The Complete Developer's Guide to Running LLMs Locally
A comprehensive guide covering the local LLM stack from hardware requirements to production deployment. Compare Ollama, LM Studio, llama.cpp and build your first local AI application.
Cursor, Claude Code, and Codex are merging into one AI coding stack nobody planned
Cursor, Claude Code, and OpenAI Codex are forming a composable AI coding stack with orchestration, execution, and review layers instead of consolidating into one tool.
Credit: Museums Victoria / Unsplash There’s a lot of conversation right now about “context engineering” for dev work; structuring what you feed an LLM so it can do useful things. …
A deep dive into effective caching strategies for building scalable and cost-efficient LLM applications, covering exact key vs. semantic caching, architectural patterns, and practical implementation tips.
Build an Inference Cache to Save Costs in High-Traffic LLM Apps - MachineLearningMastery.com
In this article, you will learn how to add both exact-match and semantic inference caching to large language model applications to reduce latency and API costs at scale.
We built an org-wide AI agent in 4 days. Here's what broke in the weeks after.
We built a 29K-line org AI agent in 4 days with Codex. Here's what broke after launch: credential leaks, silent event-loop deaths, and a teammate who keeps crashing it.
The 8 Levels of Agentic Engineering — Bassim Eledath
AI's coding ability is outpacing our ability to wield it effectively. That gap closes in levels — 8 of them. Here's the progression from tab complete to autonomous agent teams.
Top AI coding tools make mistakes one in four times, study shows
New research from the University of Waterloo shows that artificial intelligence (AI) still struggles with some basic software development tasks, raising questions about how reliably AI systems can assist ...
Claude Skill incoming! Generating Postman collections with AI
When speed matters more than perfection, API documentation can quickly become a bottleneck. In this post, I share how we used thoughtbot’s Claude Skill to generate Postman collections directly from a Rails codebase.