Scalable Weak-to-Strong Verifier Hardening for Agent Environments
A hacker-fixer loop automatically hardens agent verifiers on Terminal Bench, KernelBench, and SETA against reward hacking.
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Stories tagged #kernelbench
Universal Textual Teaching for LLMs
Universal Textual Teaching distills teacher-student gaps into a reusable natural-language Primer without updating student weights.
Academia is for Ambition — Alex Zhang, MIT
MIT's Alex Zhang discusses Recursive Language Models, GPU kernels, and multi-agent harnesses.
KernelZero: Co-Evolving Proposer and Coder for Continuously Improved GPU Kernel Generation
KernelZero-7B beats Claude-4.5-Sonnet and DeepSeek-V4-Pro on CUDA and Triton kernel generation.
CliffCompaction: Cost-Efficient Compaction for Long-Horizon Coding Agents
CliffCompaction cuts long-horizon coding-agent context cost by up to 50% without rewriting retained text.