tips

You have been typing into ChatGPT for two years. You know the basics. You have had it write emails, summarize documents, debug code. You have noticed that sometimes when you

A support bot tells a customer that worn shoes qualify for a full refund. The policy says the opposite. The answer reads fluently, cites the right document, and is wrong

"Never delete files without asking" works as a prompt instruction right up until a user says "just clean everything up, I trust you." An agent may comply if authorization is

IntroductionYou've seen the pitch. "Cut your LLM costs by 50% with AI routing." The demo looks impressive. The GitHub stars are piling up. So you plug in your API key,

There's a line that keeps showing up in Reddit threads and Hacker News discussions, and it captures the state of the AI coding tool landscape in 2026 better than any

IntroductionIf you spend any time around AI builders in 2026, you will hear the same phrase over and over: "we need a multi-agent system." It sounds sophisticated. It sounds scalable.

You've been using LLMs long enough to know the basics. You can ask a chatbot to explain something and get a useful answer. You probably know to add examples to

One of the most common mistakes in agent architecture is treating memory like a single feature. A team adds a session backend, sees the agent remember the last few turns,

You know that sinking feeling. You just spent 45 minutes in a meeting hashing out an architecture decision, and now you're staring at your screen trying to reconstruct who said

Claude Code can feel brilliant for the first hour of a feature. It finds the right files, follows your conventions, and remembers why you picked one implementation path over another.

Claude Code feels much better when it remembers the project. It stops asking which test command to run, stops rewriting code against the wrong style, and starts acting more like

You upload a PDF. You ask a question. NotebookLM answers. Sounds simple. But if you have ever asked NotebookLM something and gotten a confident, completely wrong answer, you already know