Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Cross-document consistency check: detects GDD entities with conflicting stats, values, or formulas.
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Detects cross-document inconsistencies by comparing GDDs against entity registry (design/registry/entities.yaml). Grep-first: read registry once, then grep only matching names — no full document reads.
Run: after each new GDD, and before /architecture-decision. Output: conflict report + optional registry corrections.
| Mode | Behavior |
|---|---|
full / no arg | All registered entries vs all GDDs |
since-last-review | Only GDDs modified since last review report |
entity:<name> | One entity across all GDDs |
item:<name> | One item across all GDDs |
Read design/registry/entities.yaml. Empty/missing → stop ("Run /design-system to populate"). Build lookup tables: entity_map, item_map, formula_map, constant_map.
Glob design/gdd/*.md (exclude game-concept, systems-index, game-pillars). For since-last-review: git log to find GDDs modified since last gdd-cross-review-*.md.
For each registered entry, grep all in-scope GDDs for the name (-C 3 context). Extract values near the name and compare against registry.
| Scan | Extract | Compare |
|---|---|---|
| Entity | Numeric/categorical attributes, derived values | Registry attribute values |
| Item | Sell price, weight, stack rules, category | Registry item values |
| Formula | Variable names, output range/caps | Registry formula vars + range |
| Constant | Numeric values near name | Registry value |
Classification: CONFLICT (different values), NOTE (mentioned but unverifiable).
Full-section read of conflicting GDD. Determine: which GDD is correct (source field = authoritative owner), is registry stale (source GDD updated after registry), is this intentional design change?
Categories: 🔴 CONFLICT (different values, must resolve), ⚠️ STALE REGISTRY (source changed but registry not updated), ℹ️ UNVERIFIABLE (no comparable attribute stated).
Registry entries checked + GDDs scanned + conflicts (entry/attribute/values/resolution needed) + stale entries (registry vs source GDD) + unverifiable references + clean entries count.
Verdict: PASS (no conflicts) or CONFLICTS FOUND (list resolution steps).
Stale entries → ask to update registry (update value, set revised date, comment old value). New entries in GDDs not in registry → ask to add (only if appears in 2+ GDDs). Never delete — set status: deprecated.
If 🔴 conflicts found → append to docs/consistency-failures.md (if exists): date, domain, docs involved, what happened, resolution, pattern/lesson.
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Web/mobile accessibility decision guide: WCAG 2.2 AA, ARIA, keyboard nav, focus management, contrast, testing. Use for: a11y, accessibility, wcag, aria, screen reader, keyboard, contrast.
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Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
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