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Replace stored-procedure repositories with Dapper-based repositories
Removes the USP_* stored procedures for Auth, Location, and Brewery data access in favour of services built with Dapper. Adds a new Features.Locations slice and optimistic concurrency support for the Brewery slice.
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@@ -136,8 +136,8 @@ consumers are informed of the AI-generated origin before engagement.
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When forced by the system prompt to generate a "highly specialized technical
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brewing detail," the model frequently hallucinates fermentation science and
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brewing chemistry. While the resulting text sounds confident, it is
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nonsensical to a reader with brewing or scientific expertise.
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brewing chemistry. While the resulting text sounds confident, it is nonsensical
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to a reader with brewing or scientific expertise.
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Small-parameter models such as Gemma 4 E4B cannot reliably satisfy prompts
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calling for specialist brewing detail. This is consistent with the **CHOKE**
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@@ -262,8 +262,8 @@ idiomatic phrasing.
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]
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```
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When fed into the pipeline, this dataset often causes the model to reason that
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a local variant of French is needed, but it often defaults to a standardized
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When fed into the pipeline, this dataset often causes the model to reason that a
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local variant of French is needed, but it often defaults to a standardized
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dialect of French, without cultural or linguistic nuance.
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For languages such as Welsh (Wales), Māori (Aotearoa/New Zealand), or Sicilian
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@@ -312,10 +312,10 @@ not a source of truth.
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Simhi, Itay Itzhak, Fazl Barez, Gabriel Stanovsky, Yonatan Belinkov.
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[^llm-bias]:
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For example, Blasi et al. (2022), "Systematic Inequalities in Language Technology
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Performance across the World's Languages," _ACL Anthology_. The pattern is
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consistent with models trained predominantly on English-language web
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corpora.
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For example, Blasi et al. (2022), "Systematic Inequalities in Language
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Technology Performance across the World's Languages," _ACL Anthology_. The
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pattern is consistent with models trained predominantly on English-language
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web corpora.
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[^wp-license]:
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Source:
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@@ -101,21 +101,21 @@ Each run writes a fresh dated SQLite file such as
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#### CLI flags
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| Flag | Purpose |
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| ------------------ | ---------------------------------------------------------------------------------------------------- |
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| `--mocked` | Deterministic mock generator, no model required. |
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| `--model, -m` | Path to a GGUF file. Required unless `--mocked` is set. |
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| Flag | Purpose |
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| ------------------ | ------------------------------------------------------------------------------------------------------------ |
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| `--mocked` | Deterministic mock generator, no model required. |
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| `--model, -m` | Path to a GGUF file. Required unless `--mocked` is set. |
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| `--prompt-dir` | Directory containing prompt files (for example, `BREWERY_GENERATION.md`). Required unless `--mocked` is set. |
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| `--output, -o` | Directory for generated SQLite artifacts. Default: `output`. |
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| `--log-path` | Path for application logs. Default: `pipeline.log`. |
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| `--location-count` | Number of cities to sample from `locations.json` per run. Default: `10`. |
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| `--temperature` | Sampling temperature. Default: `1.0`. |
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| `--top-p` | Nucleus sampling. Default: `0.95`. |
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| `--top-k` | Top-k sampling. Default: `64`. |
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| `--n-ctx` | Context window size. Default: `8192`. |
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| `--seed` | Random seed. Default: `-1` (random at runtime). |
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| `--n-gpu-layers` | Number of model layers to offload to GPU. Default: `0`. |
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| `--help, -h` | Print usage and exit. |
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| `--output, -o` | Directory for generated SQLite artifacts. Default: `output`. |
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| `--log-path` | Path for application logs. Default: `pipeline.log`. |
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| `--location-count` | Number of cities to sample from `locations.json` per run. Default: `10`. |
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| `--temperature` | Sampling temperature. Default: `1.0`. |
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| `--top-p` | Nucleus sampling. Default: `0.95`. |
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| `--top-k` | Top-k sampling. Default: `64`. |
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| `--n-ctx` | Context window size. Default: `8192`. |
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| `--seed` | Random seed. Default: `-1` (random at runtime). |
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| `--n-gpu-layers` | Number of model layers to offload to GPU. Default: `0`. |
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| `--help, -h` | Print usage and exit. |
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`--mocked` and `--model` are mutually exclusive. Omitting both exits with an
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error before the pipeline starts. Sampling flags are ignored when `--mocked` is
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