Production assignment 15

Domain adaptation release package

Compare prompt, retrieval, and optional PEFT approaches under one provenance and evaluation contract.

The production problem

A private support assistant must answer from evidence and resist manipulation.

You own the technical recommendation and the evidence behind it. A reviewer must be able to reproduce the decision, identify which assumptions are estimates, and operate the failure path without asking the author.

Sample input

Versioned events or rows with entity ID, event time, availability time, payload, and mature outcome where applicable.

Expected output

A registered artifact plus evaluation report, decision policy, architecture trace, observability plan, and rollback procedure.

Targets

Beat the declared baseline without violating latency, cost, capacity, subgroup, or freshness guardrails.

Deliverables

Submit evidence another engineer can inspect.

  1. 01

    Approach decision

    Include assumptions, identity/version fields, one success example, one counterexample, and the command or query used to verify it.

  2. 02

    Provenance ledger

    Include assumptions, identity/version fields, one success example, one counterexample, and the command or query used to verify it.

  3. 03

    Slice evaluation

    Include assumptions, identity/version fields, one success example, one counterexample, and the command or query used to verify it.

  4. 04

    Safety probes/model card

    Include assumptions, identity/version fields, one success example, one counterexample, and the command or query used to verify it.

Invariants & acceptance

The result must stay true after packaging.

  • All training inputs are knowable at the historical decision cutoff.
  • Raw-input inference after serialization matches the validated reference within declared tolerance.
  • Every artifact and decision can be joined to code, data, features, configuration, and model version.
  • A failed retry is idempotent and cannot publish partial output as complete.
  • Quality is reported by temporal, operational, and affected-user slices—not aggregate only.
  • The rollback or fallback has a tested trigger, owner, and bounded recovery time.
Self-verification protocol

Try to falsify your own recommendation.

  1. Replay one hand-calculated input and one production-shaped batch.
  2. Inject a missing, late, malformed, and out-of-distribution input.
  3. Restart at the worst possible commit boundary.
  4. Load-test the constrained path, including cold start and a failed dependency.
  5. Compare one protected or high-risk slice and document uncertainty.
  6. Have the fallback produce an auditable result before calling the system ready.
Reference production resolution

A grounded system design spanning adaptation, RAG, evaluation, and safety.

The full reference stays behind the recorded-attempt control above. Compare architectural choices and invariants, not incidental file names.