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Follow-up from #63 / docs/perf-optimization-2026-05-31.md.
ef_search is the standard HNSW recall/latency dial and isn t exposed at query time. Surface as a search option (per-call
SET LOCAL hnsw.ef_search) ...
enhancement
Follow-up from #63 / docs/perf-optimization-2026-05-31.md.
chunkshop search reloads the ONNX embedder on every invocation (seconds), dwarfing the ~10–30ms query for interactive
use. Library callers already ...
enhancement
The login form validation is not working properly on the production server. Users are able to submit forms without
proper credentials validation.
Steps to Reproduce:
1. Go to login page
2. Enter invalid ...
Follow-up from #63 / docs/perf-optimization-2026-05-31.md.
Benchmark finding: batching chunks across documents was slower (0.58×) than per-doc calls — BGE pads each batch to its
longest member, so mixing ...
enhancement
Follow-up from #63 / docs/perf-optimization-2026-05-31.md.
Per-doc executemany is correct for the crash-safety contract but isn t the fastest bulk path. A staging-table + COPY +
INSERT … ON CONFLICT loader, ...
enhancement
Follow-up from #63 / docs/perf-optimization-2026-05-31.md.
The opt-in CHUNKSHOP_SEARCH_POOL=1 pool gives the biggest single search win (hybrid median 30.8ms → 10.5ms, −66%,
byte-identical ranking) but ...
enhancement
Vanzarile per zi nu se contorizeaza. Vanzarile pe luna nu stiu de unde vin 👎
invalid
What happened / 发生了什么
在 NapCat 平台下,通过 send_message_to_user 工具发送 File 类型消息时,AstrBot 直接调用 send_private_msg API 将本地文件路径作为参数传递,但 NapCat 不支持此方式,报错:
file segment without file_id is unsupported
Reproduce ...
bug
Problem
The repository currently lacks a CONTRIBUTING.md file. New contributors participating in GSSoC 2026 need a clear guide
on how to replicate the local development environment and run the Streamlit ...
Stop hand-watching CI. Make ai-pipeline finish-pr (already: validate - push - create/link PR - watch checks - prereq -
merge) the documented default closeout path instead of manual watching. Add a bounded ...
ai/backlog

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