AI WIRE//LIVE FROM THE FLOOR
The AGI Compiler "Auto"
the agi compiler: records llm agent behavior, proves what repeats, and compiles it into verified, sandboxed wasm binaries that run for microdollars. nothing figured out twice, paper: https://arxiv....

What will be left for us to work on?
My keynote at ICML 2026
On the Complexity of Low-Rank Matrix Signing and Entrywise Power Matrix Factorization
Given a nonnegative matrix X, a factorization rank r and {a positive integer p}, entrywise power matrix factorization (EPMF) looks for a low-rank matrix Xr such that X = |Xr|∘ p (exact case) or X ≈ |Xr|∘ p (approximate case), where (·)∘ p…
The Serialized Bridge: Understanding and Recovering LLM Serving Performance under Blackwell GPU Confidential Computing
GPU Confidential Computing (GPU-CC) now preserves GPU-local performance: on NVIDIA B300, BF16 matmul runs at 0.998x of non-confidential performance. Yet LLM serving under Intel TDX plus GPU-CC still loses 13-27% of throughput, and…