete rather than issuing a formal welcome. Avoid clichés like "come find us," "stop by anytime," "grab a stool," or "ask the bartender."
-
-### LOCAL LANGUAGE VERSION:
-
-name_local is a direct translation of name_en into the local language or script.
-Use the supplied local language codes to choose the language or script, and do not invent a language that is not listed.
-
-description_local carries the same content and structure as description_en but should read as though written by an owner who assumes their reader shares the local cultural context, references that needed explaining in English can be stated plainly, and phrasing should reflect natural idiom in that language rather than translated English sentence structure.
-
-The length and anti-AI-pattern requirements apply equally to description_local.
-
-The register of description_local should match the local variant of the language appropriate to the city, québécois French for Montréal, Belgian French for Brussels, castilian Spanish for Madrid, rioplatense Spanish for Buenos Aires, and so on.
-
-### 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"
- "repurposed dairy tank"
- "repurposed industrial vat"
- "concrete eggs"
- "glycol chiller"
- "mash temperature"
- "grab a stool"
- "ask the bartender"
- "come find us"
- "stop by anytime"
-
-#### FORBIDDEN WRITING PATTERNS
-
-The following patterns are common AI writing pitfalls and must not appear in either description:
-
- Negative parallelism constructions: "It's not X, it's Y" or "We're not about X, we're about Y"
- Inflated significance phrases: "stands as a testament," "plays a vital role," "leaves a lasting impact," "watershed moment," "deeply rooted," "rich cultural heritage," "rich cultural tapestry," "enduring legacy"
- Superficial trailing analyses: sentences ending in -ing words that add opinion without content ("ensuring consistency," "reflecting the city's spirit," "highlighting our commitment")
- Promotional travel-copy tone: "breathtaking," "must-visit," "stunning," "vibrant"
- Overused conjunctive transitions used as sentence openers: "Moreover," "Furthermore," "In addition," "In contrast"
- Rule of three: do not consistently organise ideas or examples in triplets
-
-### VOICE & PERSPECTIVE:
-
-The description must be written in the first person, from the perspective of the brewery's owner. Favour "we" and "our" over "I" and "my." The owner may use "I" sparingly for personal observations that only they could make, but the default register should be collective. The tone should feel lived-in and a little weathered. Do not use third-person or second-person pronouns.
--- a/pipeline/src/data_generation/llama/load_brewery_prompt.cc
+++ b/pipeline/src/data_generation/llama/load_brewery_prompt.cc
@@ -1,55 +0,0 @@
-/**
- * @file data_generation/llama/load_brewery_prompt.cc
- * @brief Resolves brewery system prompt content from cache or a configured
- * filesystem path and provides a robust inline fallback prompt when absent.
- */
-
-#include <spdlog/spdlog.h>
-
-#include <filesystem>
-#include <fstream>
-#include <stdexcept>
-
-#include "data_generation/llama_generator.h"
-
-/**
- * @brief Loads brewery system prompt from disk or cache.
- *
- * @param prompt_file_path Preferred prompt file location.
- * @return Prompt text loaded from disk.
- */
-std::string LlamaGenerator::LoadBrewerySystemPrompt(
-    const std::filesystem::path& prompt_file_path) {
-  // Return cached version if already loaded
-  if (!brewery_system_prompt_.empty()) {
-    return brewery_system_prompt_;
-  }
-
-  std::ifstream prompt_file(prompt_file_path);
-  if (!prompt_file.is_open()) {
-    spdlog::error(
-        "LlamaGenerator: Failed to open brewery system prompt file '{}'",
-        prompt_file_path.string());
-    throw std::runtime_error(
-        "LlamaGenerator: missing brewery system prompt file: " +
-        prompt_file_path.string());
-  }
-
-  const std::string prompt((std::istreambuf_iterator(prompt_file)),
-                           std::istreambuf_iterator<char>());
-  prompt_file.close();
-
-  if (prompt.empty()) {
-    spdlog::error("LlamaGenerator: Brewery system prompt file '{}' is empty",
-                  prompt_file_path.string());
-    throw std::runtime_error(
-        "LlamaGenerator: empty brewery system prompt file: " +
-        prompt_file_path.string());
-  }
-
-  spdlog::info(
-      "LlamaGenerator: Loaded brewery system prompt from '{}' ({} chars)",
-      prompt_file_path.string(), prompt.length());
-  brewery_system_prompt_ = prompt;
-  return brewery_system_prompt_;
-}
--- a/pipeline/src/main.cc
+++ b/pipeline/src/main.cc
@@ -1,198 +0,0 @@
-/**
- * @file main.cc
- * @brief Parses command-line options, validates runtime mode selection,
- * initializes shared infrastructure, and executes the pipeline entry flow.
- */
-
-#include <spdlog/spdlog.h>
-
-#include <boost/di.hpp>
-#include <boost/program_options.hpp>
-#include <chrono>
-#include <exception>
-#include <memory>
-#include <optional>
-#include <sstream>
-#include <string>
-
-#include "biergarten_data_generator.h"
-#include "data_generation/llama_generator.h"
-#include "data_generation/mock_generator.h"
-#include "data_generation/prompt_formatting/gemma4_jinja_prompt_formatter.h"
-#include "data_model/application_options.h"
-#include "llama_backend_state.h"
-#include "services/enrichment_service.h"
-#include "services/export_service.h"
-#include "services/sqlite_export_service.h"
-#include "services/wikipedia_service.h"
-#include "web_client/curl_web_client.h"
-
-namespace prog_opts = boost::program_options;
-namespace di = boost::di;
-
-/**
- * @brief Parse command-line arguments into ApplicationOptions.
- *
- * @param argc Command-line argument count.
- * @param argv Command-line arguments.
- * @return Parsed ApplicationOptions if parsing succeeded, std::nullopt
- * otherwise.
- */
-std::optional<ApplicationOptions> ParseArguments(const int argc, char** argv) {
-  prog_opts::options_description desc("Pipeline Options");
-
-  auto opt = desc.add_options();
-
-  opt("help,h", "Produce help message");
-
-  opt("mocked", prog_opts::bool_switch(),
-      "Use mocked generator for brewery/user data");
-
-  opt("model,m", prog_opts::value<std::string>()->default_value(""),
-      "Path to LLM model (gguf)");
-
-  opt("temperature", prog_opts::value<float>()->default_value(1.0F),
-      "Sampling temperature (higher = more random)");
-
-  opt("top-p", prog_opts::value<float>()->default_value(0.95F),
-      "Nucleus sampling top-p in (0,1] (higher = more random)");
-
-  opt("top-k", prog_opts::value<uint32_t>()->default_value(64),
-      "Top-k sampling parameter (higher = more candidate tokens)");
-
-  opt("n-ctx", prog_opts::value<uint32_t>()->default_value(8192),
-      "Context window size in tokens (1-32768)");
-
-  opt("seed", prog_opts::value<int>()->default_value(-1),
-      "Sampler seed: -1 for random, otherwise non-negative integer");
-
-  // Handle the "no arguments" or "help" case
-  if (argc == 1) {
-    spdlog::info("Biergarten Pipeline");
-    std::stringstream usage_stream;
-    usage_stream << "\nUsage: biergarten-pipeline [options]\n\n" << desc;
-    spdlog::info(usage_stream.str());
-    return std::nullopt;
-  }
-
-  try {
-    prog_opts::variables_map variables_map;
-    prog_opts::store(prog_opts::parse_command_line(argc, argv, desc),
-                     variables_map);
-    prog_opts::notify(variables_map);
-
-    if (variables_map.contains("help")) {
-      std::stringstream help_stream;
-      help_stream << "\n" << desc;
-      spdlog::info(help_stream.str());
-      return std::nullopt;
-    }
-
-    const auto use_mocked = variables_map["mocked"].as<bool>();
-    const auto model_path = variables_map["model"].as<std::string>();
-
-    if (use_mocked && !model_path.empty()) {
-      spdlog::error(
-          "Invalid arguments: --mocked and --model are mutually exclusive");
-      return std::nullopt;
-    }
-
-    if (!use_mocked && model_path.empty()) {
-      spdlog::error(
-          "Invalid arguments: Either --mocked or --model must be specified");
-      return std::nullopt;
-    }
-
-    const bool has_llm_params = !variables_map["temperature"].defaulted() ||
-                                !variables_map["top-p"].defaulted() ||
-                                !variables_map["top-k"].defaulted() ||
-                                !variables_map["seed"].defaulted();
-
-    if (use_mocked && has_llm_params) {
-      spdlog::warn(
-          "Sampling parameters (--temperature, --top-p, --top-k, --seed) are"
-          " ignored when using --mocked");
-    }
-
-    ApplicationOptions options;
-    options.use_mocked = use_mocked;
-    options.model_path = model_path;
-    options.temperature = variables_map["temperature"].as<float>();
-    options.top_p = variables_map["top-p"].as<float>();
-    options.top_k = variables_map["top-k"].as<uint32_t>();
-    options.n_ctx = variables_map["n-ctx"].as<uint32_t>();
-    options.seed = variables_map["seed"].as<int>();
-
-    return options;
-  } catch (const std::exception& exception) {
-    spdlog::error("Failed to parse command-line arguments: {}",
-                  exception.what());
-    return std::nullopt;
-  } catch (...) {
-    spdlog::error("Failed to parse command-line arguments: unknown error");
-    return std::nullopt;
-  }
-}
-
-struct Timer {
-  std::chrono::steady_clock::time_point start_time =
-      std::chrono::steady_clock::now();
-  [[nodiscard]] int64_t Elapsed() const {
-    return std::chrono::duration_cast<std::chrono::milliseconds>(
-               std::chrono::steady_clock::now() - start_time)
-        .count();
-  }
-};
-
-int main(const int argc, char** argv) {
-  try {
-    Timer timer;
-    const CurlGlobalState curl_state;
-    const LlamaBackendState llama_backend_state;
