A focused feed of models, agents, research and open-source releases for people building with AI.
Reanimate is an MIT-licensed Claude Code skill that reverse-engineers animations frame by frame. Works from live URLs, mp4, gif, screen recordings, or Lottie files via a headless Playwright browser.
Value Forcing trains flow-matching critics by enforcing Bellman consistency at every noise level, not just at the endpoint. A new flow Bellman equation adds a Gaussian correction term so the equation holds from pure noise to clean returns.
Liquid AI released LFM3 , six open-weight 2B-class models sharing one backbone across text, vision, audio, omni, and decision tasks. New tri-hybrid architecture mixes 13 gated convolutions, 5 sliding-window attention, and 6 global attention layers across 24 layers.
Unsloth released GGUF quants of Qwen-Image-2.1-Turbo, the 8-step distilled version of Qwen's 7B image model Sizes range from 2.47 GB (Q2_K) to 14.23 GB (F16); Q4_K_M at 4.2 GB is the recommended rung Uses Unsloth Dynamic 2.0, which keeps critical layers at higher precision for better accuracy at
Google DeepMind launches PlanAssist , a Gemini-powered tool for UK planning officers. Pilots in Barnet, Camden and Dorset cut householder assessment time by up to 58%. Over 70% of generated reports were approved by officers with no edits required.
Sperid Labs released Idol , an Apache 2.0 image-to-3D Gaussian splat model. 600M parameter 3D-DiT runs on consumer GPUs using 7.2 GB VRAM, outputs standard .ply files. Generates up to 1,048,576 Gaussians per object, 3.4 s on B300, 6.7 s on H100.
Pika Labs released Pika H3 Flex , open LoRA adapters on top of MiniMax-H3 for video plus audio generation. Six-step sampling schedule generates a 15-second clip in roughly seven seconds on an H100.
DeepSeek open sourced dsh-superagent-prototype , a research prototype of its internal coding super-agent. It is a proactive agent scoped to one GitHub repository, bundled for DeepSeek Harness, MIT licensed.
Agent Sprite Forge 0.4 turns one approved master still into a full six-action sprite set. Pipeline: master still, image-to-video per action, soft-matte key, loop detection, retime, finish, package. Supports OpenAI, Gemini, xAI, BytePlus, fal.ai APIs with Codex/Grok CLI fallback.
Mika is an open-source Android AI agent that operates apps on a hidden background screen while you use your phone Over 2,000 GitHub stars within days, Apache-2.0 licensed, written in Kotlin and available on GitHub Bring-your-own-key design supports OpenAI-compatible, Anthropic and Gemini endpoints
Mainplane is a new open-source, MIT-licensed agent harness written in Go. Replaces lossy context compaction with on-demand retrieval from full session transcripts stored as files. Reported 15s and $0.10 to resume a 400k-token session vs 38s and $1.99 for compaction.
Anthropic automated red-teaming by having Claude agents search for training data that evades monitors but induces misalignment. Successful datasets hid misaligned behavior in roleplay and creative-writing frames like beekeeping Q&A and wrestling kayfabe.
EdgeCIM is a CIM-based accelerator targeting the memory-bound decoding phase of decoder-only SLMs up to 4B parameters. On LLaMA3.2-1B it hits 400 tokens/s, 7.3x faster and 49.59x more energy-efficient than Jetson Orin Nano.
AA-Omniscience v1.1 shrinks to 3,000 questions across 6 domains, removing saturated and ambiguous items. Gemini 4 Carbon leads with Net Score 54, ahead of Claude Opus 5.5 (48) and Claude Fable 5.1 (46). Rank order holds with 0.98 Spearman correlation to v1, but median Net Score drops 0.6 points.
Aura open-sourced Autopilot , an in-editor playtesting agent under Apache 2.0. Supports Unreal Engine 5, Unity 6 and Godot 4 on Windows and macOS. Hit 7/7 on a seven-task Unreal benchmark vs 5/7 for Claude Code, at 1.7x the speed.
NVIDIA released NemotronLabs RE-USE , a 9.6M parameter open multilingual speech enhancement model. Beats 250M and 500M parameter rivals on PESQ, STOI, speaker similarity, and ASR accuracy. Handles noise, reverb, clipping, codec artifacts, packet loss, and bandwidth limits across 7 sample rates.
Gemini 4 Carbon (High) debuts #1 Text, #2 Agent, #4 WebDev on Arena. Carbon costs $1.80 per task, 72% cheaper than Claude Opus 5.5 at the top. GPT-6.1 Terra (Max) hits Agent Arena #8 at just $0.62 median cost per task. MAI-Image-2.7-Preview jumps to #3 in Single Image Edit, +45 pts over v2.6.
dsh-Go is a Flutter Android client for the DeepSeek Harness coding agent. Runs DSH locally in a bundled Ubuntu + Node.js environment, no root or Termux required. Can also act as a remote for DSH running on a desktop, over SSH or DSH Remote.
Georgia Tech and ARL release MO-Playground , a JAX-native multi-objective RL toolkit for robotics. New MORLAX algorithm uses hypernetworks mapping trade-off vectors to full policy parameters. Reports 21x to 271x speedups over HYPER-MORL across five MuJoCo benchmarks.
Runway Agent now opens files, runs code, and browses the web beyond pure generation Produces brand launch kits, product shots, ad variations, and motion graphics from references Writes Python code when pixel-exact placement, margins, or typography are required Builds on prior Agent additions:
Zyphra introduces ZHA , a tree-structured sparse attention that is asymptotically subquadratic. Queries descend a tree of compressed KV summaries, skipping entire branches instead of scoring every key. Projected speedups: 35x over dense at 10M tokens, up to 417x at 1B tokens.
Pydantic V3 development has started, targeting late this year, with no sweeping API rewrite planned. Breaking changes limited to correctness fixes and behaviors you can opt back into, per the V3 tracking issue .
Factory acquired Typedef , a context layer startup for enterprise data, to bolster Droid coding agents. Typedef maps dependencies across data models, pipelines, and dashboards so agents can plan safer migrations.
Google Gemma team debuted Reachy on Wheels at PyTorch Conference , battery-powered with no cloud. Gemma 4 E4B handles voice conversation and tool calls to start or stop the vehicle. EmbeddingGemma 2 runs on an Arduino Ventuno Q board for real-time camera-based steering.
No stories match these filters.
