OpenAI’s Jalapeño Outruns Blackwell in First Tests
First results show more throughput per watt and lower latency across three open models, with an important pre-deployment caveat.
Field notes
Useful signals, without the noise.
Short, evidence-backed reads on AI infrastructure, MCP, and the developer tools shaping what ships next.
Build an MCP Server From Scratch: Choose a Starter, Then Test It
Choose an official starter for your stack, then make mcp-doctor part of the build and release loop.
AI built your MCP server. That doesn’t mean it’s ready.
Put an independent local and CI check between AI-generated code and the users who will depend on it.
Some users don’t want another AI agent. They want theirs to use your product.
Some users want their chosen agent to reach your product. See why MCP can become a second front door—and where the signal stops.
