2026_AllThingsAI_OrchestrateAgenticAI

Orchestrate a full multi-agent document review pipeline in one pass — load, evaluate, verify, draft, and audit.

Display the audit trail of all document analysis actions. Use when the user asks to see the "audit trail", "history", or "what we've done".

Session timeline viewer and manual entry recorder for the audit trail.

Evaluate loaded documents against a criteria file, producing a structured findings report. Use when the user asks to "evaluate", "review", or "check" documents against criteria.

Extract, parse, and load documents from a ZIP archive or single file into SQLite + ChromaDB. Use when the user asks to "load", "ingest", or "import" a document.

Use macOS say command for audio notifications when user input is needed, a long task completes, or an error occurs.

Search loaded document clauses using semantic and keyword search. Use when the user asks to "search", "find", or "look up" something in the documents.