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

Описание и применение

Система lecture‑gate автоматически обрабатывает новые видео с YouTube, генерирует карточки с ключевыми выводами и проверяет цитаты, а затем добавляет только новые пункты в локальные заметки автора, сохраняя их приватными.

Задача

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

Результат

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.

Рабочий процесс

• 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

Доказательства

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

Источник

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

Источник

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

Источник