vibeeval

Universal coding standards - naming, formatting, error handling, immutability, SOLID principles

Commit mesajlarina yapilandirilmis karar trailer'lari ekle.

Design system token management, component API design, Storybook, and visual regression testing patterns

Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates

Icerik pazarlama ve SEO odakli yazi uretimi.

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into…

Cloud cost optimization, token/API cost tracking, build time optimization, and FinOps patterns

ETL/ELT patterns, batch vs streaming, idempotency, data quality framework, and pipeline orchestration

Find unused functions and dead code in the codebase

Systematic hook debugging workflow. Use when hooks aren't firing, producing wrong output, or behaving unexpectedly.

Developer relations - community building, documentation, DevRel metrics.

PR size-based review depth, performance review checklist, architecture conformance checks, and framework-specific review patterns.