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Problem
Даже после реорганизации benchmark-модуля останется риск, что новые эксперименты снова начнут добавляться как отдельные
ad-hoc скрипты с собственными форматами сохранения, логирования и агрегации. ...
documentation
Problem
Malformed or blank tokens trigger full database decodes, which is computationally expensive.
Current Behavior
Database verifies any string format, exposing it to algorithmic complexity attacks. ...
bug
Problem
В benchmark/results хранятся результаты для SoTA-моделей и предыдущих версий Industrial, но сейчас там много дубликатов,
устаревших таблиц и неоднозначных файлов. Непонятно, какие результаты являются ...
examples
Problem
There is no programmatic way to verify scheduled jobs at runtime.
Current Behavior
Jobs run invisibly in the background.
Why This Improvement Is Needed
Improves debuggability and operator ...
enhancement
Submitter
Ahmed Mansour
Research Field
Photovoltaics
Description
PERLA transforms perovskite solar cell literature into a living, continuously updated knowledge resource. Through
AI-powered data extraction ...
submission-approved
Problem
Redis connection outages can drop rate limiting, exposing the API to abuse.
Current Behavior
Limiter crashes or fails open if Redis is down.
Why This Improvement Is Needed
Ensures continuous ...
enhancement
Problem
В benchmark/results хранятся результаты для SoTA-моделей и предыдущих версий Industrial, но сейчас там много дубликатов,
устаревших таблиц и неоднозначных файлов. Непонятно, какие результаты являются ...
examples
Problem
Uploading massive text dumps directly to vector databases degrades embedding precision.
Current Behavior
Documents are embedded in full, causing memory overhead and loss of context.
Why This ...
enhancement
Summary
The README documents the framework but not its findings. Surface the headline results from the accompanying thesis
(chapter 6) so the repo answers the research questions on its own.
Scope
...
documentation
배경
PR #1855 (staleness 배너 추가) code-reviewer 리뷰에서 render_staleness_banner 의 idle chip 집계가 어떤 테스트로도 보호되지 않음을 지적 (mutation:
idle 로직 제거해도 기존 3 테스트 통과). 추가로 expired-lease chip 존재 분기도 미커버 (healthy 테스트는 부재만 ...

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