← Back to Templates

Production AI Systems

Operating checklists, eval plans, and readiness reviews for AI systems that need to survive real users.

Related article: Why AI Systems Quietly Degrade: Slop, Hallucinations, Drift & Collapse

Production AI Systems

Production AI Readiness Review

A practical readiness review for AI systems before they reach real users, covering ownership, evals, fallback paths, cost, and observability.

production-aireadinessreliability
Production AI Systems

Agent Harness Eval Plan

A worksheet for defining tool boundaries, failure cases, regression datasets, escalation paths, and release gates for AI agents.

agentsevaluationharness
Production AI Systems

Goal-Based Agent Work Template

A reusable /goal contract for long-running AI coding sessions with context, constraints, success criteria, verification commands, stop rules, and final delivery proof.

agentscodexclaude-codeworkflow
Production AI Systems

EU AI Act Assessment Notebook

Enterprise-ready worksheet for classifying AI systems, mapping EU AI Act obligations, and tracking risk, data governance, oversight, and monitoring evidence.

compliancegovernancerisk-management

How to Use These Templates

Note: These templates are designed to be filled out and used as working documents. Download the Markdown files to edit them directly, or view them online for reference.