
90% of US Work Hours Go to Tasks AI Benchmarks Barely Test, Mercor Says. Build Your Own Evals
Mercor mapped 29 public AI benchmarks onto the Labor Department's catalog of American jobs and found that about 90% of US working hours go to tasks with little or no benchmark coverage. Only 208 of
Mercor mapped 29 public AI benchmarks onto the Labor Department's catalog of American jobs and found that about 90% of US working hours go to tasks with little or no benchmark coverage. Only 208 of 923 occupations have even one task tested by at least five benchmark prompts. It became one of the most discussed posts on Hacker News on Friday, mostly as an argument about jobs. I read it as something more practical for builders: the leaderboard you used to pick your model measures a narrow slice of
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YC Labs Ran AI Agent Swarms in Minecraft and Mindustry. What Multi-Agent Builders Should Copy
YC Labs put 50 AI agents in a Minecraft survival world for three hours, told them to build a civilization, and watched a boss emerge by accident. It then ran Claude Opus 5.5 and GPT-6.1 Sol teams

FrontierCode 2.0 Tops Out at 45.5%. More Reasoning Effort Made Agents Change Code Nobody Asked For
Cognition released FrontierCode 2.0 on October 27. It's a coding benchmark that asks whether an agent's pull request would actually get merged by the people who maintain the repo. The best result,
