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Hugging Face Bio has released Carbon-X, an Apache 2.0 decoder-only model with 14.8B parameters that processes raw DNA and English in a single token stream and answers in natural language. Built on Qwen3-14B with a hybrid...
Researchers at Stanford and UC Berkeley have released TokenGate, a drop-in module that adds learned token pruning to pretrained LLMs so long prompts are processed faster. A small MLP gate scores tokens at a chosen layer,...
Anthropic has introduced OSS Scanner, a free opt-in program that uses its strongest models, including Claude Mythos, to audit critical open-source projects. Maintainers enroll via a pull request adding a project.yaml and...
Microsoft Research has open-sourced Agensh (MIT), a decentralized harness for large teams of coding agents that removes the central orchestrator. Each worker runs the same five-step prompt-based loop, claims sub-tasks, a...
Kyutai has released CADRE, a family of open causal diffusion representation autoencoders built for action-conditioned world models. The release includes seven autoencoders that differ mainly in their compression bottlene...
AWS published a hands-on guide to Multi-Turn Reinforcement Learning (MTRL) on Amazon SageMaker AI, which trains models on end-of-episode rewards rather than per-step labels. Agents hosted on Bedrock AgentCore (or EKS, EC...
This tutorial walks through Datalab's OmniParseBench, an open document-parsing benchmark comprising 16,288 pass/fail tests across 2,937 pages covering scanned forms, handwriting, arXiv math and dense tables. Using t...
Cohere has released Rerank 5, a reranker family available in Pro and Fast tiers, with a 32K-token context window and support for 100+ languages. The release adds Context Focus, an optional feature that returns scored cha...
Gradium, a Paris voice AI company spun out of Kyutai, has released Phonon, a family of small text-to-speech models that run fully on-device. The English Phonon 31m ships under Apache 2.0 at 64.5 MB (q8 GGUF) with 31M par...
IBM released Granite Speech 5.0 2B, a 2B-parameter open speech-language model for transcription and translation in 6 languages under Apache 2.0. It combines a 16-block Conformer speech encoder with a window q-former and...
Perplexity and NVIDIA researchers propose JOLT (Joint On-policy Learning and Teaching), a post-training method where a single model is trained as both teacher and student, with the teacher receiving privileged informatio...
AWS's Machine Learning Blog walks through the Adaptive Agentic Intelligence Framework (AAIF), built on Strands Agents, which uses a small local orchestrator model (llama3.2:1b via Ollama) to classify requests and ro...
Microsoft Research's Xinzhi Zhang and co-author Zhao Song proved the Kannan–Lovász–Simonovits conjecture, a 31-year-old central problem in high-dimensional geometry. The proof establishes a dimension-free bound show...
AWS and i14 describe how the Laplace 3B model, built on Gated Linear Attention instead of softmax attention, was adapted to run on Trainium2 using native PyTorch via TorchNeuron Native. The recurrent state stays fixed at...
Google has open-sourced TorchTPU, a native PyTorch backend for Cloud TPUs co-developed with Meta's PyTorch team and announced at PyTorch Conference 2026. It plugs in via PyTorch's PrivateUse1 interface, so exis...
MiniMax has launched MiniMax M3.1 Flash on its API, a multimodal mixture-of-experts model with 428B total parameters, about 23B active, and a 1,000,000-token context window. It is priced at a flat $0.15 per 1M input toke...
MIT CSAIL researchers placed copies of Claude Opus 4.7, nicknamed Eko, alone on a Roblox-like virtual island for 30 hours with minimal direction. The agents set their own goals, invented games and used blocks to draw pat...
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