-    spdlog::set_pattern("[%Y-%m-%d %H:%M:%S.%e] [%^%l%$] %v");
-
-    const auto parsed_options = ParseArguments(argc, argv);
-    if (!parsed_options.has_value()) {
-      return 0;
-    }
-
-    const auto options = *parsed_options;
-
-    const auto injector = di::make_injector(
-        di::bind<WebClient>().to<CURLWebClient>(),
-        di::bind<ApplicationOptions>().to(options),
-        di::bind<IEnrichmentService>().to<WikipediaService>(),
-        di::bind<IExportService>().to<SqliteExportService>(),
-        di::bind<IPromptFormatter>().to<Gemma4JinjaPromptFormatter>(),
-        di::bind<std::string>().to(options.model_path),
-        di::bind<DataGenerator>().to(
-            [options](const auto& inj) -> std::unique_ptr<DataGenerator> {
-              if (options.use_mocked) {
-                spdlog::info(
-                    "[Generator] Using MockGenerator (no model path provided)");
-                return std::make_unique<MockGenerator>();
-              }
-
-              spdlog::info(
-                  "[Generator] Using LlamaGenerator: {} (temperature={}, "
-                  "top-p={}, top-k={}, n_ctx={}, seed={})",
-                  options.model_path, options.temperature, options.top_p,
-                  options.top_k, options.n_ctx, options.seed);
-              return inj.template create<std::unique_ptr<LlamaGenerator>>();
-            }));
-
-    auto generator =
-        injector.create<std::unique_ptr<BiergartenDataGenerator>>();
-
-    if (!generator->Run()) {
-      spdlog::error("Pipeline execution failed");
-      return 1;
-    }
-
-    spdlog::info("Pipeline executed successfully in {} ms", timer.Elapsed());
-    return 0;
-  } catch (const std::exception& exception) {
-    spdlog::critical("Unhandled fatal error in main: {}", exception.what());
-    return 1;
-  }
-}
--- a/pipeline/src/services/sqlite/build_database_path.cc
+++ b/pipeline/src/services/sqlite/build_database_path.cc
@@ -1,24 +0,0 @@
-/**
- * @file services/sqlite/build_database_path.cc
- * @brief SqliteExportService::BuildDatabasePath() implementation.
- */
-
-#include <filesystem>
-#include <string>
-
-#include "services/sqlite_export_service.h"
-
-std::filesystem::path SqliteExportService::BuildDatabasePath() const {
-  std::filesystem::path base_filename("biergarten_seed_" + run_timestamp_utc_ +
-                                      ".sqlite");
-  std::filesystem::path candidate =
-      std::filesystem::current_path() / base_filename;
-
-  for (int suffix = 1; std::filesystem::exists(candidate); ++suffix) {
-    candidate = std::filesystem::current_path() /
-                std::filesystem::path("biergarten_seed_" + run_timestamp_utc_ +
-                                      "-" + std::to_string(suffix) + ".sqlite");
-  }
-
-  return candidate;
-}
--- a/pipeline/src/services/sqlite/build_location_key.cc
+++ b/pipeline/src/services/sqlite/build_location_key.cc
@@ -1,28 +0,0 @@
-/**
- * @file services/sqlite/build_location_key.cc
- * @brief SqliteExportService::BuildLocationKey() implementation.
- */
-
-#include <iomanip>
-#include <sstream>
-
-#include "services/sqlite_export_service.h"
-#include "services/sqlite_export_service_helpers.h"
-
-constexpr int kLocationPrecision = 17;
-
-std::string SqliteExportService::BuildLocationKey(const Location& location) {
-  std::ostringstream key_stream;
-  key_stream << location.city << '\n'
-             << location.state_province << '\n'
-             << location.iso3166_2 << '\n'
-             << location.country << '\n'
-             << location.iso3166_1 << '\n'
-             << std::setprecision(kLocationPrecision) << location.latitude
-             << '\n'
-             << std::setprecision(kLocationPrecision) << location.longitude
-             << '\n'
-             << sqlite_export_service_internal::SerializeLocalLanguages(
-                    location.local_languages);
-  return key_stream.str();
-}
--- a/pipeline/src/services/sqlite/finalize_statements.cc
+++ b/pipeline/src/services/sqlite/finalize_statements.cc
@@ -1,11 +0,0 @@
-/**
- * @file services/sqlite/finalize_statements.cc
- * @brief SqliteExportService::FinalizeStatements() implementation.
- */
-
-#include "services/sqlite_export_service.h"
-
-void SqliteExportService::FinalizeStatements() noexcept {
-  insert_brewery_stmt_.reset();
-  insert_location_stmt_.reset();
-}
--- a/pipeline/src/services/sqlite/initialize.cc
+++ b/pipeline/src/services/sqlite/initialize.cc
@@ -1,39 +0,0 @@
-/**
- * @file services/sqlite/initialize.cc
- * @brief SqliteExportService::Initialize() implementation.
- */
-
-#include <filesystem>
-#include <memory>
-#include <stdexcept>
-#include <string>
-
-#include "services/sqlite_export_service.h"
-#include "services/sqlite_export_service_helpers.h"
-
-void SqliteExportService::Initialize() {
-  if (db_handle_ != nullptr) {
-    throw std::runtime_error("SQLite export service is already initialized");
-  }
-
-  run_timestamp_utc_ = date_time_provider_->GetUtcTimestamp();
-  database_path_ = BuildDatabasePath();
-  std::filesystem::create_directories(database_path_.parent_path());
-
-  db_handle_ = sqlite_export_service_internal::OpenDatabase(database_path_);
-
-  try {
-    sqlite_export_service_internal::ExecSql(
-        db_handle_, "PRAGMA foreign_keys = ON;",
-        "Failed to enable SQLite foreign keys");
-    InitializeSchema();
-    PrepareStatements();
-    sqlite_export_service_internal::ExecSql(
-        db_handle_, "BEGIN IMMEDIATE TRANSACTION;",
-        "Failed to begin SQLite transaction");
-    transaction_open_ = true;
-  } catch (...) {
-    RollbackAndCloseNoThrow();
-    throw;
-  }
-}
--- a/pipeline/src/services/sqlite/initialize_schema.cc
+++ b/pipeline/src/services/sqlite/initialize_schema.cc
@@ -1,16 +0,0 @@
-/**
- * @file services/sqlite/initialize_schema.cc
- * @brief SqliteExportService::InitializeSchema() implementation.
- */
-
-#include "services/sqlite_export_service.h"
-#include "services/sqlite_export_service_helpers.h"
-
-void SqliteExportService::InitializeSchema() {
-  sqlite_export_service_internal::ExecSql(
-      db_handle_, sqlite_export_service_internal::kCreateLocationsTableSql,
-      "Failed to create SQLite locations table");
-  sqlite_export_service_internal::ExecSql(
-      db_handle_, sqlite_export_service_internal::kCreateBreweriesTableSql,
-      "Failed to create SQLite breweries table");
-}
--- a/pipeline/src/services/sqlite/prepare_statements.cc
+++ b/pipeline/src/services/sqlite/prepare_statements.cc
@@ -1,16 +0,0 @@
-/**
- * @file services/sqlite/prepare_statements.cc
- * @brief SqliteExportService::PrepareStatements() implementation.
- */
-
-#include "services/sqlite_export_service.h"
-#include "services/sqlite_export_service_helpers.h"
-
-void SqliteExportService::PrepareStatements() {
-  insert_location_stmt_ = sqlite_export_service_internal::PrepareStatement(
-      db_handle_, sqlite_export_service_internal::kInsertLocationSql,
-      "Failed to prepare SQLite location insert statement");
-  insert_brewery_stmt_ = sqlite_export_service_internal::PrepareStatement(
-      db_handle_, sqlite_export_service_internal::kInsertBrewerySql,
-      "Failed to prepare SQLite brewery insert statement");
-}
--- a/pipeline/src/services/sqlite/process_record.cc
+++ b/pipeline/src/services/sqlite/process_record.cc
@@ -1,100 +0,0 @@
-/**
- * @file services/sqlite/process_record.cc
- * @brief SqliteExportService::ProcessRecord() implementation.
- */
-
-#include <stdexcept>
-#include <string>
-
-#include "services/sqlite_export_service.h"
-#include "services/sqlite_export_service_helpers.h"
-
-void SqliteExportService::ProcessRecord(const GeneratedBrewery& 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::SerializeLocalLanguages(
-            brewery.location.local_languages);
-
-    sqlite_export_service_internal::BindText(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationCityBindIndex,
-        brewery.location.city, "Failed to bind SQLite location city");
-    sqlite_export_service_internal::BindText(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationStateProvinceBindIndex,
-        brewery.location.state_province,
-        "Failed to bind SQLite location state/province");
-    sqlite_export_service_internal::BindText(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationIso31662BindIndex,
-        brewery.location.iso3166_2,
-        "Failed to bind SQLite location ISO 3166-2 code");
-    sqlite_export_service_internal::BindText(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationCountryBindIndex,
-        brewery.location.country, "Failed to bind SQLite location country");
-    sqlite_export_service_internal::BindText(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationIso31661BindIndex,
-        brewery.location.iso3166_1,
-        "Failed to bind SQLite location ISO 3166-1 code");
-    sqlite_export_service_internal::BindText(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationLanguagesBindIndex,
-        local_languages_json, "Failed to bind SQLite location languages");
-    sqlite_export_service_internal::BindDouble(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationLatitudeBindIndex,
-        brewery.location.latitude, "Failed to bind SQLite location latitude");
-    sqlite_export_service_internal::BindDouble(
-        insert_location_stmt_,
-        sqlite_export_service_internal::kLocationLongitudeBindIndex,
-        brewery.location.longitude, "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_);
-  }
-
-  sqlite_export_service_internal::BindInt64(
-      insert_brewery_stmt_,
-      sqlite_export_service_internal::kBreweryLocationIdBindIndex, location_id,
-      "Failed to bind SQLite brewery location id");
-  sqlite_export_service_internal::BindText(
-      insert_brewery_stmt_,
-      sqlite_export_service_internal::kBreweryEnglishNameBindIndex,
