Jared Palmer's Open-Source Kev Answers Typed Questions in one Pass
Jared Palmer's open-source Kev family scales a Jev-style decision model up to 8B parameters using Qwen3, LoRA, and a pointer head.
// Intelligence
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Bespoke Labs' Nimble Beats a 27B Model at Classification Using Just 9B
Bespoke Labs open-sources Nimble, a 9B model that makes typed decisions without generating tokens, using contrastive pairs for training.
OpenHuman Packs Local AI Memory and Agent Graphs Into one Rust App
OpenHuman is an open source, local-first agent harness that gives your AI a persistent memory of your life and orchestrates fleets of agents on your machine.
Open-Source Laya Beats Closed Jev API at 7x Faster Decision Speed
Laya is an open-source, non-autoregressive decision engine that answers typed questions across 100+ languages in a single 33ms forward pass.
Alibaba's Qwen-Image-2.1 Ships Transparent Image Generation Without Extra Tools
Alibaba open sources a 7B image model with native RGBA output, 10 reference image editing, and unified generation plus editing capabilities.
Andrew Levin's Open-Source macOS Agent Makes Decisions 155x Cheaper Than Claude Opus
A macOS agent skips screenshots to frontier models, uses OCR plus a tiny classifier called TypeSafe, and runs steps for a fiftieth of a cent.
Laya Runs AI Decisions in 7ms on Apple Silicon Without Cloud APIs
A native MLX port of the Laya typed decision model runs 7-14 ms structured classifications locally on Apple Silicon, no text generation required.
HyperQwen Runs Qwen3.8-27B on a Single RTX 3090 at 1,035 tok/s
HyperQwen crams a 27B Qwen model onto one 24GB RTX 3090 with vLLM patches, hitting 127 tok/s solo and ~1,035 tok/s at 64 concurrent.
Tencent's AuK Handles 16 Audio Tasks From a Single Prompt
Tencent Hunyuan open-sources a 1.5B speech foundation model that handles TTS, editing, enhancement, and separation through plain-language instructions.
Alibaba's Qwen3.8 LiveTranslate Cuts Speech Translation Lag to 2.3 Seconds
Alibaba's next-gen simultaneous interpretation model cuts average lag to 2.3 seconds across 60 languages, adds speaker diarization, and clones each voice separately.
Tencent Releases Octop, a Self-Hosted Multi-User AI Platform in One Process
Tencent Cloud open-sourced Octop, a single-process, self-hosted AI assistant that gives every user their own team of MBTI-flavored agents across web, CLI, and chat apps.
Researchers Found a 'Pain Axis' That Makes Qwen 2.5 Pay for Relief
Researchers isolated a linear direction in 25 open-weight LLMs that behaves like pain, distinct from fear or sadness, and drives self-relief behavior.
Anthropic and Accenture Bet $2B on Embedded AI Safety Audits
Anthropic taps Accenture's Faculty unit to embed evaluators inside its labs, with each side pledging $1B over five years to build safety oversight capacity.
Vals AI's CUA-Bench Humbles Every Frontier Agent Below 20 Points
Vals AI's new CUA-Bench pits frontier models against six commercial video games with only pixels in and keystrokes out, and every model scores below 20%.
xAI Ships Grok Voice Transcribe 2.0 With Half the Errors at Same Price
SpaceXAI's new speech-to-text model doubles accuracy over v1.0, tops the streaming leaderboard, and keeps pricing at ten cents per hour.
Factory Private Brings Autonomous Coding Droids Inside Enterprise Networks
Factory rolls out on-premises and air-gapped deployment for its Droid coding agents, targeting enterprises that cannot ship source code to a vendor cloud.
Bolt Adds DeepSeek V4.1 Flash at 10x Cheaper Than V4 Pro
Bolt adds DeepSeek V4.1 Flash to its Forge open-model lineup, promising 10x the usage of V4 Pro and stronger visual design output.
GPT-6 Astra Cracks a Decade-Old Voting Theory Problem Nobody Could Solve
Epoch AI marks the first Major Advance on its unsolved-math benchmark, with GPT-6 Astra driving the proof in an interactive session with three mathematicians.
OpenJev Runs Agent Decisions 5x Faster by Skipping Token Generation
OpenJev reproduces TypeSafe's semantic if-statement service using open 4B models on a single RTX 3090, reading option logits directly instead of parsing generated JSON.
Jianying Headless Lets Coding Agents Build Editable Video Drafts From JSON
A reverse-engineered toolkit lets AI agents drive CapCut's Chinese sibling Jianying entirely from the command line, producing native editable drafts and MP4 exports.
Pydantic AI Adds Jev to Cut Classification Latency 6x Without Generating Tokens
Pydantic AI now supports Jev, a non-generative classifier that answers typed questions in about 180 ms, turning your output_type into the question itself.
Tamara Tran's fast-jev-compaction Stops Claude Code From Forgetting Critical Tool Output
A new open-source Claude Code plugin uses TypeSafe's Jev decision model to prune agent context per tool call instead of summarizing it away.
Alibaba's Qwen3.8-Omni-Flash Cuts Video AI Costs by 89% With Agent Tool Use
Alibaba's new omni-modal model reasons over audio and video, orchestrates tools across long workflows, and cuts video input costs by roughly 89%.
Sakana AI Bets Against Transformers With Its Frontier Intelligence Group
Sakana AI launches the Frontier Intelligence Group, a research collective betting that Transformers and scaling laws aren't the final answer to AGI.
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