The version moves to 0.8.2 in pyproject.toml, __init__.__version__ and uv.lock (one line; `uv lock` touched no other package). CHANGELOG's [Unreleased] becomes [0.8.2] -- 2026-09-11 with the entries K3-15, K3-17 and K3-18 wrote, unedited. The five install lines (README x4, llms.txt) point at @v0.8.2; the guard pairing prose names v0.8.2, whose own [tool.uv.sources] still pins guard v1.3.0; the tag history gains a v0.8.2 row and v0.8.1 stops being "the current tag". Test count re-measured on 2026-09-11: 1603 collected, 1602 passed, 1 skipped. What the release delivers to a consumer on a tag: `okf check`'s sixteenth rule (bundle_mismatch), which v0.8.1 does not carry, the --title-covered stop beneath a title that answers more, and the regenerated skills/okf-consume/. No behaviour change in src/ beyond the version string. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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34 lines
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# llm-ingestion-okf
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> Turn a folder of documents (PDF, DOCX, XLSX, PPTX, MD) into a bundle a model can answer from with a source on every claim. Offline and deterministic: no model call anywhere in the run path. Security is delegated to llm-ingestion-guard.
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Requires Python 3.10+ and [uv](https://docs.astral.sh/uv/). Neither this package
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nor the guard it depends on is on a package index yet; one command resolves both:
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```sh
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uv tool install "llm-ingestion-okf[extract] @ git+https://git.fromaitochitta.com/open/llm-ingestion-okf.git@v0.8.2"
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```
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Then, in the folder you want to work from:
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```sh
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okf project ~/my-documents
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claude
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```
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`okf project` writes the bundle to `.okf/<id>/` and a Claude Code skill to
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`.claude/skills/<id>-consume/` in the current directory. Start `claude` there
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and ask in plain language. Three shapes of request are supported and the
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generated skill states the rules for each: a **question**, a **hypothesis**
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(answered per premise as `confirmed` / `refuted` / `undecidable-from-bundle`),
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and a **task whose answer is a document** (every claim in the written file
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carries its source; an ungrounded paragraph is written and marked, never
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dropped).
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## Docs
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- [Consume in Claude Code](README.md#consume-in-claude-code): the same thing in
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steps, several bundles in one project, and what was measured.
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- [README](README.md): the pip-only fallback if uv is unavailable, the guard
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pairing per tag, the build flags, phase status, and the upstream OKF version
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policy.
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