Optimize messages for desired outcome - fix English, kill red flags, simulate recipient
Periodic intake pipeline - reads new data, triages, acts, updates knowledge base
State + Log convention for sourced facts. Every deal note, person note, org note follows this shape. Use when migrating notes, writing new entity notes, or auditing for unsourced claims.
Use Vadim's Klava context stack, Obsidian vault, vadimgest, and autonomy rules.
Source-backed batch triage and checkpointing for grouped intake/backfill jobs.
Turn grouped source-intake batches into durable Obsidian writeback with provenance, routing, and checkpoint verification.
Process grouped calendar source records into entity notes or Inbox notes with provenance and checkpoint verification.
Process sourced intake batches into inbox/state/log notes and advance checkpoints safely.