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BTRIAGE-108 · Assess operator usefulness

Prevent repeated refreshes from exhausting incident budgets

Practice briefTaskIntermediate

Several operators refresh the same incident and trigger duplicate model calls.

Focused work estimate
2h 30m + prerequisites
Priority in the scenario
High
Engineering practice
Cost controls

Estimated field mix

  • Applied AI60%
  • Backend40%

Field percentages are editorial estimates of the ticket's engineering focus. They total 100%; they are not measured time, proficiency scores, or ownership evidence.

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Project context

A fictional on-call team wants an assistant that joins alerts, deployment notes, and runbooks. Incomplete telemetry and hostile log content make unsupported conclusions dangerous.

Setup prerequisites

  • Author synthetic alerts, deployment records, and runbooks plus deterministic tool and model doubles.

Preceding work

Complete these dependencies, or supply their agreed outputs before taking this ticket.

Acceptance criteria

  • Coalesce identical in-flight context requests.
  • Enforce per-incident reservation and timeout.
  • Settle usage once per provider attempt.

Implementation constraints

  • Provider failure cannot trigger unbounded retry loops.

Verification to include

  • Share one in-flight synthetic response.
  • Exhaust the budget and return a bounded unavailable state.

Deliverables

  • Incident request budget.

Rollout and recovery

Default to deterministic mode; pause new refreshes when accounting is uncertain.

Value of the work

For the engineer: Practice constrained tool use, operational uncertainty, and traceable AI outputs.

For the team: Produce concise incident drafts that preserve source traceability and operator control.

Evidence boundaries

Outcome Evidence: Tests, patches, and runbooks are requested deliverables. They become Outcome Evidence only through a qualified Mission and immutable Evidence IDs.

Ownership Evidence: Independent adaptation must be observed under a declared verification policy and cite immutable Evidence IDs. Completing a planning ticket establishes no Ownership Evidence.