# Reproducing this model

Produced with [Heretic](https://github.com/p-e-w/heretic)
([custom fork](https://github.com/timrohrbaugh/heretic)) on 2026-08-11T22:51:21Z.

- Refusals: **1**
- KL divergence: **0.0381**

## Rebuild it

```bash
pip install "heretic-llm @ git+https://github.com/timrohrbaugh/heretic"
heretic --reproduce reproduce/reproduce.json
```

This restores the recorded configuration and re-runs the single winning
trial, skipping the search entirely. Heretic compares your environment
against the one recorded below and reports any differences before starting.

## Re-run the search instead

`config.toml` in this folder is the full configuration. Copy it to your
working directory and run `heretic` to repeat the optimization from scratch;
the result will differ, since the search is stochastic unless the recorded
seed (`679367821`) is reused.

## What was recorded

- `reproduce.json` — settings, trial parameters, metrics, environment
- `config.toml` — the configuration, ready to use
- `requirements.txt` — package versions at the time
- `SHA256SUMS` — hashes of the uploaded weight files, if available
- the Optuna study journal, so every trial can be inspected