-      brewery.brewery.name_en, "Failed to bind SQLite brewery English name");
-  sqlite_export_service_internal::BindText(
-      insert_brewery_stmt_,
-      sqlite_export_service_internal::kBreweryEnglishDescriptionBindIndex,
-      brewery.brewery.description_en,
-      "Failed to bind SQLite brewery English description");
-  sqlite_export_service_internal::BindText(
-      insert_brewery_stmt_,
-      sqlite_export_service_internal::kBreweryLocalNameBindIndex,
-      brewery.brewery.name_local, "Failed to bind SQLite brewery local name");
-  sqlite_export_service_internal::BindText(
-      insert_brewery_stmt_,
-      sqlite_export_service_internal::kBreweryLocalDescriptionBindIndex,
-      brewery.brewery.description_local,
-      "Failed to bind SQLite brewery local description");
-
-  sqlite_export_service_internal::StepStatement(
-      db_handle_, insert_brewery_stmt_, "Failed to insert SQLite brewery row");
-
-  sqlite_export_service_internal::ResetStatement(insert_brewery_stmt_);
-}
--- a/pipeline/src/services/sqlite/rollback_and_close_no_throw.cc
+++ b/pipeline/src/services/sqlite/rollback_and_close_no_throw.cc
@@ -1,21 +0,0 @@
-/**
- * @file services/sqlite/rollback_and_close_no_throw.cc
- * @brief SqliteExportService::RollbackAndCloseNoThrow() implementation.
- */
-
-#include "services/sqlite_export_service.h"
-
-void SqliteExportService::RollbackAndCloseNoThrow() noexcept {
-  if (db_handle_ == nullptr) {
-    return;
-  }
-
-  if (transaction_open_) {
-    sqlite_export_service_internal::RollbackTransactionNoThrow(db_handle_);
-    transaction_open_ = false;
-  }
-
-  FinalizeStatements();
-  db_handle_.reset();
-  location_cache_.clear();
-}
--- a/pipeline/src/services/wikipedia/fetch_extract.cc
+++ b/pipeline/src/services/wikipedia/fetch_extract.cc
@@ -1,61 +0,0 @@
-/**
- * @file wikipedia/fetch_extract.cc
- * @brief WikipediaService::FetchExtract() implementation.
- */
-
-#include <spdlog/spdlog.h>
-
-#include <boost/json.hpp>
-#include <string>
-#include <string_view>
-
-#include "services/wikipedia_service.h"
-
-std::string WikipediaService::FetchExtract(std::string_view query) {
-  const std::string cache_key(query);
-  const auto cache_it = this->extract_cache_.find(cache_key);
-  if (cache_it != this->extract_cache_.end()) {
-    return cache_it->second;
-  }
-
-  const std::string encoded = this->client_->UrlEncode(cache_key);
-  const std::string url =
-      "https://en.wikipedia.org/w/api.php?action=query&titles=" + encoded +
-      "&prop=extracts&explaintext=1&format=json";
-
-  const std::string body = this->client_->Get(url);
-
-  boost::system::error_code parse_error;
-  boost::json::value doc = boost::json::parse(body, parse_error);
-
-  if (!parse_error && doc.is_object()) {
-    try {
-      auto& pages = doc.at("query").at("pages").get_object();
-      if (!pages.empty()) {
-        auto& page = pages.begin()->value().get_object();
-        if (page.contains("extract") && page.at("extract").is_string()) {
-          const std::string_view extract_view = page.at("extract").as_string();
-          std::string extract(extract_view);
-
-          spdlog::debug("WikipediaService fetched {} chars for '{}'",
-                        extract.size(), query);
-
-          this->extract_cache_.emplace(cache_key, extract);
-          return extract;
-        }
-      }
-      this->extract_cache_.emplace(cache_key, std::string{});
-    } catch (const std::exception& e) {
-      spdlog::warn(
-          "WikipediaService: failed to parse response structure for '{}': "
-          "{}",
-          query, e.what());
-      return {};
-    }
-  } else if (parse_error) {
-    spdlog::warn("WikipediaService: JSON parse error for '{}': {}", query,
-                 parse_error.message());
-  }
-
-  return {};
-}
--- a/pipeline/src/services/wikipedia/get_summary.cc
+++ b/pipeline/src/services/wikipedia/get_summary.cc
@@ -1,47 +0,0 @@
-/**
- * @file wikipedia/get_summary.cc
- * @brief WikipediaService::GetLocationContext() implementation.
- */
-
-#include <spdlog/spdlog.h>
-
-#include <string>
-
-#include "services/wikipedia_service.h"
-
-std::string WikipediaService::GetLocationContext(const Location& loc) {
-  if (!client_) {
-    return {};
-  }
-
-  std::string result;
-
-  std::string region_query(loc.city);
-  if (!loc.country.empty()) {
-    region_query += ", ";
-    region_query += loc.country;
-  }
-
-  const std::string beer_query = "beer in " + loc.country;
-  const std::string city_beer_query = "beer in " + loc.city;
-
-  auto append_extract = [&result](const std::string& extract) -> void {
-    if (extract.empty()) {
-      return;
-    }
-    if (!result.empty()) {
-      result += "\n\n";
-    }
-    result += extract;
-  };
-
-  try {
-    append_extract(FetchExtract(region_query));
-    append_extract(FetchExtract(beer_query));
-    append_extract(FetchExtract(city_beer_query));
-  } catch (const std::runtime_error& e) {
-    spdlog::debug("WikipediaService lookup failed for '{}': {}", region_query,
-                  e.what());
-  }
-  return result;
-}
--- a/pipeline/src/web_client/curl_global_state.cc
+++ b/pipeline/src/web_client/curl_global_state.cc
@@ -1,19 +0,0 @@
-/**
- * @file web_client/curl_global_state.cc
- * @brief CurlGlobalState constructor and destructor implementation.
- */
-
-#include <curl/curl.h>
-
-#include <stdexcept>
-
-#include "web_client/curl_web_client.h"
-
-CurlGlobalState::CurlGlobalState() {
-  if (curl_global_init(CURL_GLOBAL_DEFAULT) != CURLE_OK) {
-    throw std::runtime_error(
-        "[CURLWebClient] Failed to initialize libcurl globally");
-  }
-}
-
-CurlGlobalState::~CurlGlobalState() { curl_global_cleanup(); }
--- a/pipeline/src/web_client/curl_web_client_get.cc
+++ b/pipeline/src/web_client/curl_web_client_get.cc
@@ -1,86 +0,0 @@
-/**
- * @file web_client/curl_web_client_get.cc
- * @brief CURLWebClient::Get() implementation.
- */
-
-#include <curl/curl.h>
-
-#include <cstdint>
-#include <limits>
-#include <memory>
-#include <stdexcept>
-#include <string>
-
-#include "web_client/curl_web_client.h"
-
-using CurlHandle = std::unique_ptr<CURL, decltype(&curl_easy_cleanup)>;
-
-static constexpr long kConnectionTimeout = 10;
-static constexpr long kRequestTimeout = 30;
-static constexpr int32_t kOkHttpStatus = 200;
-
-static CurlHandle CreateHandle() {
-  CURL* handle = curl_easy_init();
-  if (handle == nullptr) {
-    throw std::runtime_error(
-        "[CURLWebClient] Failed to initialize libcurl handle");
-  }
-  return {handle, &curl_easy_cleanup};
-}
-
-static void SetCommonGetOptions(CURL* curl, const std::string& url) {
-  curl_easy_setopt(curl, CURLOPT_URL, url.c_str());
-  curl_easy_setopt(curl, CURLOPT_USERAGENT, "biergarten-pipeline/0.1.0");
-  curl_easy_setopt(curl, CURLOPT_FOLLOWLOCATION, 1L);
-  curl_easy_setopt(curl, CURLOPT_MAXREDIRS, 5L);
-  curl_easy_setopt(curl, CURLOPT_CONNECTTIMEOUT, kConnectionTimeout);
-  curl_easy_setopt(curl, CURLOPT_TIMEOUT, kRequestTimeout);
-  curl_easy_setopt(curl, CURLOPT_ACCEPT_ENCODING, "gzip");
-}
-
-// curl write callback that appends response data into a std::string
-static size_t WriteCallbackString(void* contents, const size_t size,
-                                  const size_t nmemb, void* userp) {
-  const size_t real_size = size * nmemb;
-  auto* str = static_cast<std::string*>(userp);
-  str->append(static_cast<char*>(contents), real_size);
-  return real_size;
-}
-
-std::string CURLWebClient::Get(const std::string& url) {
-  const CurlHandle curl = CreateHandle();
-
-  std::string response_string;
-
-  SetCommonGetOptions(curl.get(), url);
-
-  curl_easy_setopt(curl.get(), CURLOPT_WRITEFUNCTION, WriteCallbackString);
-  curl_easy_setopt(curl.get(), CURLOPT_WRITEDATA, &response_string);
-
-  CURLcode curl_result = curl_easy_perform(curl.get());
-
-  if (curl_result != CURLE_OK) {
-    const auto error = std::string("[CURLWebClient] GET failed: ") +
-                       curl_easy_strerror(curl_result);
-    throw std::runtime_error(error);
-  }
-
-  long curl_http_code = 0;
-  curl_easy_getinfo(curl.get(), CURLINFO_RESPONSE_CODE, &curl_http_code);
-
-  if (curl_http_code < std::numeric_limits<int32_t>::min() ||
-      curl_http_code > std::numeric_limits<int32_t>::max()) {
-    throw std::runtime_error("[CURLWebClient] Invalid HTTP status code: " +
-                             std::to_string(curl_http_code));
-  }
-
-  const int32_t http_code = static_cast<int32_t>(curl_http_code);
-
-  if (http_code != kOkHttpStatus) {
-    const std::string error = "[CURLWebClient] HTTP error " +
-                              std::to_string(http_code) + " for URL " + url;
-    throw std::runtime_error(error);
-  }
-
-  return response_string;
-}
--- a/pipeline/src/web_client/curl_web_client_url_encode.cc
+++ b/pipeline/src/web_client/curl_web_client_url_encode.cc
@@ -1,24 +0,0 @@
-/**
- * @file web_client/curl_web_client_url_encode.cc
- * @brief CURLWebClient::UrlEncode() implementation.
- */
-
-#include <curl/curl.h>
-
-#include <stdexcept>
-#include <string>
-
-#include "web_client/curl_web_client.h"
-
-std::string CURLWebClient::UrlEncode(const std::string& value) {
-  // A NULL handle is fine for UTF-8 encoding according to libcurl docs.
-  char* output = curl_easy_escape(nullptr, value.c_str(), 0);
-
-  if (!output) {
-    throw std::runtime_error("[CURLWebClient] curl_easy_escape failed");
-  }
-
-  std::string result(output);
-  curl_free(output);
-  return result;
-}
--- a/tooling/pipeline/.clang-format
+++ b/tooling/pipeline/.clang-format
--- a/tooling/pipeline/.clang-tidy
+++ b/tooling/pipeline/.clang-tidy
--- a/tooling/pipeline/.dockerignore
+++ b/tooling/pipeline/.dockerignore
@@ -0,0 +1,9 @@
+build/
+cmake-build-debug/
+.git/
+.idea/
+**/*.sqlite
+**/*.log
+**/*.sqlite3
+**/*.db
+
--- a/tooling/pipeline/.gitignore
+++ b/tooling/pipeline/.gitignore
@@ -6,3 +6,4 @@ data
 models
