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feat(scripts): add candidate sentence synthesis utility#1286

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tushuhei wants to merge 3 commits into
mainfrom
pr3-synthesis-clean
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feat(scripts): add candidate sentence synthesis utility#1286
tushuhei wants to merge 3 commits into
mainfrom
pr3-synthesis-clean

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@tushuhei

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This utility fetches bug context from a GitHub issue (or direct target specs) and uses Gemini API to synthesize positive and negative contrastive training sentences. The candidate sentences are validated for internal split safety and aligned to the baseline model predicted background breaks to support regression shielding.

TAG=agy
CONV=bf288707-19d3-4345-a919-c02472e344ae

This utility fetches bug context from a GitHub issue (or direct target specs)
and uses Gemini API to synthesize positive and negative contrastive training
sentences. The candidate sentences are validated for internal split safety and
aligned to the baseline model predicted background breaks to support
regression shielding.

TAG=agy
CONV=bf288707-19d3-4345-a919-c02472e344ae
@tushuhei
tushuhei requested a review from kojiishi July 17, 2026 02:52
tushuhei added 2 commits July 17, 2026 02:55
Added 'pydantic' to the dependencies and dev dependency groups.
@tushuhei

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Sorry, I decided to take another approach for the same problem. I'll open another PR.

@tushuhei tushuhei closed this Jul 17, 2026
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