governance-constraint-designlisted
Install: claude install-skill Habitat-Thinking/ai-literacy-superpowers
# Governance Constraint Design
A governance constraint encodes operational meaning, not governance
language. The phrase "ensure human oversight" is governance language —
it sounds precise but means different things to different people. A
governance constraint translates that language into a verification
slot with defined pass/fail criteria, evidence requirements, and
failure actions.
This skill teaches how to make that translation. It is referenced by
the `/governance-constrain` command for guided authoring and by the
`harness-enforcer` agent when validating governance constraint quality.
## The Core Problem
Governance language carries meaning in one reference frame but is
implemented in another. The regulator writes "meaningful human
oversight." The engineer implements a boolean approval gate. The
compliance team audits the approval log. All three frames are
satisfied syntactically while governance fails semantically — the
approval happens, but the oversight is absent.
A governance constraint must make this translation explicit.
## The Falsifiability Test
Every governance constraint must answer three questions:
1. **What do you verify?** — the specific observable condition
2. **What counts as evidence?** — what artefacts demonstrate compliance
3. **What happens on failure?** — the response when verification fails
If the constraint cannot answer all three, it is governance language
pretending to be a constraint. It belongs in a policy document, not
in HARNESS.md.
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