How to Beat GRPO Without Touching Model Weights
Berkeley beat GRPO by 10 points with 35× fewer rollouts and no GPU training,
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Berkeley beat GRPO by 10 points with 35× fewer rollouts and no GPU training,
They cover what CLAUDE.md never will.
...using 100% open-source stack!
The 2026 AI Image generation landscape.
The era of not writing custom reward functions.
...explained visually with usage.
...Microsoft, Google, Meta all do it.
The new xhigh effort level and adaptive thinking
...using Karpathy's context engineering principles!
...explained with usage.
From weights → context → harness engineering.
A better middle ground between RNNs and Transformers.