OpenTelemetry instrumentation for LLM applications with distributed tracing
Skills in this repository
a5c-ai/babysitter - Page 5
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Arize Phoenix observability platform setup for LLM debugging and evaluation
PII detection and redaction utilities for privacy-compliant conversational AI
Pinecone vector database setup, configuration, and operations for RAG applications
Token-efficient prompt compression techniques for cost optimization
Prompt injection detection and prevention for secure LLM applications
Structured prompt template creation with variables, formatting, and version control
Qdrant vector database with filtering, payloads, and quantization support
Document chunking with multiple strategies including semantic, recursive, and fixed-size chunking
Batch embedding generation with caching, rate limiting, and multiple provider support
Hybrid search combining semantic and keyword retrieval for RAG pipelines. Implement BM25 + dense vector search with fusion strategies.
Query expansion, HyDE, and multi-query generation for improved retrieval
Cross-encoder reranking and MMR diversity filtering for improved retrieval quality
Rasa NLU pipeline configuration and training for intent and entity extraction
Redis backend for conversation state persistence and caching
Microsoft Semantic Kernel planner and plugin setup for orchestrated AI
SetFit few-shot learning for efficient intent classification with minimal data
Configure Vite with vite-plugin-singlefile for mandatory single-file HTML bundling of MCP Apps. All assets (JS, CSS, images, fonts) must be inlined into a single HTML file for sandboxed iframe compatibility.
spaCy NER model training and entity extraction for conversational AI
Weaviate vector database setup with GraphQL queries and hybrid search
Zep memory server integration for long-term conversation memory and user profiling
Generate argparse-based Python CLI applications with subparsers, type converters, and standard library patterns. Creates lightweight Python CLIs without external dependencies.
Generate argument validation logic with type coercion, constraints, custom validators, and helpful error messages for CLI applications.
Generate bash script templates with best practices including error handling, argument parsing, logging, and portability considerations.
Generate BATS test structure and fixtures for shell script testing with setup/teardown, assertions, and mocking.
Generate blessed widgets for Node.js terminal UIs with boxes, lists, forms, and dashboard layouts.
Generate Bubble Tea (Go) TUI application structure with models, commands, and views using the Elm architecture.
Create consistent chalk-based color and styling system for CLI output with themes, semantic colors, and formatting utilities.
Generate Chocolatey package for Windows CLI distribution.
Generate Clap-based Rust CLI applications with derive macros, subcommands, and modern Rust patterns. Creates production-ready Rust CLI with proper cargo structure.
Set up E2E test harness for CLI applications with process spawning and assertions.
Create mock stdin utilities for interactive CLI testing.
Configure cli-progress with custom formatters, multi-bar support, and ETA calculations for CLI progress indication.
Set up snapshot testing for CLI output with update workflows and diff reporting.
Generate table formatters for structured CLI output with column alignment, borders, and responsive sizing.
Generate Click-based Python CLI applications with decorators, groups, context, and modern Python patterns. Creates complete scaffolded CLI with proper project structure.
Generate Cobra/Viper-based Go CLI applications with persistent flags, subcommands, and configuration management. Creates production-ready Go CLI with modern patterns.
Generate Commander.js CLI project structure with TypeScript, commands, options, and best practices. Creates a complete scaffolded CLI application ready for development.
Generate Zod/JSON Schema configuration validators with defaults and error messages.
Set up cosmiconfig for hierarchical configuration loading from multiple sources and formats.