#llm

5 Articles

All posts tagged with #llm

AI EngineeringMar 24, 202617 min read

RAG in Production: Beyond the Tutorial (Vector DB Selection, Chunking, Evaluation)

Every RAG tutorial follows the same script. Load documents, split into chunks, embed them, store in a vector database, retrieve the top-k results, pass to an LL...

#rag #vector-database #llm #ai-engineering #production

AI EngineeringMar 14, 202613 min read

AI Agent vs Chatbot: What's Actually Different (With Code Examples)

Every product launch in 2026 seems to include the phrase "AI agent." Customer support chatbot? Agent. Form that auto-fills fields? Agent. A wrapper around a sin...

#ai-agents #chatbot #llm #ai-engineering #tutorial

AI EngineeringMar 13, 202617 min read

How I Built a Production AI Agent: Architecture, Failures, and What Actually Worked

Last year I shipped an AI agent that cost us $400 in a single afternoon. It got stuck in a loop, calling the same API endpoint over and over, burning tokens on ...

#ai-agents #architecture #production #llm #ai-engineering

AI EngineeringMar 10, 202612 min read

AI Engineer in 2026: The Skills That Actually Matter

I have been building software for over 18 years. In the last two years, my work has shifted more dramatically than in any previous decade. The shift is not abou...

#ai-engineering #llm #career #architecture #production

Agentic SystemsDec 3, 20256 min read

Production AI Agents vs Demo AI Agents: 5 Differences That Actually Matter

There is a version of every AI agent that works in a conference room demo. The LLM call succeeds, the tool executes cleanly, the output looks impressive. Then s...

#ai-agents #production #agentic-systems #llm #reliability

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