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README rewrite: a flagship project page (style sample, do not merge yet) - #2

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concerttttt merged 3 commits into
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readme-flagship
Nov 12, 2026
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concerttttt merged 3 commits into
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readme-flagship

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Style sample for Chief review. Do not merge until Yuxin approves.

Rewrites the README as a business card: a one-line promise, the demo GIF, measured results (60 of 61 fields correct, 60/60 sourced, 9.0–22.1 s per document on an 8-core CPU), a concrete problem scenario, a pipeline diagram, a before/after visual, methodology, and a short Notes section. Backends are in a <details> block.

Numbers come from a re-run of scripts/evaluate.py on 12 November 2026 (Hugging Face backend, Qwen2.5-1.5B-Instruct, 8-core CPU). The record is in docs/eval.md. API-backend numbers are from the earlier v1 eval on the same machine.

assets/social.png (1280×640) is the social-preview image. GitHub has no API for setting the repository social preview; it needs the Settings UI (Settings → General → Social preview).

Same rules as before: no personal names, no invented clients, Modelshifts identity, synthetic data only.

Modelshifts added 3 commits November 12, 2026 07:15
Lead with a one-line promise, the demo, and the measured
results (60 of 61 fields correct on seven synthetic samples).
Add a problem scenario, a pipeline diagram, a before/after
visual, a methodology line, and a short Notes section.
Backends move into a details block. Evaluation record is
in docs/eval.md. Social-preview artwork is in assets/social.png
(needs the GitHub Settings UI to set).
"Imagine" already frames the scenario; the next sentence can start on the useful result.
@concerttttt
concerttttt merged commit 43674c3 into main Nov 12, 2026
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