Why the Ralph Bash Loop Works Best with a Small, Focused Context

Learn the Ralph cycle for smarter AI work with Claude Code, using a bash script, a task plan, and staying within the 30–60% ...
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How to build an interactive menu inside a PowerShell script

Learn how to design and build your own interactive menus inside your PowerShell scripts. This will help non-PowerShell users easily navigate and use them.
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Parallelizing MCMC across the Sequence Length

Then install JAX via the instructions here. The algorithms should be run on GPU to achieve efficiency gains. However, the code is supported on CPU for testing and investigation. We have tested the ...
GitHub

VerIF: Verification Engineering for RL in Instruction Following

VerIF is a practical and efficient method for verification in instruction-following reinforcement learning. Built on the idea of Reinforcement Learning with Verifiable Rewards (RLVR), VerIF integrates ...