Building an AI Chief of Staff

Verify every promised action

Define the outcome before acting, then read back every requested destination. Prepared, completed, blocked, and unverified are different states.

1. 1.Check all requested accounts and targets.
2. 2.Verify saved state, recurrence, buffers, and links where relevant.
3. 3.Keep unresolved steps open with a clear next move.

Evaluate independently and test failures

Combine fixed checks with a separate reviewer using explicit criteria. The revised guide includes twelve fictional regression cases.

1. 1.Check facts, dates, destinations, and persisted state directly.
2. 2.Keep expected answers and the producer's rationale out of the independent review.
3. 3.Block release for unauthorized actions, disclosure, or invented completion.

Inspect skills and prove monitoring

Review complete skill packages and retain stronger tailored instructions. Treat external content as data, not permission to act.

1. 1.Record source, version, access, test evidence, and rollback route.
2. 2.Verify configuration, successful runs, detection, dispatch, and receipt separately.
3. 3.Test pause behavior and disclose queued or in-flight work.

Start with responsibilities and measurable goals

Define the outcome, time horizon, and constraints. An ambitious target gives the system a basis for recommending priorities.

1. 1.List active projects, recurring obligations, and current commitments.
2. 2.Identify decision owners and the concerns that need alignment.
3. 3.Supply working hours, preparation needs, and protected busy windows.
4. 4.Set boundaries for personal context and sensitive information.

Use GRASP to define the work

GRASP means Goal, Roles, Assets, Sequence, Proof. Scope and permissions belong inside that operating agreement.

1. 1.Goal: specify the outcome.
2. 2.Roles: identify who prepares, reviews, and approves.
3. 3.Assets: name authoritative sources and available tools.
4. 4.Sequence: define dependencies and review points.
5. 5.Proof: state the evidence required for completion.

Let conversation organize your context

The AI can interview you and turn your answers into an operating charter. Voice conversation can reduce typing when your platform supports it.

1. 1.Start with the current records you already have.
2. 2.Answer one setup question at a time.
3. 3.Review inferred preferences and unknowns before accepting them.
4. 4.Save a current operating brief and deliverable log.

Coordinate separate projects through current handoffs

Keep detailed client work in its own project. Bring approved, dated summaries into the Chief of Staff workspace.

1. 1.Include the outcome, owner, deadline, blocker, and decision needed.
2. 2.Refresh handoffs after a material change.
3. 3.Ask which sources were read and which remain inaccessible.
4. 4.Use protected busy windows when private details are unnecessary.

Include executive judgment in the role

A Chief of Staff can prepare decision options, align stakeholders, and rehearse consequential meetings. It should label organizational hypotheses.

1. 1.Clarify the decision and its owner.
2. 2.Compare options using current evidence and stated constraints.
3. 3.Prepare a tactful alignment message and likely objections.
4. 4.Escalate commitments at risk without inventing authority.

Understand the three architectures

A Second Brain organizes knowledge for retrieval and reuse. A Chief of Staff uses current context to prioritize and coordinate work. Agent Chains route defined assignments through specialist steps.

Measure cost per usable result

Compare completed work, correction effort, and the total cost of reaching an accepted result. Include failed attempts and elapsed time.

1. 1.Define acceptance criteria before starting.
2. 2.Use deeper reasoning where complexity warrants it.
3. 3.Set revision limits and a stopping condition.
4. 4.Record model cost when available and human correction time separately.

Verify continuity and background work

A standing charter gives the system an ongoing role during use. Background monitoring requires a supported capability and a tested trigger.

1. 1.Open the saved brief and log to verify the result.
2. 2.Resume in a fresh conversation using current records.
3. 3.Check that original commitments survive changed estimates.
4. 4.Distinguish drafts, approvals, and verified external actions.