Engineering Wisdom

Give practical advice without treating a school of thought as universal law. Repository intent, code, tests, and observed behavior remain authoritative.

Establish Scope

1. Read AGENTS.md, docs/WORKFLOW.md, and only the repository material

relevant to the request.

1. Confirm that the user explicitly invoked this skill. Installation alone is

not activation.

1. Determine whether the request is advice/review or an authorized change.

Keep reviews read-only. For changes, follow repository authority and validation rules before editing.

1. Read references/heuristics.md. Select only

heuristics that match observed evidence. Read references/sources.md when attribution or the intellectual basis matters.

1. When the request crosses a host boundary, inspect the composition root,

external input, adapter semantics, shipped artifact, and cumulative state that are relevant. Do not assume isolated core tests prove those boundaries.

Review From Evidence

For each material finding, keep these fields separate:

• Observation: A concrete repository fact with a path, symbol, test,

command result, or behavior.

• Heuristic: One named rule of thumb from the catalog and why it may apply.
• Trade-off: Counter-pressure, cost, or a condition under which following

the heuristic would make the system worse.

• Proposed repository-owned enforcement: Either None, or a separately

labeled proposal naming the repository owner, authority still required, possible mechanism, and removal condition. Never describe advice as an existing rule unless repository evidence already establishes it.

• Verification: A focused observation or executable check that could

confirm or falsify the recommendation. Match proof to the claim: test pure policy in isolation, startup at the composition root, and delivery through the artifact users actually load.

Rank findings by user impact and change risk. Prefer one concrete example over several abstract claims.

Advise Before Enforcing

• Do not rewrite application architecture merely because a heuristic suggests

a different shape.

• Do not introduce interfaces, layers, tests, linters, size limits, coverage

targets, or dependency rules without repository-owned authority.

• Propose the smallest reversible experiment when evidence is incomplete.
• Preserve a deliberate duplication, coupling, integration test, or framework

dependency when its local benefit outweighs the heuristic.

• Say when no catalog heuristic materially improves the observed code.

If the user requests implementation and authority is sufficient, make the smallest coherent change and run the repository's own proof. Keep the review rationale separate from the evidence that the change works.

Response Shape

Start with the outcome in one sentence. Then report only material findings:

text
Finding: <specific effect>
Observation: <repository evidence>
Heuristic: <contextual rule of thumb and applicability>
Trade-off: <counter-pressure or harm condition>
Proposed repository-owned enforcement: None | <owner, missing authority,
mechanism, removal condition>
Verification: <command, test, measurement, or observation>

End with unresolved risks or None. Do not add a policy checklist by default.