How Tokenmaxxing Became Enterprise AI's Biggest Unforced Error

Goodhart's Law ("When a measure becomes a target, it ceases to be a good measure.") has been around long enough that it ...
GitHub

EvolvingLMMs-Lab/agent-rl

We highly recommend using uv to install verl-tool. The AgentActorManager handles the multi-turn interaction between the model and the tool server, where the model can call tools and receive ...

Small Language Models Outperform Frontier AI On Cost, Speed And Accuracy

Bigger has defined AI from day one. New data says task-specific small models beat frontier LLMs on accuracy, cost and speed — and save money.

Xiaomi's HarnessX rewrites its own AI scaffolding mid-task — and smaller models gain the most

Xiaomi's HarnessX autonomously rewrites AI agent harnesses mid-execution, delivering +14.5% avg performance gains — and +44% ...

AI Can Crush Complex Projects—but It Fails at This Basic Task

For decades, psychologists have used the Stroop task to measure executive control, which determines our ability to regulate ...

A.I.’s First Big Math Breakthrough Is Not What It Seems

Last month, OpenAI announced that its latest version of ChatGPT had solved a major math problem, one that had stumped experts ...
dw

Inequality is elementary to Germany's school system

Children's paths through Germany's school system are often determined before their first day of kindergarten, according to the national report on education. An elementary school in Bonn is offering a ...