- What it is.
- Systems where a model plans, calls tools, observes results and iterates towards an outcome, inside boundaries you set. The unit of value is a completed task, not a generated paragraph. The teams that build them work the same way: coding agents plan, implement, test and review under human direction, and this site is a worked example.
- Why it matters.
- Tool use, long context and cheap inference crossed the threshold together. The organisations that win treat agents as an operating model, delegated authority with audit, rather than a feature. Inside engineering, specification, review and verification become the scarce skills, and most teams under-invest in guardrails and over-invest in prompts.
- How I help.
- Board-level framing and the operating model. Agent architecture and the governance scaffolding, permissions, evaluations and observability, that makes production agents defensible. Team operating models, tooling choices, plan-first and review-gated workflows, and honest measurement of where agents pay off.