 *.gguf
 BiergartenPipeline.png
+output
--- a/tooling/pipeline/CMakeLists.txt
+++ b/tooling/pipeline/CMakeLists.txt
@@ -0,0 +1,255 @@
+cmake_minimum_required(VERSION 3.31)
+project(biergarten-pipeline)
+
+# Set policy to allow FetchContent_Populate for header-only libraries
+# that have outdated CMakeLists.txt files
+cmake_policy(SET CMP0169 OLD)
+
+# 1. Build Options
+
+option(BIERGARTEN_MOCK_ONLY "Build with mock data generators only — skips llama.cpp" OFF)
+if(BIERGARTEN_MOCK_ONLY)
+        message(STATUS "[biergarten] MOCK_ONLY build — llama.cpp will not be compiled.")
+endif()
+
+# 2. Platform & GPU Detection
+if(NOT UNIX)
+        message(FATAL_ERROR "[biergarten] Windows is not supported. Please use Linux (Fedora 43) or macOS (M1 Pro).")
+endif()
+
+if(APPLE)
+        if(CMAKE_SYSTEM_PROCESSOR MATCHES "arm64")
+                message(STATUS "[biergarten] Apple Silicon detected — enabling Metal acceleration.")
+                set(GGML_METAL ON CACHE BOOL "Enable Metal for Apple Silicon" FORCE)
+        else()
+                message(STATUS "[biergarten] Intel Mac detected — using CPU / Accelerate framework.")
+                set(GGML_METAL OFF CACHE BOOL "Disable Metal for Intel Macs" FORCE)
+        endif()
+else()
+        find_package(CUDAToolkit QUIET)
+        find_package(hip CONFIG QUIET)
+
+        if(CUDAToolkit_FOUND)
+                message(STATUS "[biergarten] NVIDIA GPU detected — enabling CUDA acceleration.")
+                set(GGML_CUDA ON CACHE BOOL "Enable CUDA for NVIDIA GPUs" FORCE)
+                set(CMAKE_CUDA_ARCHITECTURES native)
+        elseif(hip_FOUND OR DEFINED ENV{ROCM_PATH} OR EXISTS "/opt/rocm")
+                message(STATUS "[biergarten] AMD GPU detected — enabling HIP/ROCm acceleration.")
+                set(GGML_HIPBLAS ON CACHE BOOL "Enable HIP for AMD GPUs" FORCE)
+        else()
+                message(STATUS "[biergarten] No NVIDIA or AMD GPU found — falling back to CPU.")
+        endif()
+endif()
+
+# 3. Project-wide Settings
+set(CMAKE_CXX_STANDARD 20)
+set(CMAKE_CXX_STANDARD_REQUIRED ON)
+set(CMAKE_EXPORT_COMPILE_COMMANDS ON)
+set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} -O3 -march=native -flto")
+set(CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} -Og -g")
+
+# 4. Dependencies
+include(FetchContent)
+
+# Boost (system install — via dnf/brew)
+find_package(Boost REQUIRED COMPONENTS json program_options)
+
+# Boost.DI (unofficial Boost extension, must declare separately from main Boost dependency)
+# Header-only library, so we only fetch without invoking its CMakeLists.txt
+FetchContent_Declare(
+        boost-di
+        GIT_REPOSITORY https://github.com/boost-ext/di.git
+        GIT_TAG v1.3.0
+        GIT_SHALLOW TRUE
+)
+FetchContent_GetProperties(boost-di)
+if(NOT boost-di_POPULATED)
+        FetchContent_Populate(boost-di)
+endif()
+
+add_library(boost_di INTERFACE)
+add_library(boost::di ALIAS boost_di)
+target_include_directories(boost_di INTERFACE
+        $<BUILD_INTERFACE:${boost-di_SOURCE_DIR}/include>
+)
+# SQLite amalgamation
+FetchContent_Declare(
+        sqlite_amalgamation
+        URL https://www.sqlite.org/2026/sqlite-amalgamation-3530000.zip
+        URL_HASH SHA3_256=c2325c53b3b41761469f91cfb078e96882ac5d85bac10c11b0bd8f253b031e5b
+        EXCLUDE_FROM_ALL
+)
+FetchContent_MakeAvailable(sqlite_amalgamation)
+if(NOT TARGET sqlite3)
+        add_library(sqlite3 STATIC ${sqlite_amalgamation_SOURCE_DIR}/sqlite3.c)
+        target_include_directories(sqlite3 PUBLIC ${sqlite_amalgamation_SOURCE_DIR})
+        target_compile_definitions(sqlite3 PUBLIC SQLITE_THREADSAFE=1)
+endif()
+
+# llama.cpp — skipped for mock-only builds
+if(NOT BIERGARTEN_MOCK_ONLY)
+        find_library(LLAMA_LIB NAMES llama)
+        find_library(GGML_LIB NAMES ggml)
+        find_library(GGML_BASE_LIB NAMES ggml-base)
+        find_path(LLAMA_INC_DIR NAMES llama.h PATH_SUFFIXES include)
+
+        if(LLAMA_LIB AND GGML_LIB AND GGML_BASE_LIB AND LLAMA_INC_DIR)
+                message(STATUS "[biergarten] Found system llama.cpp — skipping FetchContent")
+
+                add_library(llama SHARED IMPORTED)
+                set_target_properties(llama PROPERTIES
+                        IMPORTED_LOCATION "${LLAMA_LIB}"
+                        INTERFACE_INCLUDE_DIRECTORIES "${LLAMA_INC_DIR}"
+                        INTERFACE_LINK_LIBRARIES "${GGML_LIB};${GGML_BASE_LIB}"
+                )
+        else()
+                message(STATUS "[biergarten] System llama.cpp not found — fetching via FetchContent")
+                FetchContent_Declare(
+                        llama-cpp
+                        GIT_REPOSITORY https://github.com/ggml-org/llama.cpp.git
+                        GIT_TAG b9012
+                )
+                FetchContent_MakeAvailable(llama-cpp)
+        endif()
+endif()
+
+# spdlog
+FetchContent_Declare(
+        spdlog
+        GIT_REPOSITORY https://github.com/gabime/spdlog.git
+        GIT_TAG v1.15.3
+)
+FetchContent_MakeAvailable(spdlog)
+
+# cpp-httplib — header-only HTTP/HTTPS client replacing libcurl.
+# OpenSSL is required for HTTPS (Wikipedia API). find_package locates
+# libssl/libcrypto; HTTPLIB_REQUIRE_OPENSSL causes a hard build failure
+# if OpenSSL is absent rather than silently producing an HTTP-only binary.
+find_package(OpenSSL REQUIRED)
+FetchContent_Declare(
+        cpp-httplib
+        GIT_REPOSITORY https://github.com/yhirose/cpp-httplib.git
+        GIT_TAG v0.43.2
+        GIT_SHALLOW TRUE
+        SYSTEM
+)
+set(HTTPLIB_REQUIRE_OPENSSL ON CACHE BOOL "Require OpenSSL for cpp-httplib" FORCE)
+FetchContent_MakeAvailable(cpp-httplib)
+
+# 5. Executable & Sources
+add_executable(${PROJECT_NAME}
+        includes/services/enrichment/mock_enrichment.h)
+
+# --- Entry point ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/main.cc
+)
+
+# --- json_handling ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/json_handling/json_loader.cc
+)
+
+# --- application_options ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/application_options/parse_arguments.cc
+)
+
+# --- biergarten_data_generator ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/biergarten_data_generator/log_results.cc
+        src/biergarten_data_generator/biergarten_data_generator.cc
+        src/biergarten_data_generator/generate_breweries.cc
+        src/biergarten_data_generator/run.cc
+        src/biergarten_data_generator/query_cities_with_countries.cc
+)
+
+# --- web_client ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/web_client/http_web_client.cc
+)
+
+# --- data_generation: prompt_formatting ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/data_generation/prompt_formatting/gemma4_jinja_prompt_formatter.cc
+)
+
+# --- data_generation: mock ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/data_generation/mock/generate_brewery.cc
+        src/data_generation/mock/generate_user.cc
+        src/data_generation/mock/deterministic_hash.cc
+)
+
+# --- data_generation: llama (skipped for mock-only builds) ---
+if(NOT BIERGARTEN_MOCK_ONLY)
+        target_sources(${PROJECT_NAME} PRIVATE
+                src/data_generation/llama/load.cc
+                src/data_generation/llama/helpers.cc
+                src/data_generation/llama/generate_brewery.cc
+                src/data_generation/llama/infer.cc
+                src/data_generation/llama/llama_generator.cc
+                src/data_generation/llama/generate_user.cc
+        )
+endif()
+
+# --- services: wikipedia ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/services/enrichment/wikipedia/wikipedia_service.cc
+        src/services/enrichment/wikipedia/fetch_extract.cc
+        src/services/enrichment/wikipedia/get_summary.cc
+)
+
+# --- services: sqlite ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/services/sqlite/process_record.cc
+        src/services/sqlite/sqlite_export_service.cc
+        src/services/sqlite/finalize.cc
+        src/services/sqlite/initialize.cc
+        src/services/sqlite/helpers/sqlite_connection_helpers.cc
+        src/services/sqlite/helpers/sqlite_statement_helpers.cc
+)
+
+# --- services (top-level) ---
+target_sources(${PROJECT_NAME} PRIVATE
+        src/services/prompt_directory.cc
+)
+
+# 6. Include Directories, Link Libraries & Compile Definitions
+target_include_directories(${PROJECT_NAME} PRIVATE
+        includes
+)
+
+target_link_libraries(${PROJECT_NAME} PRIVATE
+        $<$<NOT:$<BOOL:${BIERGARTEN_MOCK_ONLY}>>:llama>
+        boost::di
+        Boost::json
+        Boost::program_options
+        spdlog::spdlog
+        sqlite3
+        httplib::httplib
+        OpenSSL::SSL
+        OpenSSL::Crypto
+)
+
+target_compile_definitions(${PROJECT_NAME} PRIVATE
+        # Defined when -DBIERGARTEN_MOCK_ONLY=ON — skips llama.cpp entirely.
+        # Use #ifdef BIERGARTEN_MOCK_ONLY in source to guard llama-specific code.
+        $<$<BOOL:${BIERGARTEN_MOCK_ONLY}>:BIERGARTEN_MOCK_ONLY>
+
+        # Defined for Debug configuration builds.
+        # Use #ifdef DEBUG in source to enable debug-only behaviour (e.g. verbose logging).
+        $<$<CONFIG:Debug>:DEBUG>
+)
+
+# 7. Runtime Assets
+configure_file(
+        ${CMAKE_SOURCE_DIR}/locations.json
+        ${CMAKE_BINARY_DIR}/locations.json
+        COPYONLY
+)
+add_custom_command(TARGET ${PROJECT_NAME} POST_BUILD
+        COMMAND ${CMAKE_COMMAND} -E copy_directory
+        ${CMAKE_SOURCE_DIR}/prompts
+        ${CMAKE_BINARY_DIR}/prompts
+)
--- a/tooling/pipeline/beer-styles.json
+++ b/tooling/pipeline/beer-styles.json
--- a/tooling/pipeline/docs
+++ b/tooling/pipeline/docs
@@ -0,0 +1 @@
+../../docs/pipeline/
--- a/tooling/pipeline/format.sh
+++ b/tooling/pipeline/format.sh
--- a/tooling/pipeline/includes/biergarten_data_generator.h
+++ b/tooling/pipeline/includes/biergarten_data_generator.h
@@ -11,11 +11,9 @@
 #include <vector>

