AI Says My Project Will Take 2 Months. Then Builds It in a Week.

I rebuilt a real AWS cost-triage MCP server from 15 tools to 4. Same account, same question, 7 tool calls down to 2, schemas 88% smaller.

Long-running agents lose context, and so do you. Why every feature or fix I work on with an agent gets a ticket the agent keeps up to date.

Generative Engine Optimization is useful shorthand for improving a site’s chances of being...

1,929 Playwright MCP calls in a month and almost none were tests. How I use the browser as my agent's eyes, and why every PR now ships with screenshots.

201,473 tool calls across five agent harnesses, and 0.7% of them ran while I slept. What the spend, the interrupts and the 15-actions-per-turn leash say about staying in the loop.

MCP's 2026-07-28 revision removed sessions, the initialize handshake and held-open streams. What the handshake era cost, what replaced it, and why Appwrite's MCP server shipped it in a day.

MCP gives agents typed, discoverable tools, but the CLI remains reproducible and composable. Where each interface wins and why both will survive.

A step-by-step guide to adding a free Garmin connector to Claude on the web, phone and desktop, what it can see, and the first questions to ask. Part 1 of Your Garmin data in Claude.

You spent three weeks building an AI agent that handles customer refunds. It validates receipts,...

MCP — Model Context Protocol A deep-dive walkthrough of connecting AI applications to...