AI Harness Engineering Pod
Engineer a bounded AI execution harness with tool adapters, context handling, orchestration, recovery and observable traces.
Connect the AI harness to an owned operating workflow
- Execution boundary
- Define model calls, termination rules and permitted tools.
- Context interface
- Connect retrieval, memory and authorised system inputs.
- Recovery path
- Define retries, idempotency and human escalation.
- Operational evidence
- Expose traces, acceptance tests and maintenance ownership.
Decision and fit
Build a bounded workflow with an explicit handover
Compare the engagement with the decision you face
- A question worth resolving
- Build a bounded workflow with an explicit handover.
- An accountable participant
- Product and engineering owners with a bounded agent workflow to implement and a client team ready to own it.
- Inspectable source material
- The relevant owners can make workflow evidence and agreed inputs available for examination.
- A scope mismatch
- There is no agreed implementation boundary or receiving engineering owner.
The engagement
Engineer a bounded AI execution harness with tool adapters, context handling, orchestration, recovery and observable traces. An embedded engineering engagement with a named delivery lead, agreed backlog and explicit capacity and review arrangements.
The decision at stake
A workflow needs implementation support, but architecture and operational responsibilities remain fragmented.
Suitable situations
- Product and engineering owners with a bounded agent workflow to implement and a client team ready to own it.
Less suitable situations
- There is no agreed implementation boundary or receiving engineering owner.
Engagement boundary
Agree the work and its boundaries together
The engagement boundary
- Implementation remit
- Define the workflow architecture, implementation boundary and delivery backlog.
- Integration interface
- The inputs, authorised access and client participants are confirmed before scheduling.
- Client engineering owner
- Retains organisational decisions and risk acceptance.
- Additional implementation
- Production operations, on-call support and continuing feature delivery require a separate agreement. Remaining backlog items, known defects and dependency constraints are made explicit at handover rather than treated as implicit support commitments.
What the work covers
- Define the workflow architecture, implementation boundary and delivery backlog.
- Develop agreed integrations and test assets in an authorised environment.
- Prepare operational documentation and transfer ownership to the client team.
Scope boundaries
- Formal certification, legal conclusions and guarantees of safe or compliant behaviour.
- Production operations, on-call support and continuing feature delivery require a separate agreement. Remaining backlog items, known defects and dependency constraints are made explicit at handover rather than treated as implicit support commitments.
Working sequence
How the work moves from question to handover
What each stage should leave your team with
- Define the executable slice
A bounded workflow and acceptance cases.
- Build the harness incrementally
Implemented harness, tool adapters and recovery paths.
- Demonstrate against acceptance cases
Reviewed increments with test evidence and known defects.
- Transfer implementation ownership
Code, runbooks and a receiving maintainer.
How the work proceeds
- Define the executable slice. Choose a workflow outcome and map the tool contracts, permissions, human approvals and failure paths needed to deliver it.
- Build the harness incrementally. Implement agreed orchestration, context handling, tool adapters and recovery behaviour in the authorised repository.
- Demonstrate against acceptance cases. Review code and run behavioural checks with the product owner, recording defects and changes to scope.
- Transfer implementation ownership. Rehearse operation and troubleshooting with the maintainer, and hand over code, tests, configuration and the remaining backlog.
Worked situation
Follow one situation through to a bounded next decision
Illustrative working situation
Illustrative scenario
- Starting condition
An integration works but no team owns its failure handling.
- Question to examine
Review the implementation and operational handover together.
- Possible next action
Resolve support ownership as an acceptance prerequisite.
Decision artefacts
Leave a record the next owner can use
Handover record
Illustrative working format
- Subject and version
- Identify the workflow, configuration or proposal examined.
- Implementation remit
- Record the relevant requirement and supporting material.
- Acceptance evidence
- State the observation, supporting evidence and remaining uncertainty.
- Client engineering owner
- Record the next decision, follow-up and unresolved question.
What the work can produce
- Scoped engineering backlog
- Reviewed workflow implementation
- Tests and ownership handover
Working together
Your team and our team need a clear working agreement
Who contributes and who decides
- Client sponsor
- Confirms the decision, priorities and people needed to resolve it.
- Client technical or process owner
- Provides the agreed evidence, access and review of findings or deliverables.
- Softlander delivery lead
- Coordinates the agreed activities, review points, handover and open actions.
- Authorised decision-maker
- Accepts deliverables against the agreed criteria and separately decides operational or business action.
What the work depends on
- Your product owner prioritises the backlog; technical owners provide repository, environment and integration access through approved channels. A maintainer participates in design reviews, demonstrations and the handover rehearsal.
Engagement availability
The start date, named delivery roles, review points and fee basis are agreed after confirming the inputs and scope. Duration depends on evidence access, system complexity and the time your decision-makers need to review the work.
Engagement and handover
Agree the delivery model and what completion means
A clear agreement from scope to ownership
- Scoped work
- Define the workflow architecture, implementation boundary and delivery backlog.
- Indicative handover
- Scoped engineering backlog; Reviewed workflow implementation
- Review and acceptance
- Review the agreed deliverables and record any open items, owners and conditions.
- Ongoing work
- Assign maintenance and operational ownership; agree additional scope and coverage explicitly.
An embedded engineering engagement with a named delivery lead, agreed backlog and explicit capacity and review arrangements.
Agreed increments include reviewed implementation, tests, configuration guidance and runbooks. Acceptance checks cover the scoped behaviour and ownership transfer; deployment approval remains with your authorised release owner.
Production operations, on-call support and continuing feature delivery require a separate agreement. Remaining backlog items, known defects and dependency constraints are made explicit at handover rather than treated as implicit support commitments.