Playbook

Methods, patterns, and checklists for production AI.

Short, practical notes we use to ship reliable systems. No theory dumps.

Ingestion, retrieval quality, and citation-first answers.

Tool routing, validation, and safe execution patterns.

Test sets, scorecards, and regression gates.

Tracing, logging, and redaction for production AI.

Threat models and practical mitigations.