The Take
Signal-to-Writing Loop
The Take is how source material becomes usable judgment instead of another pile of saved links. It ingests selected video sources, extracts what is worth keeping, routes ideas into Obsidian and review packets, and helps me decide what should become writing, a system change, or nothing at all.
How It Works
Daily YouTube Ingestion
Cron-scheduled yt-dlp run pulls the latest videos from a curated list of channels. Transcripts downloaded, metadata captured, raw files organized by date and video into a folder hierarchy.
Signal Scoring + Overview
Each video gets a compact overview: what was said, what was argued, what is worth keeping, and whether the source should move forward or stay shelved.
Idea Extraction → Obsidian
High-scoring takes are extracted into atomic ideas and routed to my Obsidian vault, tagged with source and date. The vault becomes the raw material for articles, decks, and Telegram nudges.
Applied Intelligence Layer
Weekly themes digest fires every Sunday 9:30 AM EDT via Prism. Clusters the week’s ideas into themes, surfaces what is rising, and sends me a one-message synthesis of what the portfolio has been thinking about.
Python, yt-dlp, Claude CLI, Obsidian vault sync, Supabase, Prism scheduler, cron