 #include "data_generation/data_generator.h"
-#include "data_model/enriched_city.h"
-#include "data_model/generated_brewery.h"
-#include "data_model/location.h"
-#include "services/enrichment_service.h"
-#include "services/export_service.h"
+#include "data_model/generated_models.h"
+#include "services/database/export_service.h"
+#include "services/enrichment/enrichment_service.h"

 /**
 * @brief Main data generator class for the Biergarten pipeline.
@@ -34,7 +32,8 @@ class BiergartenDataGenerator {
   */
  BiergartenDataGenerator(std::unique_ptr<IEnrichmentService> context_service,
                          std::unique_ptr<DataGenerator> generator,
-                          std::unique_ptr<IExportService> exporter);
+                          std::unique_ptr<IExportService> exporter,
+                          const ApplicationOptions& application_options);

  /**
   * @brief Run the data generation pipeline.
@@ -58,12 +57,14 @@ class BiergartenDataGenerator {
  /// @brief Storage backend for generated brewery records.
  std::unique_ptr<IExportService> exporter_;

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

  /**
   * @brief Generate breweries for enriched cities.
--- a/tooling/pipeline/includes/data_generation/data_generator.h
+++ b/tooling/pipeline/includes/data_generation/data_generator.h
@@ -8,9 +8,7 @@

 #include <string>

-#include "data_model/brewery_result.h"
-#include "data_model/location.h"
-#include "data_model/user_result.h"
+#include "data_model/generated_models.h"

 /**
 * @brief Interface for data generator implementations.
--- a/tooling/pipeline/includes/data_generation/llama_generator.h
+++ b/tooling/pipeline/includes/data_generation/llama_generator.h
@@ -14,9 +14,10 @@
 #include <string>
 #include <string_view>

+#include "../services/prompting/prompt_directory.h"
 #include "data_generation/data_generator.h"
 #include "data_generation/prompt_formatting/prompt_formatter.h"
-#include "data_model/application_options.h"
+#include "data_model/models.h"

 struct llama_model;
 struct llama_context;
@@ -33,10 +34,12 @@ class LlamaGenerator final : public DataGenerator {
   * @param options Parsed application options.
   * @param model_path Filesystem path to GGUF model assets.
   * @param prompt_formatter Formatter that produces model-specific prompts.
+   * @param prompt_directory Directory service for loading named prompt files.
   */
  LlamaGenerator(const ApplicationOptions& options,
                 const std::string& model_path,
-                 std::unique_ptr<IPromptFormatter> prompt_formatter);
+                 std::unique_ptr<IPromptFormatter> prompt_formatter,
+                 std::unique_ptr<IPromptDirectory> prompt_directory);

  ~LlamaGenerator() override;

@@ -119,15 +122,6 @@ class LlamaGenerator final : public DataGenerator {
                             int max_tokens = kDefaultMaxTokens,
                             std::string_view grammar = {});

-  /**
-   * @brief Loads the brewery system prompt from disk.
-   *
-   * @param prompt_file_path Prompt file path to try first.
-   * @return Loaded prompt text.
-   */
-  std::string LoadBrewerySystemPrompt(
-      const std::filesystem::path& prompt_file_path);
-
  ModelHandle model_;
  ContextHandle context_;
  float sampling_temperature_ = 1.0F;
@@ -135,8 +129,9 @@ class LlamaGenerator final : public DataGenerator {
  uint32_t sampling_top_k_ = kDefaultSamplingTopK;
  std::mt19937 rng_;
  uint32_t n_ctx_ = kDefaultContextSize;
-  std::string brewery_system_prompt_;
+  int n_gpu_layers_ = 0;
  std::unique_ptr<IPromptFormatter> prompt_formatter_;
+  std::unique_ptr<IPromptDirectory> prompt_directory_;
 };

 #endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_LLAMA_GENERATOR_H_
--- a/tooling/pipeline/includes/data_generation/llama_generator_helpers.h
+++ b/tooling/pipeline/includes/data_generation/llama_generator_helpers.h
@@ -12,7 +12,7 @@
 #include <string>
 #include <string_view>

-#include "data_model/brewery_result.h"
+#include "data_model/generated_models.h"

 struct llama_vocab;
 using llama_token = int32_t;
--- a/tooling/pipeline/includes/data_generation/mock_generator.h
+++ b/tooling/pipeline/includes/data_generation/mock_generator.h
@@ -44,6 +44,13 @@ class MockGenerator final : public DataGenerator {
   */
  static size_t DeterministicHash(const Location& location);

+  // 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 std::array<std::string_view, 18> kBreweryAdjectives = {
      "Craft",      "Heritage", "Local",  "Artisan",  "Pioneer",    "Golden",
      "Modern",     "Classic",  "Summit", "Northern", "Riverstone", "Barrel",
--- a/tooling/pipeline/includes/data_generation/prompt_formatting/gemma4_jinja_prompt_formatter.h
+++ b/tooling/pipeline/includes/data_generation/prompt_formatting/gemma4_jinja_prompt_formatter.h
@@ -1,4 +1,5 @@
-#pragma once
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_PROMPT_FORMATTING_GEMMA4_JINJA_PROMPT_FORMATTER_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_PROMPT_FORMATTING_GEMMA4_JINJA_PROMPT_FORMATTER_H_

 #include <string>
 #include <string_view>
@@ -13,3 +14,5 @@ class Gemma4JinjaPromptFormatter final : public IPromptFormatter {
  [[nodiscard]] std::string Format(std::string_view system_prompt,
                                   std::string_view user_prompt) const override;
 };
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_PROMPT_FORMATTING_GEMMA4_JINJA_PROMPT_FORMATTER_H_
--- a/tooling/pipeline/includes/data_generation/prompt_formatting/prompt_formatter.h
+++ b/tooling/pipeline/includes/data_generation/prompt_formatting/prompt_formatter.h
@@ -1,4 +1,5 @@
-#pragma once
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_PROMPT_FORMATTING_PROMPT_FORMATTER_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_PROMPT_FORMATTING_PROMPT_FORMATTER_H_

 #include <string>
 #include <string_view>
@@ -15,3 +16,5 @@ class IPromptFormatter {
  [[nodiscard]] virtual std::string Format(
      std::string_view system_prompt, std::string_view user_prompt) const = 0;
 };
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_GENERATION_PROMPT_FORMATTING_PROMPT_FORMATTER_H_
--- a/tooling/pipeline/includes/data_model/generated_models.h
+++ b/tooling/pipeline/includes/data_model/generated_models.h
@@ -0,0 +1,66 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATED_MODELS_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_GENERATED_MODELS_H_
+
+/**
+ * @file data_model/generated_models.h
+ * @brief Generated output models from the pipeline: brewery/user results, enriched data,
+ * and complete generation results.
+ */
+
+#include <string>
+
+#include "data_model/models.h"
+
+// ============================================================================
+// Generation Output Models
+// ============================================================================
+
+/**
+ * @brief Generated brewery payload.
+ */
+struct BreweryResult {
+  /// @brief Brewery display name in English.
+  std::string name_en;
+
+  /// @brief Brewery description text in English.
+  std::string description_en;
+
+  /// @brief Brewery display name in the local language.
+  std::string name_local;
+
+  /// @brief Brewery description text in the local language.
+  std::string description_local;
+};
+
+/**
+ * @brief Generated user profile payload.
+ */
+struct UserResult {
+  /// @brief Username handle.
+  std::string username{};
+
+  /// @brief Short user biography.
+  std::string bio{};
+};
+
+// ============================================================================
+// Pipeline Data Models
+// ============================================================================
+
+/**
+ * @brief Enriched city data with Wikipedia context.
+ */
+struct EnrichedCity {
+  Location location;
+  std::string region_context{};
+};
+
+/**
+ * @brief Helper struct to store generated brewery data.
+ */
+struct GeneratedBrewery {
+  Location location;
+  BreweryResult brewery;
+};
+
+#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
@@ -0,0 +1,141 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_MODELS_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_MODELS_H_
+
+/**
+ * @file data_model/models.h
+ * @brief Core data models: locations, application configuration, and generation
+ * inputs.
+ */
+
+#include <boost/program_options.hpp>
+#include <cstdint>
+#include <filesystem>
+#include <optional>
+#include <string>
+#include <string_view>
+#include <vector>
+
+namespace prog_opts = boost::program_options;
+
+// ============================================================================
+// Location Models
+// ============================================================================
+
+/**
+ * @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.
+  std::string iso3166_2{};
+
+  /// @brief Country name.
+  std::string country{};
+
+  /// @brief ISO 3166-1 country code.
+  std::string iso3166_1{};
+
+  /// @brief Local language codes in priority order.
+  std::vector<std::string> local_languages{};
+
+  /// @brief Latitude in decimal degrees.
+  double latitude{};
+
+  /// @brief Longitude in decimal degrees.
+  double longitude{};
+};
+
+/**
+ * @brief Non-owning brewery location input.
+ */
+struct BreweryLocation {
+  /// @brief City name.
+  std::string_view city_name;
+
+  /// @brief Country name.
+  std::string_view country_name;
+};
+
+// ============================================================================
+// Configuration Models
+// ============================================================================
+
+/**
+ * @brief LLM sampling parameters.
+ */
+struct SamplingOptions {
+  /// @brief LLM sampling temperature (0.0 to 1.0, higher = more random).
+  float temperature = 1.0F;
+
+  /// @brief LLM nucleus sampling top-p parameter.
+  float top_p = 0.95F;
+
+  /// @brief LLM top-k sampling parameter.
+  uint32_t top_k = 64;
+
+  /// @brief Context window size (tokens).
+  uint32_t n_ctx = 8192;
+
+  /// @brief Random seed (-1 for random, otherwise non-negative).
+  int seed = -1;
+
+  /// @brief Number of layers to offload to GPU.
+  int n_gpu_layers = 0;
+};
+
+/**
+ * @brief Configuration for the LLM generator component.
+ */
+struct GeneratorOptions {
+  /// @brief Path to the LLM model file (gguf format).
+  std::filesystem::path model_path;
+
+  /// @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.
+  std::optional<SamplingOptions> sampling;
+};
+
+/**
+ * @brief Configuration for the pipeline execution and output.
+ */
+struct PipelineOptions {
+  /// @brief Directory for generated artifacts.
+  std::filesystem::path output_path;
+
+  /// @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
+  uint32_t location_count;
+};
+
+/**
+ * @brief Root configuration object for the Biergarten pipeline.
+ */
+struct ApplicationOptions {
+  GeneratorOptions generator;
+  PipelineOptions pipeline;
+};
+
+// ============================================================================
+// Function Declarations
+// ============================================================================
+
+std::optional<ApplicationOptions> ParseArguments(const int argc, char** argv);
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_DATA_MODEL_MODELS_H_
--- a/tooling/pipeline/includes/json_handling/json_loader.h
+++ b/tooling/pipeline/includes/json_handling/json_loader.h
@@ -9,7 +9,7 @@
 #include <filesystem>
 #include <vector>

