Production patterns for AI agents, RAG pipelines, data infrastructure, and MLOps. No theory-only posts — every article comes from a real deployment.
A practical CrewAI tutorial for building an autonomous agent crew for competitor analysis, covering specialist agents, orchestration, structured outputs, and report generation.
A production-grade architecture for a GitHub code analysis agent with LangChain, language-aware parsing, code indexing, retrieval, and repository Q&A.
A refreshed CTO framework for deciding between prompt optimization, RAG, and fine-tuning based on knowledge freshness, behavior control, cost, and operating complexity.
Use FastAPI to deploy LangChain and LangGraph agents in production with async request handling, Pydantic validation, dependency injection, and cleaner LLM API architecture.
A practical Pinecone tuning guide for RAG covering query latency, ingestion throughput, dedicated read nodes, metadata indexing, and serverless performance tradeoffs.
A production review of LangGraph StateGraph design, conditional edges, persistence, recovery, observability, tool safety, and failure handling.
Learn how to build conversational agents with a LangGraph state machine using event-driven routing, explicit state, and branching dialogue flows.
A production-ready architecture for getting reliable structured output (JSON, API calls) from LLMs using Pydantic, function calling, and self-correction loops.
An architecture for agentic MLOps, where AI agents automate model retraining, deployment, and monitoring instead of relying on manual handoffs.
A practical AIOps architecture for real-time anomaly detection using Kafka and AI agents, with automated investigation, tool-based triage, and incident report generation.
A production-ready Text-to-SQL agent architecture covering natural-language-to-SQL pipelines, schema retrieval, validation, security, and query-cost control.
A practical tutorial on building an ETL agent with LangChain to ingest, clean, and validate data from messy APIs without brittle hard-coded scripts.