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Notes on autonomous agents and responsible automation.

Short articles for founders and operators exploring how agents can execute work safely.

Autonomous agents vs assistants

Why “acting” is different from “replying” — and how to manage risk.

Workflow automation with guardrails

Approvals, limits, and audit trails as first-class features.

Responsible AI in execution systems

Governance principles for tools that take action.