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From the /code-review (findings #7, #10–#14).
- #7 set_waste_type logs a correction only when the heuristic predicted pee/poop → no phantom unknown- X in
/waste/accuracy.
- #10 documented MqttPublisher.publish ...
stchurchye
Neuski1目標
把 extension map 的語意從「推論時拼接」改為「融入 CE 訓練」,驗證能否提升語意理解,並讓「想安靜→隔音房源」「可開伙→瓦斯爐房源」這類跨詞對應由模型內化(而非靠推論層規則)。
內容
augment_with_expansion_map.py — 做法 B 資料增強(非做法 A):
- 口語 key 原樣當正樣本 query(不拼擴展詞)→ 讓 CE 學語意關聯而非背擴展表 ...
eric20041027
Summary
Two follow-ups from the 2026-06-14 last-week remediation, plus the branch-protection step.
1. metacog_io / reflection_io .contains() audit — already clean (no code change)
The reported Column(JSON).contains(scalar) ...
nomad3
Plan: plans/PR-CI-Trigger-Coverage-Hardening.md Slice phase: Production hardening
A 30-workflow audit found two systemic path-trigger gaps that let CI go green on changes it should test:
1. requirements.txt ...
canfieldjuan
See Commits and Changes for more details.
Created by img src= https://prod.download/pull-18h-svg valign= bottom / pull[bot] (v2.0.0-alpha.4)
Can you help keep this open source service alive? 💖 Please ...
⤵️ pull
pull[bot]
berhe123Bumps the minor-and-patch group in /scraper with 1 update: sqlalchemy.
Updates sqlalchemy from 2.0.50 to 2.0.51 details summary Release notes /summary p em Sourced from a href=
https://github.com/sqlalchemy/sqlalchemy/releases ...
dependencies
python
dependabot[bot]
Summary
- Add pure Python forex-builder roadmap candidate source.
- Emit five ordered non-live roadmap candidates for specs, schemas, backtest harness, risk contract, and dashboard
contract.
...
ai-rtony91
Two oversized god units in the World Cup card collector get decomposed without any behaviour change.
The page (WorldCupCards.jsx, 597→472) had 15 state slices, ~30 persistence imports and every prize-pack ...
howeitis