#production

6 Articles

All posts tagged with #production

AI ToolsApr 17, 202614 min read

Why AI-Built Applications Keep Shipping Broken

There is a pattern I keep running into when I review applications that were built primarily with AI coding tools. The app works in the happy path. The demo is g...

#ai-coding #code-quality #production #technical-debt #vibe-coding

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 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

LLM EngineeringFeb 17, 20267 min read

Prompt Engineering at Scale: From One-Off Prompts to Managed Prompt Systems

The first prompt you write for a production system is a string in your code. The fiftieth prompt is a liability if it changes without testing, if it diverges be...

#prompt-engineering #llm-engineering #prompts #production #ai-infrastructure

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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