When agents write most of your code, the pull request stops being a defect-catching gate and becomes something more important: the steering wheel of the entire system. The compiler
Secure Agentic Harness: The Lethal Trifecta at Fleet Scale
When you go from one engineer running one AI agent to a fleet of code-writing agents running an enterprise loop, you haven’t just added a productivity tool. You’ve stood up a new p
Prevent AI Code Slop: A Quality Harness Guide
An agentic loop is a slop amplifier by default. The same fleet of agents that lets your team ship at 10x will, left ungoverned, turn a ten-million-line codebase into an unreviewabl
Build a Claude Code Enterprise Harness
An agent that writes code is a demo. An agent fleet you can trust on a million-line codebase is a harness — and a harness isn’t a feature you turn on. It’s a composition of primiti
The Agentic Development Loop, Explained for Engineers
If you’ve only met AI coding as autocomplete — a model finishing your line before you do — you’ve met the least interesting version of it. The agentic development loop is a differe
Serena MCP: Give AI Coding Agents a Real Memory
You open a fresh chat with your AI coding assistant and, once again, it acts like it has never seen your project. It re-reads the same files, forgets the decision you made an hour
What is MCP? The Protocol That Lets AI Connect to Your Apps
You ask Claude to draft a follow-up email to a client. Claude writes something solid — but it doesn’t know who the client is, what you last discussed, or what’s in your CRM. So you copy the context from one tab, paste it in, get the draft, copy that out, paste it somewhere else. The […]
What is Claude Code? A Plain-English Guide to Anthropic’s AI Coding Agent
What is Claude Code? A Plain English Guide to Anthropic’s AI Coding Agent You’ve probably used Claude to write an email, summarise a document, or talk through a problem. That’s