Independent thinking. Documented progress.Field notes on working with AI

A learning space for bounded autonomy

Give the system a task.
Keep the decisions yours.

Learn when an agent is useful, design a bounded tool experiment, and evaluate failures before trusting a more autonomous workflow.

An agent can choose steps and use tools toward a goal. That makes its boundaries as important as its capabilities. Start by deciding whether you need one at all, then make each permission, check and stopping point explicit.

I’m getting started

Make one small decision.

Start with the decision guide. Use its invented example to compare a prompt, a fixed workflow and an agent before connecting any tools.

Start with the first guide

I’m building for real work

Make the checks explicit.

Use the experiment and evaluation guides to specify tool permissions, evidence, failure cases and a human release decision. Bring your own approved test environment.

Go to evaluation & evidence

Choose a route through the collection

A sequence you can finish.

Prefer a single artifact? Browse all ten

These three learning paths connect the existing ten artifacts. Each ends with something to keep and a check before moving on. Paths and practice cases are additional teaching aids, not extra artifacts in the thirty-artifact collection.

Path 1 · beginner

Build your first bounded experiment

Go from an architecture choice to a small simulated run and a reviewable failure log.

Finish with: One architecture decision, a permission matrix, a read-only tool contract, and a three-case rehearsal log with an explicit keep/revise/hold decision.

140–180 min · proposed study budget

Follow this path

Path 2 · intermediate

Carry evidence safely through delegation

Connect source grounding, injection boundaries, and specialist return checks into one manager-owned decision.

Finish with: A source-to-claim ledger, two restricted assignment packets, checked specialist returns, and a manager decision with a boundary-failure log.

120–160 min · proposed study budget

Follow this path

Path 3 · intermediate

Decide what survives a provider failure

Move beyond retrying: identify shared dependencies, limit unsupported service, and define evidence for controlled recovery.

Finish with: A dependency map, output-contract check, degraded-response card, and recovery decision with a bounded measurement plan.

90–120 min · proposed study budget

Follow this path

Practice before real work

Synthetic cases, with a worked review.

Use the supplied invented inputs. Compare your reasoning with the worked checks; no account, tool connection or personal information is needed.

Read, try, inspect

10 guides. A clearer next step.

Complete methods, examples and source limits

10 complete guides. Reading times are estimates.

Keep the practice connected

Workspace Development

Give the agent a clearer brief, a controlled source set and a record worth keeping.

Explore Workspace Development

Teaching or coaching? Keep the educator workflows close, too.

Read the evidence policy · Browse the original resource library · Follow new collections