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Refresh docs and add agent guide#5

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mrhegemon wants to merge 2 commits intomainfrom
codex/docs-refresh
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Refresh docs and add agent guide#5
mrhegemon wants to merge 2 commits intomainfrom
codex/docs-refresh

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Summary\n- align docs with current model/vector store config\n- fix typos and wording\n- add agent guide and food category README\n- add licensing notes in sources docs\n\n## Testing\n- not run (doc-only changes)

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### Repository Configuration (for downloading)
- `QWEN_GGUF_REPO`: HuggingFace repo for Qwen models (default: `Qwen/Qwen2-VL-8B-Instruct-GGUF`)
- `QWEN_GGUF_REPO`: HuggingFace repo for Qwen models (default: `Qwen/Qwen2.5-VL-7B-Instruct-GGUF`)
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P2 Badge Correct default Qwen repo to match fetch script

The documented default for QWEN_GGUF_REPO now says Qwen/Qwen2.5-VL-7B-Instruct-GGUF, but the actual download logic defaults to ggml-org/Qwen2.5-VL-7B-Instruct-GGUF in helper-scripts/fetch-models.sh (line 13). This mismatch can cause users who rely on this doc to set an incorrect repo override and then fail or fetch unexpected artifacts when running the model download flow.

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@mrhegemon mrhegemon closed this Mar 15, 2026
@mrhegemon mrhegemon deleted the codex/docs-refresh branch March 15, 2026 18:30
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