AI Agent Handoffs: Preserving Context, Ownership and Evidence

Decision context

The right design depends on the kind of decision being made and the operating environment around it. Use both perspectives before selecting tools or expanding permissions.

Treat this guide as an operating sequence rather than a one-time configuration exercise. Each step should leave an observable artifact, owner or decision. If the team cannot tell whether a step happened, it cannot diagnose quality, recover from failure or justify a broader permission later.

For business agents, usefulness depends on context quality and permission discipline. A specialist should receive only the sources and capabilities needed for its responsibility. Handoffs must preserve provenance and ownership so the next role can verify the work instead of trusting a context-free conclusion.

Scope and boundaries

Use these boundaries before deciding how much work an agent may own:

• A handoff cannot expand the recipient's permissions.
• Ownership changes are explicit and recorded.
• Original evidence stays distinguishable from summaries and later interpretation.

Evaluation criteria

A useful evaluation separates outcome quality from the controls that make the result safe to use:

1. 01

   Can the recipient state the objective and done condition?

   Ask what evidence supports this criterion, who owns it and how often it is reviewed.
2. 02

   Are source references usable and permitted?

   Define an acceptance threshold before the pilot so a persuasive example cannot move the goalposts.
3. 03

   Is uncertainty visible rather than flattened?

   Include exceptions and rejected outputs; they show the real review and recovery cost.
4. 04

   Does a human know who owns the next consequential decision?

   Record the decision and rationale so a later scope change can be evaluated against the same baseline.

Implementation sequence

Move from a narrow, observable starting point to broader responsibility only when evidence supports it:

1. 1

   Define a handoff contract for each role pair.Retain the baseline, owner and approved scope.

2. 2

   Include identifiers, timestamps and provenance.Keep source references and the policy version used.

3. 3

   Validate required fields before accepting work.Record validation results, exceptions and corrections.

4. 4

   Reject or escalate incompatible scope.Bind any human decision to the exact proposed action.

5. 5

   Record completion and the next owner.Verify the final state and attach provider evidence.

Failure modes to test

Test the negative path deliberately. These patterns usually reveal a weak operating model:

• Passing only a conversational summary.
• Losing the difference between evidence and opinion.
• Leaving two agents believing the other owns the next step.