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Oct 1, Reserve a seatBite-sized insights for building production AI systems. Expert guides, real-world patterns, and practical engineering wisdom.
136 posts in total
AI Engineering in Practice11 min read
Why every agentic AI container should run as a non-root user. The Dockerfile pattern, the permission gotchas, and the attack it actually prevents.
AI Engineering in Practice12 min read
Why production LangGraph agents need a postgres checkpointer and thread model. How persistence survives restarts, and the trap that loses every chat.
AI Engineering12 min read
How a coding agent loop actually works. The minimal while loop that turns a chatbot into Claude Code, and the 4 states every agent cycles through.
AI Engineering in Practice11 min read
Why agentic AI systems need .env.development and .env, not one shared file. The config pattern that prevents leaked keys and broken deploys.
AI Engineering in Practice11 min read
How to use FastAPI and Uvicorn for production agentic AI. Async event loops, ASGI workers, streaming, and the gotchas that quietly kill agent uptime.
AI Engineering25 min read
Master end-to-end system design for production AI chatbots. Learn streaming architecture, memory management, RAG integration, rate limiting, circuit bre...
AI Engineering25 min read
Learn how to architect a production-ready local financial AI agent that keeps data private and guarantees mathematical accuracy. Deep dive into hybrid a...
AI Engineering25 min read
Learn how to build cost-effective, context-aware AI agents using model cascading, GraphRAG for code understanding, and noise reduction patterns. Master...
AI Engineering23 min read
How architecting works in production. Learn how to build durable agentic workflows that survive failures, handle concurrency, and enable human-in-the-loop
AI Engineering22 min read
Learn how to architect a production-ready AI code review agent. Deep dive into the ingestion layer, filtering patterns, GraphRAG for code context, and m...
AI Engineering24 min read
Learn how to architect a production-ready multilingual AI receptionist that handles both text chat and phone calls. Deep dive into unified agent archite...
AI Engineering27 min read
Learn how to architect a production-ready multi-agent voice system where multiple AI personas engage in natural group discussions. Deep dive into conduc...
Cofounder of AEOsome.com and Chief Mentor at learnwithparam.com with 14+ years building production systems. I've trained 50+ engineers on AI engineering - these programs distill what actually works into structured paths you can follow at your own pace.
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