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Epoch 16 — doc freshness sweep. Smaller scope than Epoch 15.
Plan (≤5)
- [x] Refresh OpenAI baseline doc (was 35 days stale at aioc 0.3.0; the realtime headline shifted) — #74
Saved for later
- ...
📝 작업 내용
- 추천(#7) OR 필터 보정: 우대조건이 아예 없는 상품(special_condition_raw 비어있음/ 없음 )은 태그 매칭과 무관하게 후보에 포함한다.
- 우대조건은 있는데 내 태그로 안 잡히는 상품 은 그대로 제외(우대를 못 받으므로)
- sort=all(모든조건만족) 모드는 기존대로 엄격 유지(무조건 상품 ...
✨ Feature
Problem statement
Background
The current telemetry uploader infers a custom category from friendly_name, device_class, and a derived metric, then
groups multiple entities into a single payload. This ...
enhancement
Type
Tech Task / Feature
Background
ai-assistant currently has several operational helper commands, but no unified way to inspect and manage custom route
rules across macOS, Linux, and Windows.
The ...
enhancement
The README currently describes downloading FastBook from the Releases page, but this repository does not have published
releases yet.
Suggested improvements:
- Remove or revise the release-download ...
Hello author, I’ve tried your automatic tool to pairipcore , yet the application keeps crashing right after startup. I
reviewed the Logcat output, and the crash log clearly indicates a missing pairipcore.so. ...
CI runs only a 60s smoke eval. A fuller evaluation would better demonstrate output quality.
Tasks
- Add a small fixed question set with reference rubrics.
- Run the LLM-as-judge eval over it, kept ...
首先,感谢作者的付出。然后,以下是运用过程中的一些想法,跟作者提些建议。
问题 1:Reference 文件按场景分组,粒度太粗
当前 references/ 按场景分类:
references/
├── social.md ← 小红书 + Twitter + B站 + V2EX + Reddit(5个平台)
├── video.md ← YouTube + B站字幕 + 小宇宙播客(3个平台) ...
The README s LangSmith Trace section describes tracing but links no example. A public trace makes the multi-agent flow
inspectable for readers.
Tasks
- Do a live run with LANGSMITH_API_KEY set.
- ...
The README intro had a placeholder for a screenshot. A short GIF/screenshot of the SSE streaming run (planner →
researchers → critic → writer) would make the project far more legible at a glance.
Tasks ...

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