WebMCP: I Tested Chrome’s Tool API for Browser Agents
WebMCP lets a web page hand tools to a browser agent. I ran it in Chromium 153, hit one real bug, and sketched a half-day Trellis experiment.
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MoE Expert Offloading: 125B on a 12GB GPU, With Catches
MoE expert offloading lets a 12GB GPU run a 125B model, but only for one user at a time. What Strata's numbers say, and what I'd run instead.
Why I’m Betting on a Minimal Agent Harness
Pi 1.0's own release notes claim a 40% prompt-token cut from Codemode. Here's the arithmetic I'd run before trusting a minimal agent…
Open-weight decision models: Clef vs Strands Decider
Clef and Strands Decider 2B are open-weight decision models that return a calibrated score, not text. Here's what shipped and why it…
The Hidden Risk of Letting AI Manage Ad Campaigns
MCP's own specs disagree on whether it is stateful. Neither defines a record of what changed in your ad account — and…
Your Agent A/B Test Was Broken Before You Ran It
In parimutuel betting your own bet moves the odds you get, so you can't test a strategy against half your bankroll. Agents…
Half My Agent’s Budget Goes to Checking Its Own Work
I built the quality gate last, in an afternoon, as the cheap safety rail. Then I added up the API bills by…