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AutoMegaKernel: A Statically-Checked Agent Harness for Self-Retargeting Megakernel Synthesis
arXiv:2606.09682v1 Announce Type: new Abstract: AutoMegaKernel (AMK) compiles a HuggingFace Llama-family model into a single persistent cooperative CUDA kernel that runs the whole forward pass in one launch, with no per-model hand-written CUDA. The contribution is the system, not raw speed. A frozen schedule-IR validator statically certifies deadlock-freedom and race-freedom via static graph checks (not a mechanized proof), so an unsafe agent-proposed schedule is rejected before launch:...
One Big Beautiful Bill Act rollout starts; new student loan rules take effect July 1
Starting July 1, federal stundent loan borrowers will have to face sweeping new rules as US President Donald Trump’s One Big Beautiful Bill Act (OBBBA) begins its rollout. According to a report by CNBC, financial planners warn that the legislation could sharply limit repyamnet and forgiveness pathways for those looking to take new loans, amking borrowing decisions far more consequential. “Be very careful when it comes to taking out new student loans,” said Landon Warmund, a certified...