Teach one agent a bounded role
Teach one repeatable role with explicit inputs, outputs, sources, exclusions, escalation, and tests before adding tools or broader autonomy.
Start with fluent answers and their limits. Finish with bounded agents, visible memory, tests, accountability and portable workflows. No account required.
Teach one repeatable role with explicit inputs, outputs, sources, exclusions, escalation, and tests before adding tools or broader autonomy.
Store each usable fact or rule with its origin, owner, date, scope, status, and relationship to the source so it can be challenged and retired.
Teach behavior with paired examples and counterexamples, then turn each observed mistake into a scoped correction and a new test.
Durable agent memory should be inspectable, attributable, editable, versioned, and removable—and it affects behavior only when a workflow brings it into context.
Use AGENTS.md as a readable instruction map and structured YAML for narrow machine-checkable rules; keep authority, scope, defaults, and tests explicit in both.
Version every behavioral change with a focused diff, rationale, tests, and an exact recovery path to a known approved state.
Use AI to widen and vary creative options, while a human sets intent, checks provenance, selects, edits, and accepts responsibility for the final work.
Redesign a workplace task as explicit inputs, transformations, checks, decisions, and handoffs before deciding which bounded steps AI should assist.
Each preset expands its prerequisites. Or choose exactly what matters and generate an instruction pack for your own agent.
Understand limits, write clearer briefs, verify claims and protect ordinary data.
Compose this path →Build a bounded, reviewable agent using provenance, examples, memory and tests.
Compose this path →Design least-privilege workflows, evaluations, accountability and rollback.
Compose this path →Scheduled source checks can detect changed primary documentation. They prepare evidence for editorial review; they never turn external text into authority or publish claims automatically.