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AI Foundations / Module 4 / M04-U06 · 9-11 minutes

M04-U06 · 9-11 minutes

Divide Complex Work into Controlled Stages

Work through the explanation, apply it to the example, and complete the quick check before continuing.

Workflow diagram showing a provider-selection task split into five controlled handoffs, with evidence checks, human decision, legal process, and approval before sending or signature.
Split complex work into controlled handoffs so review happens before decisions and approval happens before irreversible action.
Text description of the visual

The figure shows a provider-selection workflow split into five controlled handoffs: requirements, evidence pack, owner review, team decision, and approval before action. The handoffs preserve the lesson sequence while making review and authority points easier to inspect. A reminder states that each handoff needs an input, method, output, review criterion, owner, and stop condition.

One large request can hide several tasks

Consider:

Research three training providers, choose the best one, write the contract, and send it for signature.

This request combines search, extraction, comparison, decision, legal drafting, and action. Each part has different evidence and authority.

A single response hides the points where people should review or decide.

Build five controlled handoffs

A safer version may use five clear handoffs:

  1. Requirements: Define the approved need, permitted source rules, and stop condition for conflicting information.
  2. Evidence pack: Find candidate providers from permitted sources and extract facts into a comparison table. Do not score providers yet.
  3. Owner review: Have the programme owner confirm that the evidence is complete before any recommendation or decision.
  4. Team decision: Draft a non-binding recommendation with uncertainties, then let the authorised team choose a provider.
  5. Approval before action: Send the decision to the legal or procurement process, and require authorised approval before any message or signature request is sent.

Each handoff has an input, method, output, review criterion, owner, and stop condition.

Preserve human decisions

Human approval should not be a decorative click at the end.

The reviewer needs:

  • Authority to make the decision.
  • Relevant evidence.
  • Time to inspect it.
  • Clear criteria.
  • Ability to reject, revise, stop, or escalate.

If the system has already taken an irreversible action, later review is not meaningful approval.

One response, workflow, or agent

Use one response for bounded reversible drafting.

Use a controlled workflow when different tools and checks belong at different stages.

A tool-using or agentic system may execute several handoffs, but that does not remove handoff boundaries. It increases the need for limited access, confirmation, logging, monitoring, and stop conditions.

Specify the handoffs

For each handoff, write:

  • Input.
  • Allowed tool or method.
  • Output.
  • Review criterion.
  • Owner or approver.
  • Stop condition.

This makes responsibility visible and supports later investigation if something fails.

Worked handoff

Handoff 2: Build the evidence pack. Use only permitted sources to list candidate providers, then extract every stated requirement from the approved brief into a table. Mark unclear items as Needs owner decision. Do not score providers. The programme owner checks the evidence pack before a recommendation is drafted. Stop if the brief contains conflicting requirements.

The handoff is bounded, inspectable, and does not steal the later decision.

Remember

  • Split mixed work by task, evidence, tool, and authority.
  • Put review before consequential or irreversible action.
  • Define each handoff and owner.
  • More automation does not remove human responsibility.

Next, we will learn how to revise a specification after seeing a weak output.