vibeeval

Dockerfile best practices, multi-stage builds, docker-compose, container networking, volume management, and image optimization.

Mapping design, query optimization, aggregation patterns, index lifecycle management, and search relevance tuning.

Email delivery infrastructure - DNS authentication (SPF/DKIM/DMARC), subdomain isolation, provider abstraction, template systems, bounce…

Environment Triage

Message queue patterns with BullMQ, Kafka, RabbitMQ - saga, outbox, dead letter queue, exactly-once semantics.

Explicit Identity Across Boundaries

External research workflow for docs, web, APIs - NOT codebase exploration

Gradual rollout strategies, kill switches, A/B testing integration, flag lifecycle management, and technical debt prevention.

React Hook Form + Zod integration, multi-step forms, optimistic validation, server-side error mapping, and file upload patterns.

React, Next.js, TypeScript frontend patterns - component design, state management, performance

Full-stack frontend development combining premium UI design, cinematic animations, AI-generated media assets, persuasive copywriting, and…

Full-stack backend architecture and frontend-backend integration guide.