-#include "data_model/location.h"
+#include "data_model/models.h"

 /// @brief Loads curated world locations from a JSON file into memory.
 class JsonLoader {
--- a/tooling/pipeline/includes/llama_backend_state.h
+++ b/tooling/pipeline/includes/llama_backend_state.h
--- a/tooling/pipeline/includes/services/database/export_service.h
+++ b/tooling/pipeline/includes/services/database/export_service.h
@@ -1,12 +1,14 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_EXPORT_SERVICE_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_EXPORT_SERVICE_H_
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_EXPORT_SERVICE_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_EXPORT_SERVICE_H_

 /**
 * @file services/export_service.h
 * @brief Abstraction for persisting generated brewery data.
 */

-#include "data_model/generated_brewery.h"
+#include <cstdint>
+
+#include "data_model/generated_models.h"

 /**
 * @brief Interface for services that persist generated brewery records.
@@ -31,10 +33,10 @@ class IExportService {
   *
   * @param brewery Generated brewery payload to store.
   */
-  virtual void ProcessRecord(const GeneratedBrewery& brewery) = 0;
+  virtual uint64_t ProcessRecord(const GeneratedBrewery& brewery) = 0;

  /// @brief Finalizes the export destination.
  virtual void Finalize() = 0;
 };

-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_EXPORT_SERVICE_H_
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_EXPORT_SERVICE_H_
--- a/tooling/pipeline/includes/services/database/sqlite_connection_helpers.h
+++ b/tooling/pipeline/includes/services/database/sqlite_connection_helpers.h
@@ -0,0 +1,30 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_CONNECTION_HELPERS_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_CONNECTION_HELPERS_H_
+
+/**
+ * @file services/sqlite_connection_helpers.h
+ * @brief Declarations for connection-level SQLite helper functions.
+ */
+
+#include <sqlite3.h>
+
+#include <filesystem>
+#include <string>
+#include <string_view>
+
+#include "sqlite_handle_types.h"
+
+namespace sqlite_export_service_internal {
+
+void ThrowSqliteError(sqlite3* db_handle, std::string_view action);
+
+SqliteDatabaseHandle OpenDatabase(const std::filesystem::path& path);
+
+void ExecSql(const SqliteDatabaseHandle& db_handle, std::string_view sql,
+             const char* action);
+
+void RollbackTransactionNoThrow(const SqliteDatabaseHandle& db_handle) noexcept;
+
+}  // namespace sqlite_export_service_internal
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_CONNECTION_HELPERS_H_
--- a/tooling/pipeline/includes/services/database/sqlite_export_service.h
+++ b/tooling/pipeline/includes/services/database/sqlite_export_service.h
@@ -1,5 +1,5 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_SQLITE_EXPORT_SERVICE_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_SQLITE_EXPORT_SERVICE_H_
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_EXPORT_SERVICE_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_EXPORT_SERVICE_H_

 /**
 * @file services/sqlite_export_service.h
@@ -11,16 +11,17 @@
 #include <string>
 #include <unordered_map>

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

 /**
 * @brief Persists generated brewery records into a fresh SQLite database.
 */
 class SqliteExportService final : public IExportService {
 public:
-  SqliteExportService();
+  explicit SqliteExportService(const ApplicationOptions& options);
  ~SqliteExportService() override;

  SqliteExportService(const SqliteExportService&) = delete;
@@ -29,7 +30,7 @@ class SqliteExportService final : public IExportService {
  SqliteExportService& operator=(SqliteExportService&&) = delete;

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

 private:
@@ -38,15 +39,15 @@ class SqliteExportService final : public IExportService {
  using SqliteStatementHandle =
      sqlite_export_service_internal::SqliteStatementHandle;

-  void InitializeSchema();
+  void InitializeSchema() const;
  void PrepareStatements();
  void RollbackAndCloseNoThrow() noexcept;
-  void FinalizeStatements() noexcept;

  [[nodiscard]] std::filesystem::path BuildDatabasePath() const;
  [[nodiscard]] static std::string BuildLocationKey(const Location& location);

  std::unique_ptr<IDateTimeProvider> date_time_provider_;
+  std::filesystem::path output_path_;
  std::string run_timestamp_utc_;
  std::filesystem::path database_path_;
  SqliteDatabaseHandle db_handle_;
@@ -56,4 +57,4 @@ class SqliteExportService final : public IExportService {
  std::unordered_map<std::string, sqlite3_int64> location_cache_;
 };

-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_SQLITE_EXPORT_SERVICE_H_
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_EXPORT_SERVICE_H_
--- a/tooling/pipeline/includes/services/database/sqlite_export_service_helpers.h
+++ b/tooling/pipeline/includes/services/database/sqlite_export_service_helpers.h
@@ -0,0 +1,10 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_EXPORT_SERVICE_HELPERS_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_EXPORT_SERVICE_HELPERS_H_
+
+/* Umbrella header for backward compatibility. */
+
+#include "sqlite_connection_helpers.h"
+#include "sqlite_handle_types.h"
+#include "sqlite_statement_helpers.h"
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_EXPORT_SERVICE_HELPERS_H_
--- a/tooling/pipeline/includes/services/database/sqlite_handle_types.h
+++ b/tooling/pipeline/includes/services/database/sqlite_handle_types.h
@@ -0,0 +1,36 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_HANDLE_TYPES_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_HANDLE_TYPES_H_
+
+/**
+ * Shared handle and parameter type declarations used by SQLite helper units.
+ */
+
+#include <sqlite3.h>
+
+#include <memory>
+#include <string_view>
+
+namespace sqlite_export_service_internal {
+
+struct SqliteDatabaseDeleter {
+  void operator()(sqlite3* handle) const noexcept;
+};
+
+struct SqliteStatementDeleter {
+  void operator()(sqlite3_stmt* statement) const noexcept;
+};
+
+using SqliteDatabaseHandle = std::unique_ptr<sqlite3, SqliteDatabaseDeleter>;
+using SqliteStatementHandle =
+    std::unique_ptr<sqlite3_stmt, SqliteStatementDeleter>;
+
+template <typename T>
+struct BindParam {
+  int index;
+  T value;
+  std::string_view action;
+};
+
+}  // namespace sqlite_export_service_internal
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_HANDLE_TYPES_H_
--- a/tooling/pipeline/includes/services/database/sqlite_statement_helpers.h
+++ b/tooling/pipeline/includes/services/database/sqlite_statement_helpers.h
@@ -0,0 +1,116 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_STATEMENT_HELPERS_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_STATEMENT_HELPERS_H_
+
+/**
+ * @file services/sqlite_statement_helpers.h
+ * @brief Declarations for statement-level SQLite helper functions and
+ * constants.
+ */
+
+#include <sqlite3.h>
+
+#include <string>
+#include <string_view>
+#include <vector>
+
+#include "sqlite_handle_types.h"
+
+namespace sqlite_export_service_internal {
+
+inline constexpr std::string_view kCreateLocationsTableSql = R"sql(
+
+CREATE TABLE IF NOT EXISTS locations (
+  id INTEGER PRIMARY KEY AUTOINCREMENT,
+  city TEXT NOT NULL,
+  state_province TEXT NOT NULL,
+  iso3166_2 TEXT NOT NULL,
+  country TEXT NOT NULL,
+  iso3166_1 TEXT NOT NULL,
+  local_languages_json TEXT NOT NULL,
+  latitude REAL NOT NULL,
+  longitude REAL NOT NULL,
+  UNIQUE(city, state_province, iso3166_2, country, latitude, longitude)
+);
+
+)sql";
+
+inline constexpr std::string_view kCreateBreweriesTableSql = R"sql(
+
+CREATE TABLE IF NOT EXISTS breweries (
+  id INTEGER PRIMARY KEY AUTOINCREMENT,
+  location_id INTEGER NOT NULL,
+  name_en TEXT NOT NULL,
+  description_en TEXT NOT NULL,
+  name_local TEXT NOT NULL,
+  description_local TEXT NOT NULL,
+  FOREIGN KEY(location_id) REFERENCES locations(id) ON DELETE CASCADE
+);
+
+CREATE INDEX IF NOT EXISTS idx_breweries_location_id ON breweries(location_id);
+
+)sql";
+
+inline constexpr std::string_view kInsertLocationSql = R"sql(
+INSERT INTO locations (
+  city,
+  state_province,
+  iso3166_2,
+  country,
+  iso3166_1,
+  local_languages_json,
+  latitude,
+  longitude
+) VALUES (?, ?, ?, ?, ?, ?, ?, ?);
+)sql";
+
+inline constexpr std::string_view kInsertBrewerySql = R"sql(
+INSERT INTO breweries (
+  location_id,
+  name_en,
+  description_en,
+  name_local,
+  description_local
+) VALUES (?, ?, ?, ?, ?);
+)sql";
+
+inline constexpr int kLocationCityBindIndex = 1;
+inline constexpr int kLocationStateProvinceBindIndex = 2;
+inline constexpr int kLocationIso31662BindIndex = 3;
+inline constexpr int kLocationCountryBindIndex = 4;
+inline constexpr int kLocationIso31661BindIndex = 5;
+inline constexpr int kLocationLanguagesBindIndex = 6;
+inline constexpr int kLocationLatitudeBindIndex = 7;
+inline constexpr int kLocationLongitudeBindIndex = 8;
+
+inline constexpr int kBreweryLocationIdBindIndex = 1;
+inline constexpr int kBreweryEnglishNameBindIndex = 2;
+inline constexpr int kBreweryEnglishDescriptionBindIndex = 3;
+inline constexpr int kBreweryLocalNameBindIndex = 4;
+inline constexpr int kBreweryLocalDescriptionBindIndex = 5;
+
+SqliteStatementHandle PrepareStatement(const SqliteDatabaseHandle& db_handle,
+                                       std::string_view sql,
+                                       const char* action);
+
+void ResetStatement(SqliteStatementHandle& statement);
+
+void Bind(const SqliteStatementHandle& statement,
+          const BindParam<std::string_view>& param);
+
+void Bind(const SqliteStatementHandle& statement,
+          const BindParam<double>& param);
+
+void Bind(const SqliteStatementHandle& statement,
+          const BindParam<sqlite3_int64>& param);
+
+void StepStatement(const SqliteDatabaseHandle& db_handle,
+                   const SqliteStatementHandle& statement,
+                   std::string_view action);
+
+sqlite3_int64 LastInsertRowId(const SqliteDatabaseHandle& db_handle);
+
+std::string SerializeVector(const std::vector<std::string>& str_vec);
+
+}  // namespace sqlite_export_service_internal
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATABASE_SQLITE_STATEMENT_HELPERS_H_
--- a/tooling/pipeline/includes/services/datetime/date_time_provider.h
+++ b/tooling/pipeline/includes/services/datetime/date_time_provider.h
@@ -1,5 +1,5 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATE_TIME_PROVIDER_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATE_TIME_PROVIDER_H_
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATETIME_DATE_TIME_PROVIDER_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATETIME_DATE_TIME_PROVIDER_H_

