Build medical AI agents for clinical decision support, medical record summarization, diagnostic assistance, and healthcare workflow automation.
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SetFit few-shot learning for efficient intent classification with minimal data
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Microsoft Semantic Kernel planner and plugin setup for orchestrated AI
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Rasa NLU pipeline configuration and training for intent and entity extraction
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Cross-encoder reranking and MMR diversity filtering for improved retrieval quality
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Batch embedding generation with caching, rate limiting, and multiple provider support
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Document chunking with multiple strategies including semantic, recursive, and fixed-size chunking
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Qdrant vector database with filtering, payloads, and quantization support
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Structured prompt template creation with variables, formatting, and version control
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Design agents for multi-turn tool use — sequential tool calls, result accumulation, error recovery, and complex task decomposition over multiple turns.
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Automated Big-O complexity analysis of code and algorithms. Performs static analysis of loop structures, recursive call trees, space complexity estimation, and amortized analysis with detailed derivation documents.
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Token-efficient prompt compression techniques for cost optimization
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Comprehensive verification checklists for MCP Apps. Tests with basic-host reference, validates handler-before-connect, text fallback, resource URI linking, single-file bundling, host styling, CSP, and legacy pattern detection.
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Pinecone vector database setup, configuration, and operations for RAG applications
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Arize Phoenix observability platform setup for LLM debugging and evaluation
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OpenTelemetry instrumentation for LLM applications with distributed tracing
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Hybrid search combining semantic and keyword retrieval for RAG pipelines. Implement BM25 + dense vector search with fusion strategies.
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NVIDIA NeMo Guardrails configuration for conversational safety and control
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Milvus distributed vector database configuration for large-scale RAG applications
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Integrates MCP App UI with host theming system. Applies host CSS variables, handles onhostcontextchanged, safe area insets, display mode detection, and fullscreen configuration.
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Comprehensive Content Security Policy audit for MCP Apps in sandboxed iframes. Discovers all network origins, traces them to source, and generates CSP configuration for registerAppResource.
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Implements the core MCP Apps architectural pattern where a Tool declares _meta.ui.resourceUri referencing a registered Resource. Covers registerAppTool, registerAppResource, text fallback, structuredContent, and app-only helper tools.
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Mem0 memory layer integration for AI agents. Implement persistent, semantic memory for long-term context retention and personalization.
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Subgraph composition and modular workflow design for LangGraph
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