Radix UI unstyled accessible primitives for dialogs, popovers, dropdowns, and more.
Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests.
Batch embedding generation with caching, rate limiting, and multiple provider support
Expert in building Retrieval-Augmented Generation systems.
Hybrid search combining semantic and keyword retrieval for RAG pipelines.
RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and…
Chunking strategies, embedding model selection, hybrid search, reranking, eval metrics
Retrieval-Augmented Generation patterns for grounded LLM responses.
Automate Ragic tasks via Rube MCP (Composio).
Use when adding polymorphic activity timelines with live Turbo Stream updates to any Rails model.
Rails 7+ specialist that optimizes Active Record queries with includes/eager_load, implements Turbo Frames and Turbo Streams for partial…
Research how production Rails apps solve architectural problems using the Real World Rails repository.
Analyze Rails code for performance issues, optimize queries, identify bottlenecks, and ensure scalability.
Queue processing with fresh context per phase.
Initialize a PRD (Product Requirements Document) for structured ralph-loop execution
Autonomous TDD development loop with parallel agent swarm, category evolution, and convergence detection.
RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration.
Student semester onboarding — clinic procedures, tool walkthrough, practice exercises before real cases.
Security audit, hardening, threat modeling (STRIDE/PASTA), Red/Blue Team, OWASP checks, code review, incident response, and infrastructure…
Use when designing an A/B or split test: define the hypothesis, control and variants, estimate sample size, verify tracking, and…
Provide comprehensive techniques for attacking Microsoft Active Directory environments.