 /**
 * @file services/date_time_provider.h
@@ -63,4 +63,4 @@ class SystemDateTimeProvider final : public IDateTimeProvider {
  }
 };

-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATE_TIME_PROVIDER_H_
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATETIME_DATE_TIME_PROVIDER_H_
--- a/tooling/pipeline/includes/services/datetime/timer.h
+++ b/tooling/pipeline/includes/services/datetime/timer.h
@@ -0,0 +1,35 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATETIME_TIMER_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATETIME_TIMER_H_
+
+#include <chrono>
+
+/**
+ * @file services/timer.h
+ * @brief Simple timer utility for measuring elapsed time.
+ */
+class Timer {
+  std::chrono::steady_clock::time_point start_time =
+      std::chrono::steady_clock::now();
+
+ public:
+  Timer(const Timer&) = delete;
+  Timer& operator=(const Timer&) = delete;
+  Timer(Timer&&) = delete;
+  Timer& operator=(Timer&&) = delete;
+  Timer() = default;
+  ~Timer() = default;
+
+  [[nodiscard]] int64_t Elapsed() const {
+    return std::chrono::duration_cast<std::chrono::milliseconds>(
+               std::chrono::steady_clock::now() - start_time)
+        .count();
+  }
+
+  [[nodiscard]] int64_t Reset() {
+    auto previous_elapsed = Elapsed();
+    start_time = std::chrono::steady_clock::now();
+    return previous_elapsed;
+  }
+};
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_DATETIME_TIMER_H_
--- a/tooling/pipeline/includes/services/enrichment/enrichment_service.h
+++ b/tooling/pipeline/includes/services/enrichment/enrichment_service.h
@@ -1,5 +1,5 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_SERVICE_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_SERVICE_H_
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_ENRICHMENT_SERVICE_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_ENRICHMENT_SERVICE_H_

 /**
 * @file services/enrichment_service.h
@@ -8,7 +8,7 @@

 #include <string>

-#include "data_model/location.h"
+#include "data_model/models.h"

 /**
 * @brief Interface for services that can enrich a location with context.
@@ -27,4 +27,4 @@ class IEnrichmentService {
  virtual std::string GetLocationContext(const Location& loc) = 0;
 };

-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_SERVICE_H_
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_ENRICHMENT_SERVICE_H_
--- a/tooling/pipeline/includes/services/enrichment/mock_enrichment.h
+++ b/tooling/pipeline/includes/services/enrichment/mock_enrichment.h
@@ -0,0 +1,17 @@
+//
+// 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_
+#include <string>
+
+#include "enrichment_service.h"
+
+class MockEnrichmentService final : public IEnrichmentService {
+ public:
+  std::string GetLocationContext(const Location& /*loc*/) override {
+    return {};
+  }
+};
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_MOCK_ENRICHMENT_H_
--- a/tooling/pipeline/includes/services/enrichment/wikipedia_service.h
+++ b/tooling/pipeline/includes/services/enrichment/wikipedia_service.h
@@ -1,5 +1,5 @@
-#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_WIKIPEDIA_SERVICE_H_
-#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_WIKIPEDIA_SERVICE_H_
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_WIKIPEDIA_SERVICE_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_WIKIPEDIA_SERVICE_H_

 /**
 * @file services/wikipedia_service.h
@@ -11,14 +11,14 @@
 #include <string_view>
 #include <unordered_map>

-#include "services/enrichment_service.h"
+#include "enrichment_service.h"
 #include "web_client/web_client.h"

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

  /// @brief Returns the Wikipedia-derived context for a location.
  [[nodiscard]] std::string GetLocationContext(const Location& loc) override;
@@ -30,4 +30,4 @@ class WikipediaService final : public IEnrichmentService {
  std::unordered_map<std::string, std::string> extract_cache_;
 };

-#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_WIKIPEDIA_SERVICE_H_
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_ENRICHMENT_WIKIPEDIA_SERVICE_H_
--- a/tooling/pipeline/includes/services/prompting/prompt_directory.h
+++ b/tooling/pipeline/includes/services/prompting/prompt_directory.h
@@ -0,0 +1,76 @@
+#ifndef BIERGARTEN_PIPELINE_INCLUDES_SERVICES_PROMPTING_PROMPT_DIRECTORY_H_
+#define BIERGARTEN_PIPELINE_INCLUDES_SERVICES_PROMPTING_PROMPT_DIRECTORY_H_
+
+/**
+ * @file services/prompt_directory.h
+ * @brief Interface and filesystem-backed implementation for named prompt
+ * loading.
+ *
+ * Prompt files are resolved by key: a key of "BREWERY_GENERATION" maps to the
+ * file <prompt_dir>/BREWERY_GENERATION.md.  The interface is kept intentionally
+ * narrow so test doubles can be injected without touching the filesystem.
+ */
+
+#include <filesystem>
+#include <stdexcept>
+#include <string>
+#include <string_view>
+#include <unordered_map>
+
+/**
+ * @brief Interface for loading named prompt files.
+ */
+class IPromptDirectory {
+ public:
+  IPromptDirectory() = default;
+  IPromptDirectory(const IPromptDirectory&) = delete;
+  IPromptDirectory& operator=(const IPromptDirectory&) = delete;
+  IPromptDirectory(IPromptDirectory&&) = delete;
+  IPromptDirectory& operator=(IPromptDirectory&&) = delete;
+  virtual ~IPromptDirectory() = default;
+
+  /**
+   * @brief Loads the prompt associated with @p key.
+   *
+   * @param key Logical prompt key, e.g. "BREWERY_GENERATION".
+   * @return Prompt text.
+   * @throws std::runtime_error if the prompt file cannot be found or read.
+   */
+  [[nodiscard]] virtual std::string Load(std::string_view key) = 0;
+};
+
+/**
+ * @brief Filesystem-backed IPromptDirectory implementation.
+ *
+ * Each call to Load() checks an in-process cache first, then reads
+ * <prompt_dir>/<key>.md from disk.  The directory must exist and be readable
+ * at construction time; individual file absence is reported lazily at Load().
+ */
+class PromptDirectory final : public IPromptDirectory {
+ public:
+  /**
+   * @brief Constructs a PromptDirectory rooted at @p prompt_dir.
+   *
+   * @param prompt_dir Absolute or relative path to the prompt directory.
+   * @throws std::runtime_error if @p prompt_dir does not exist or is not a
+   *         directory.
+   */
+  explicit PromptDirectory(const std::filesystem::path& prompt_dir);
+
+  /**
+   * @brief Loads the prompt for @p key, caching the result.
+   *
+   * Maps @p key → <prompt_dir>/<key>.md.
+   *
+   * @param key Logical prompt key.
+   * @return Prompt text.
+   * @throws std::runtime_error if the file does not exist or is empty.
+   */
+  [[nodiscard]] std::string Load(std::string_view key) override;
+
+ private:
+  std::filesystem::path prompt_dir_;
+  std::unordered_map<std::string, std::string> cache_;
+};
+
+#endif  // BIERGARTEN_PIPELINE_INCLUDES_SERVICES_PROMPTING_PROMPT_DIRECTORY_H_
--- a/tooling/pipeline/includes/web_client/http_web_client.h
+++ b/tooling/pipeline/includes/web_client/http_web_client.h
@@ -0,0 +1,49 @@
+/**
+* @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 <string>
+
+/**
+ * @brief WebClient implementation backed by cpp-httplib.
+ *
+ * Supports HTTP and HTTPS (requires OpenSSL; see HTTPLIB_REQUIRE_OPENSSL
+ * in CMakeLists.txt).
+ *
+ * URL parsing splits a full URL into origin (scheme://host[:port]) and
+ * path + query so that httplib::Client can be constructed correctly.
+ * A new client instance is created per request because the client is
+ * bound to a single origin at construction time.
+ */
+class HttpWebClient final : public WebClient {
+public:
+  HttpWebClient() = default;
+  ~HttpWebClient() override = default;
+
+  /**
+   * @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"
+   * @return Response body on HTTP 2xx; throws std::runtime_error otherwise.
+   */
+  std::string Get(const std::string& url) override;
+
+  /**
+   * @brief Percent-encodes a single URI component (query parameter value or
+   *        path segment). Delegates to httplib::encode_uri_component().
+   *
+   * @param value Raw string to encode.
+   * @return Percent-encoded string safe for use in a URL.
+   */
+  std::string EncodeURL(const std::string& value) override;
+};
+
+
+#endif
--- a/tooling/pipeline/includes/web_client/web_client.h
+++ b/tooling/pipeline/includes/web_client/web_client.h
@@ -30,7 +30,7 @@ class WebClient {
   * @param value Raw string value.
   * @return Encoded value safe for URL usage.
   */
-  virtual std::string UrlEncode(const std::string& value) = 0;
+  virtual std::string EncodeURL(const std::string& value) = 0;
 };

