Skill UI

Automates creation of A/B test configurations for ML deployment, guiding users through best practices, code samples, and validation steps so production models are served with monitoring and rollout control.

This comprehensive guide details the architecture of memory for intelligent agents. It covers the distinction between short-term context, long-term vector storage, and advanced cognitive models (CoALA framework: semantic, episodic, procedural). Learn how to implement robust memory retrieval mechanisms, select appropriate vector databases (Pinecone, Qdrant, etc.), and utilize embedding models to build truly context-aware, persistent AI applications.

An advanced AI-driven framework for holistic performance engineering of multi-agent systems. It provides coordinated profiling, workload distribution, and cost-aware orchestration across various domains (database, application, frontend). Use this tool to identify bottlenecks, improve throughput, enhance reliability, and manage resource constraints in complex agent workflows.

Helps teams ship reliable AI-powered products by detailing LLM integration patterns, RAG architecture, scalable prompt engineering, UX resilience, and cost-aware design.

Automates Alttext AI operations through Composio’s toolkit by routing every workflow via Rube MCP, ensuring schema-aware tool discovery, connection checks, and execution with managed sessions.

Automates Alttext AI operations through Composio’s toolkit by routing every workflow via Rube MCP, ensuring schema-aware tool discovery, connection checks, and execution with managed sessions.

Automates Anthropic Admin operations through Composio’s toolkit via Rube MCP, guiding discovery of current tool schemas, verifying connections, and executing schema-compliant workflows with session reuse and pagination awareness.

Automates Anthropic Admin operations through Composio’s toolkit via Rube MCP, guiding discovery of current tool schemas, verifying connections, and executing schema-compliant workflows with session reuse and pagination awareness.

Automates Async Interview workflows by orchestrating Composio tools through the Rube MCP gateway; always discover current schemas first, verify toolkit connections, then run executions with schema-compliant arguments and session-aware bookkeeping.

Prepares Claude with an ultra-granular, line-by-line code-analysis mode that maps invariants, assumptions, and flows before any vulnerability hunting, keeping context stable and reducing hallucinations during audits.

Prepares Claude with an ultra-granular, line-by-line code-analysis mode that maps invariants, assumptions, and flows before any vulnerability hunting, keeping context stable and reducing hallucinations during audits.

Activation-aware weight quantization that compresses 7B-70B models to 4-bit with minimal accuracy loss, delivering ~3x inference speedups and memory reductions for constrained GPU deployments while integrating with vLLM and Marlin kernels.