One Tool Call Instead of Four Pages: Adding WebMCP to My Site

Measured numbers for every way gemma4-dev runs a model: a desktop GPU, the Gemini API and AMD Token Lab, Cloud Run on an L4, and TPU, EC2 and MI300X machines. Then a roadmap for choosing between them by users, cost, speed, accuracy and eas…

Your AI Coding Agent Wrote a 600-Word Summary. What It Skipped Is in the Fine Print. You...

A month of work with agents on Wavo, a dictation app that grew its own speech recognition engine, UI library and packager.

How to give AI agents a short map of your site, a full index, and clean markdown copies of your posts, and why that helps even if the big crawlers do not use the file yet.

Upwork Scout sends freelancers alerts for Upwork jobs that fit them. The "fit" part is a small Claude...

For weeks, ChatGPT was quietly acting as an iOS app's best salesperson, sending roughly a third of...

STATERA Library · Series 07 · Volume 22 · HRS-001 · EN Source:...

Once a week a job of mine installs every Python MCP server in the official registry, starts it, and...

An approval line is where the model's judgment is replaced by the user's. Two classes of action is one too few: gate by what an act spends, show terms instead of intent, and bind the yes to the numbers it was given.

The worst tool return is not an error, it is the word "failed". A small contract (four outcomes, an intent-derived idempotency key, one deadline per task, a probe before any second attempt) is what lets an agent be wrong safely.