Claude Code isn’t a chatbot that suggests code. It’s an autonomous agent that inhabits your terminal, reads your entire codebase, runs commands, edits files, commits changes, and iterates until the job is done — all from a single natural language instruction. Table of contents The Fundamental Shift: From Autocomplete to Autonomous Agent To understand what […]
Read More →LLMs are stateless. Agents aren’t. Here’s what sits in between. Table of contents Introduction LLMs are stateless by design. Each API call is independent — the model has no mechanism to remember what happened in a previous request. But somehow, the agents built on top of these models maintain context across long conversations, recall user […]
Read More →As we move deeper into the era of AI-native development, the “chat box” is quickly becoming the floor, not the ceiling. As a heavy user of Cursor, I’ve spent the last year thinking about how to move from simple prompt-response cycles to true agentic workflows. The core of this evolution lies in how we manage […]
Read More →If you’ve been building with LLMs over the last year, you’ve likely hit the “Agent Wall.” You build a cool agent, give it a massive system prompt, and it works… until it doesn’t. As you add more capabilities, the context window gets bloated, the agent gets confused, and porting that logic to another platform (like […]
Read More →Cursor IDE blends familiar editor workflows with AI-native tooling so you can move from idea to implementation without leaving your context. This post is a hands-on guide focused on effective, repeatable habits rather than one-off tricks. Why Cursor Feels Different Cursor is not just “AI inside an editor.” It is an editor that treats AI […]
Read More →