Free engineering resources

Field checklists for systems that have to work

Compact, practical resources for production incidents, autonomous systems, and machine-learning deployment failures.

Production ML

ML deployment triage checklist

Classify the failure boundary, restore observability, test reversible hypotheses, validate rollback, and verify recovery.

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Includes a direct path to the full Production ML Deployment Triage field guide on Leanpub.

Agent operations

AI agent incident-response checklist

A practical checklist for containing, understanding, and recovering an autonomous-agent incident without losing the evidence needed to improve the system.

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Incident operations

AI agent incident-response plan template

A reusable structure for assigning incident roles, capturing evidence, sequencing recovery, and preserving lessons for the next event.

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Published field guide

Production ML Deployment Triage

Need more than the checklist? The full field guide is published on Leanpub. Leanpub handles the current price, purchase terms, checkout, and delivery.

View the field guide on Leanpub →