feat(lessons): 1 community lessons (heartbeat batch) - #619
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Signed-off-by: misakanet-bot <bot@misakanet.org>
Layer 1 (keyword): reject obvious non-lessons (ads, obituaries, pricing) Layer 2 (LLM): read article content, ask 'is this a reusable lesson?' Examples of LLM rejections: - Product announcements (Claude Opus 5) - Strategy analysis (Who's afraid of Chinese models) - Opinion pieces (If coding has been solved) - Policy advocacy (Kill The Cookie Banner) This prevents fabricating lessons from news articles. Signed-off-by: Eric Jia <445655361@qq.com>
Signed-off-by: misakanet-bot <bot@misakanet.org>
Adds TECH_KEYWORDS list and fetch_hn_by_keyword() for targeted technical content search (postmortem, prompt injection, memory leak, etc.) Signed-off-by: Eric Jia <445655361@qq.com>
Signed-off-by: misakanet-bot <bot@misakanet.org>
…akaNet Default: push to origin (fork) + PR to upstream --upstream: push directly to upstream + PR from branch Usage: python3 scripts/heartbeat_lesson_pipeline.py --target 8 --upstream Signed-off-by: Eric Jia <445655361@qq.com>
Signed-off-by: misakanet-bot <bot@misakanet.org>
1. restricted-interactions-repos.md — repos that don't accept external PRs 2. glama-introspection-gap.md — build success ≠ tools registered 3. merge-probability-calibration.md — A/B test findings on prediction accuracy Signed-off-by: zsxh1990 <445655361@qq.com>
…access) Default fork→PR workflow is the correct approach: push to zsxh1990 → PR to Ikalus1988 Signed-off-by: Eric Jia <445655361@qq.com>
Signed-off-by: misakanet-bot <bot@misakanet.org>
Remove --upstream flag. Always push to zsxh1990 (fork) + PR to Ikalus1988. Add --force to push to handle branch conflicts from prior runs. Signed-off-by: Eric Jia <445655361@qq.com>
Three-layer filtering: 1. Keyword: reject obvious non-lessons (ads, obituaries) 2. LLM gate: 'is this a reusable lesson?' 3. Fact-check: compare lesson claims against original article If fact-check finds fabricated claims → reject and continue searching. Also updated extraction prompt with CRITICAL RULE — DO NOT FABRICATE: - If article doesn't provide code → 'not provided in source' - If article doesn't provide verification → 'not specified in source' - NEVER invent code, metrics, or steps Signed-off-by: Eric Jia <445655361@qq.com>
Signed-off-by: misakanet-bot <bot@misakanet.org>
With fact-check rejecting fabricated content, we need more candidates to reach the target count. Changed from 3x to 5x. Signed-off-by: Eric Jia <445655361@qq.com>
- Extraction: 6000→12000 chars (see full article details) - Fact-check: 4000→10000 chars (verify against full article) Signed-off-by: Eric Jia <445655361@qq.com>
Only verify content claims (Problem, Root Cause, Solution, etc.). Ignore metadata fields (created date, confidence, status) that are required by the schema but not in the original article. Signed-off-by: Eric Jia <445655361@qq.com>
Signed-off-by: misakanet-bot <bot@misakanet.org>
Lessons extracted from HN/Dev.to high-point posts. All passed quality gate (≥75/100). Signed-off-by: Eric Jia <445655361@qq.com>
Ikalus1988
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Closing — superseded by #620 which has 4 fact-checked lessons and cleaner diff. |
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Heartbeat Lesson Batch
1 lessons extracted from high-point HN/Dev.to posts.
Quality Scores
finding-and-fixing-ghostty-s-largest-memory-leak🤖 Auto-generated by heartbeat lesson pipeline