What actually changes when an MCP server leaves your laptop

Every tutorial counts calls. Your bill counts attempts. Here is the real error distribution from 5,087 production calls, which failures are worth retrying, and why a timeout is the only one that actually burns tokens.

Claude and OpenAI are bringing what feels like a real storm to IT. I don’t expect that storm to hit...

I have 23 audit Actors on the Apify Store. They all do a version of the same thing: take a public...

Agentic coding on a Strix Halo laptop with Qwen3.8-27B and Flash-Next, the LlamaStash and Pi setup behind it, and the tuning

I exposed my jobs Actor through the Apify MCP server and logged the real traffic — the schema the agent sees, a green run that returned nothing, a 45-second ceiling on every call, and a 45x payload cut.

Retries keep distributed systems moving through timeouts and temporary failures. In an access system,...

Most MCP demos look the same. A tool is registered. A client calls it. The tool returns the expected...

I approved a prompt on a Tuesday morning and went to make a cup of Irish breakfast tea. By the time I...

There was a time when the difficult part of building software was writing the software. Today, that...

7 Vulnerability Patterns I Found in AI-Generated Code (and How to Catch Them) If you've...