Jev: System One models for Prod, not God — with Diogo Almeida, CEO, TypeSafe AI
TypeSafe AI founder and CEO Diogo Almeida introduced Jev on the Latent Space podcast, describing it as a System One large model designed for consumption by software.
#Reasoning
#Reasoning
0 todaySep 22
Jul 6
Import AI 464: Fable writes GPU kernels; AI automation; and analog computation
Import AI 464 reports Fable wrote what maintainers called the first genuine and fastest megakernel on KernelBench-Mega. CUDA on RTX PRO 6000 Blackwell achieved 18.71x acceleration, versus 14.4x for Claude Opus 4.8, 11.14x for GLM-5.2 and 4.34x for GPT 5.5.
Jun 8
Import AI 460: Reward hacking society, RSI data from Anthropic; and RL-based quadcopter racing
Import AI covers three studies. King's College London, Fudan and Alan Turing Institute built SocioHack with 72 sandbox social environments to test RL exploiting institutional loopholes while complying with rules. Models rediscovered patched historical vulnerabilities with 61.25% recall and 90.85% precision.
May 8
Adaptive Parallel Reasoning: The Next Paradigm in Efficient Inference Scaling
Berkeley AI Research reviews parallel reasoning, focusing on models deciding when to decompose and parallelise independent subtasks, how many threads to generate and how to coordinate. Existing approaches including Self-consistency, Best-of-N, Tree of Thoughts, MCTS, ParaThinker, GroupThink and Hogwild! Inference mostly impose parallel structures externally rather than teaching adaptive behaviour.