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

说明与用途

该系统自动处理新的 AI 讲座，验证引用，构建概念图，并仅将新内容更新到本地笔记中，节省时间并确保一致性。

问题

AI engineering talks are released faster than the user can watch them, making it hard to capture key ideas manually.

结果

The system automatically ingests new AI talks, verifies quotes, builds a concept map, and updates local notes with only new content, saving the author time and ensuring consistency.

工作流

• 1. YouTube push notification triggers webhook
• 2. Temporal workflow starts
• 3. Transcript tool extracts transcript
• 4. Card Writer (Gemma 4 31B) writes a one‑line conclusion, summary, and claims
• 5. Quote Checker verifies word‑for‑word quotes
• 6. Concept Matcher (Gemma 4 31B + bge‑m3) links to existing concepts or creates new ones
• 7. Category Keeper files the talk under a section
• 8. Map step updates the concept map
• 9. Daily laptop task pulls new cards
• 10. Note Merger (Gemma 4 12B + EmbeddingGemma) appends only new points to local notes
• 11. Notes Assistant (Gemma 4 12B + EmbeddingGemma) answers queries from notes and talks

证据

When a talk is uploaded, a small server turns it into a card: a one-line conclusion, a short summary, and claims, each with a word-for-word quote and the second it was said.

来源

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

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Every morning, when I open my laptop, a local model adds only what is new to my notes.

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The Quote Checker keeps a quote only if it is in the transcript word for word.

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The merge only appends. After every merge a git check reports any existing line that was removed or changed.

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