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Get Started Free →nwave-ai/nw-at-completeness-check
Canonical AT completeness gate — research-anchored 7-category taxonomy (C1-C7) + 15-item mechanical checklist. Paradigm-neutral. Drives acceptance-designer reviewer verdict deterministically.
Passed 21 of 22 test cases with the skill, and 5 of 22 without it.
and 20 more in the full report
17 fixed5 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 16 test cases the skill fixed. Same model, same prompt, with and without the skill.
A candidate test suite in `features/search/at_search.py` passes 14 out of 15 checklist items. What verdict string should the gate assign?
| Checked | Without skill | With skill |
|---|---|---|
| Assigns the verdict COMPLETE for scores 13 or higher | Missed | Passed |
The instructions your model reads when the skill loads.
Mechanical gate for acceptance-test completeness. Runs against any candidate AT set. Each unchecked item = potential gap. Verdict deterministic by count, not judgment.
Provenance: research-anchored 7-category taxonomy, paradigm-neutral. See docs/research/at-edge-case-taxonomy-2026-05-19.md for full literature review.
Anchors [1]-[14] reference research doc bibliography.
Project-specific AT-class specializations live as YAML overlays in domain-extensions/ (sibling dir to this SKILL.md). The canonical 7-category taxonomy stays paradigm-neutral; domain overlays add extra_checks that the reviewer appends to the 15-item checklist for features opting in.
When to add an extension: project surfaces an AT-class that is a specialization of one or more canonical categories (typically C5 + C6) but not a new general category. Example: nWave IP/Privacy boundary = public:false mode flag (C5) + leak-in-output failure-contract (C6) — lives in domain-extensions/nwave-installer.yaml, NOT in canonical taxonomy.
Overlay schema (domain-extensions/<kebab-case-domain-id>.yaml):
name: <kebab-case-domain-id>
version: <semver>
applies_to: <project / package / feature-pattern>
extends_canonical: [C5, C6] # which canonical categories this specializes
extra_checks:
- id: <DomainID>a
description: <what to verify>
maps_to_canonical: C6
mandatory: <bool>
Opt-in per feature — in docs/feature/{id}/distill/at-completeness-extensions.yaml:
extensions: [nwave-installer]
Reviewer adds overlay's extra_checks to the canonical 15-item checklist for that feature only. Verdict thresholds scale with total item count.
| ID | Category | Anchor | One-line definition |
|---|
test cases passed, vs 5 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.