A new deterministic, unconditional algorithm for enumerating primes in nearly linear time on a multitape Turing machine, matching Harvey's previously conditional bound relying on a conjecture, with GPT-6 Astra.
A short note on proving optimal packings of 15, 16, 17, 18 and 20 circles in a circle: history, how the proofs were found with an LLM, and the main ideas.
A writeup of porting the modded nanoGPT speedrun to pure JAX on TPU v6e, including hardware bottlenecks, bugs, optimizations, and open performance questions.
A theoretical comparison of normalized gradient descent, Muon, and Adam-style updates on a tractable matrix optimization toy problem, showing finite-time convergence and why Muon's guarantees come out nicer than Adam's.
A rigorous derivation showing RoPE is almost optimally expressive under certain natural constraints, characterizing the allowable positional rotations with a free N-dimensional generalization and constructions for the rotation vectors.
A practical overview of LLM inference quantization, from why memory bandwidth dominates local inference to GGUF, EXL, AWQ, GPTQ, KV-cache quants, and hardware tradeoffs.