Results for “gains”

3 skills

Systematic API design methodology with 6 validated patterns covering parameter categorization, safe refactoring, audit-first approach, automated validation, quality gates, and example-driven documentation. Use when designing new APIs, improving API consistency, implementing breaking change policies, or building API quality enforcement. Provides deterministic decision trees (5-tier parameter system), validation tool architecture, pre-commit hook patterns. Validated with 82.5% cross-domain transferability, 37.5% efficiency gains through audit-first refactoring.

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Audit Augmentation

Projects external audit findings from SARIF static analysis results and weAudit annotation files onto Trailmark code graphs as annotations and subgraphs, enabling cross-referencing with pre-analysis data like blast radius and taint.

NN/g-grounded page enhancement for flows and semantic data wiring — not visual polish. Use when "this page feels AI-generated", "fix UX of /xxx", "improve information density", or "icons all look the same". Composition/type → enhance-web-ui. Heuristics-only → audit-ux.