lecture-gate: AI talks into my own notes, while I sleep

说明与用途

lecture‑gate 自动处理新的 YouTube 视频，生成包含关键结论的卡片并验证引用，然后仅将新要点追加到作者的本地笔记中，保持笔记私密。

问题

Manually summarizing and adding AI engineering talks to personal notes is time‑consuming and error‑prone.

结果

81 talks processed, 388 claims, 346 quotes verified (89%). Notes grew from 42 to 44 lines in one day without altering existing content. The system handled server failures, timeouts, and duplicate merges reliably.

工作流

• Detect new YouTube upload via push notification
• Server retrieves transcript via SerpApi
• Card Writer (Gemma 4 31B) creates card with conclusion, summary, and claims
• Quote Checker verifies each claim’s quote is word‑for‑word in transcript
• Concept Matcher (Gemma 4 31B + bge‑m3) groups similar ideas
• Category Keeper files talk into section
• Rule Tester validates rules
• Note Merger (Gemma 4 12B + EmbeddingGemma) appends new points to local notes
• Highlighter marks key phrases
• Notes Assistant answers questions on laptop

证据

The cards grow into one map of concepts, so ten talks about one idea become one page.

来源

Only those are ever shown. This checks that the speaker said it, not that the claim is right.

来源

Personal notes never leave the laptop: notes/ is gitignored and only Ollama reads it.

来源