 #endif  // BIERGARTEN_PIPELINE_INCLUDES_WEB_CLIENT_WEB_CLIENT_H_
--- a/tooling/pipeline/locations.json
+++ b/tooling/pipeline/locations.json
--- a/tooling/pipeline/prompts/BREWERY_GENERATION.md
+++ b/tooling/pipeline/prompts/BREWERY_GENERATION.md
@@ -0,0 +1,167 @@
+# FULL SYSTEM PROMPT
+
+You are an expert brewery copywriter, an architectural observer, and a master of
+zymurgy.
+
+Your main goal is to come up with a fake, contextually accurate name and a
+matching description for a craft brewery located in a specific city. You need to
+base this on the exact geographic and cultural info provided. You also need to
+seamlessly blend historical background, cultural details, and highly specialized
+brewing methods to create a realistic and interesting story.
+
+You will receive the inputs like this:
+
+## CITY:
+
+[City Name]
+
+## COUNTRY:
+
+[Country Name]
+
+## LOCAL LANGUAGE CODES:
+
+[Local language codes in priority order]
+
+## CONTEXT:
+
+[Information about local beer culture, history, geography, or language context]
+
+## 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 four keys ("name_en", "description_en",
+"name_local", "description_local") in that order. Do not rename or add any other
+keys.
+
+ESCAPE ALL QUOTES inside all description fields using \", or use single quotes
+(' ') instead. This applies equally to description_en and description_local. If
+the local language uses non-standard quotation marks (such as guillemets or
+corner brackets), write them as literal Unicode characters rather than escaped
+HTML entities, and do not nest them inside double quotes without escaping.
+
+DO NOT use actual line breaks (\n) inside any string. Keep all descriptions as
+one continuous string each.
+
+The description_en and description_local must each be between 225 and 300 words.
+Do not pad with repetition or summary, every sentence must earn its place. Be
+concise and specific.
+
+Expected JSON format:
+
+```json
+{
+  "name_en": "Fictional Local Brewery Name in English",
+  "description_en": "The English description goes here.",
+  "name_local": "Translated brewery name in the local language",
+  "description_local": "The localised description goes here."
+}
+```
+
+## CONTENT RULES AND CONSTRAINTS:
+
+### THE HOOK:
+
+The first sentence must be a sensory environmental hook written as a personal
+observation, something the owner notices or has always noticed. It should
+establish the local weather, smell, or soundscape of the city. Do not open with
+the brewery's name or a generic welcome.
+
+### GEOGRAPHIC & CULTURAL ANCHOR:
+
+The story must be deeply tied to the provided geographic and cultural info.
+Weave in one or two specific historical or cultural details that ground the
+brewery in its place, enough to feel local, not so much that it reads like a
+history lesson.
+
+### TECHNICAL BREWING DETAIL (VARY THIS!):
+
+You must include one highly specialized technical brewing detail. To avoid
+sounding repetitive, make sure this varies a lot. Some examples: using local
+wild yeast (like spontaneous Brettanomyces), adjusting the water profile (like
+Burtonization), specific mashing techniques, or using local barrels for aging.
+Don't use basic concepts like generic mash temperatures.
+
+### ARCHITECTURAL DETAIL (VARY THIS!):
+
+You must include one specific architectural or environmental detail,
+highlighting the building's physical wear, structure, or history. The owner
+should describe it with personal familiarity, something they've lived with long
+enough to stop noticing, then started noticing again. Avoid overused industry
+clichés like repurposed dairy equipment or glycol chillers.
+
+### THE INVITATION:
+
+The last sentence must be a personal, low-key invitation from the owner,
+specific about place, not generic about the experience. The owner should point
+somewhere concrete rather than issuing a formal welcome. Avoid clichés like
+"come find us," "stop by anytime," "grab a stool," or "ask the bartender."
+
+### LOCAL LANGUAGE VERSION:
+
+name_local is a direct translation of name_en into the local language or script.
+Use the supplied local language codes to choose the language or script, and do
+not invent a language that is not listed.
+
+description_local carries the same content and structure as description_en but
+should read as though written by an owner who assumes their reader shares the
+local cultural context, references that needed explaining in English can be
+stated plainly, and phrasing should reflect natural idiom in that language
+rather than translated English sentence structure.
+
+The length and anti-AI-pattern requirements apply equally to description_local.
+
+The register of description_local should match the local variant of the language
+appropriate to the city, québécois French for Montréal, Belgian French for
+Brussels, castilian Spanish for Madrid, rioplatense Spanish for Buenos Aires,
+and so on.
+
+### 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"
+- "repurposed dairy tank"
+- "repurposed industrial vat"
+- "concrete eggs"
+- "glycol chiller"
+- "mash temperature"
+- "grab a stool"
+- "ask the bartender"
+- "come find us"
+- "stop by anytime"
+
+#### FORBIDDEN WRITING PATTERNS
+
+The following patterns are common AI writing pitfalls and must not appear in
+either description:
+
+- Negative parallelism constructions: "It's not X, it's Y" or "We're not about
+  X, we're about Y"
+- Inflated significance phrases: "stands as a testament," "plays a vital role,"
+  "leaves a lasting impact," "watershed moment," "deeply rooted," "rich cultural
+  heritage," "rich cultural tapestry," "enduring legacy"
+- Superficial trailing analyses: sentences ending in -ing words that add opinion
+  without content ("ensuring consistency," "reflecting the city's spirit,"
+  "highlighting our commitment")
+- Promotional travel-copy tone: "breathtaking," "must-visit," "stunning,"
+  "vibrant"
+- Overused conjunctive transitions used as sentence openers: "Moreover,"
+  "Furthermore," "In addition," "In contrast"
+- Rule of three: do not consistently organise ideas or examples in triplets
+
+### VOICE & PERSPECTIVE:
+
+The description must be written in the first person, from the perspective of the
+brewery's owner. Favour "we" and "our" over "I" and "my." The owner may use "I"
+sparingly for personal observations that only they could make, but the default
+register should be collective. The tone should feel lived-in and a little
+weathered. Do not use third-person or second-person pronouns.
--- a/tooling/pipeline/runpod/.dockerignore
+++ b/tooling/pipeline/runpod/.dockerignore
@@ -0,0 +1,9 @@
+# Ignore model files!
+*.gguf
+*.bin
+models/
+weights/
+
+# Ignore local build folders
+build/
+.git/
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Aaron Po	5abb3f2e24	Add mock enrichment process	2026-05-14 13:49:59 -04:00
Aaron Po	a057b9197f	Add location count to application options and as a cli arg	2026-05-13 22:04:48 -04:00
Aaron Po	773e7c774b	Add timeout for enrichment, refactor json deserialization	2026-05-13 12:44:30 -04:00
Aaron Po	b7c0b1c8d4	Fix mistake in .gitattributes archive/* is incorrect as it will ignore sub-dirs	2026-05-12 01:05:07 -04:00
Aaron Po	b8ebe03921	Pipeline: Add Runpod docker configuration (#222 ) * Begin work on Runpod docker config * Reduce docker image size * Create .dockerignore	2026-05-12 00:44:09 -04:00
Aaron Po	26635ace84	Organize and consolidate header files (#220 )	2026-05-03 21:44:37 -04:00
Aaron Po	031be8ad5d	Pipeline: Remove CURL as a dependency, add new HTTP module (#219 ) Rationale: HTTP is a supporting concern in the pipeline, used only for Wikipedia enrichment calls. libcurl's C API required significant boilerplate to wrap safely. cpp-httplib is a header-only library that covers the same functionality with far less overhead and no manual resource management.	2026-05-03 13:35:58 -04:00
Aaron Po	f316fabcb0	Update CMakeLists.txt (#218 )	2026-05-02 19:27:44 -04:00
Aaron Po	b1dc8e0b5d	refactor(pipeline): restructure config, add PromptDirectory, consolidate SQLite layer (#217 ) * Refactor ApplicationOptions to separate config concerns * add prompt dir app option * readability updates: remove magic numbers, update comments * codebase formatting * Update docs * Extract argument parsing, timer out of	2026-05-02 18:27:14 -04:00
Aaron Po	641a479b6a	Refactor SQLite Export Service and ProcessRecord Method Signatures (#216 ) * Helper cleanup update bind to use dto for params consolidate translation units * Update planned class diagram	2026-04-30 19:03:45 -04:00
Aaron Po	d80e15b55e	Add docs symlink to top level docs/pipeline (#214 )	2026-04-30 18:35:46 -04:00
Aaron Po	1fcaf6e174	misc deletions	2026-04-27 18:47:39 -04:00
Aaron Po	ef97bf0a75	remove misc directory	2026-04-27 18:47:39 -04:00
Aaron Po	4c8a8e43ed	update readmes	2026-04-27 18:47:39 -04:00
Aaron Po	8db6992296	move diagrams and documentation	2026-04-27 18:47:39 -04:00
Aaron Po	7925fc6caf	Format all markdown files in active directories	2026-04-27 18:47:39 -04:00
Aaron Po	b1f4ff2641	remove legacy doc	2026-04-27 18:47:39 -04:00
Aaron Po	a852beff21	add git attributes to ignore archive dir	2026-04-27 18:47:39 -04:00
Aaron Po	e17afe909f	move docker compose files	2026-04-27 18:47:39 -04:00
Aaron Po	9ed37806dd	Move pipeline directory	2026-04-27 18:47:39 -04:00
Aaron Po	5a21589029	Move website directory	2026-04-27 18:47:39 -04:00
Aaron Po	189bce040b	Move dotnet api into new directory	2026-04-27 18:47:39 -04:00
Aaron Po	e8c5b8a80c	Add future plans, new design, and ethics document updates to Pipeline (#212 )	2026-04-27 15:41:28 -04:00