All AI news

AINVIDIA released OpenShell v0.0.32, which ships standalone openshell-gateway binaries so the gateway can be deployed without building from source. The release also adds system CA certificates for upstream TLS and reorganizes RFC documentation by RFC.

AICognition says Windsurf 2.0 lets developers plan work locally, then send it to Devin with one click for implementation. Devin runs on its own machine, opens a pull request for review in Windsurf, and can keep working after the laptop is closed.

AIDevin is retiring its Core and Team plans for a new lineup of Free, Pro at $20/month, Max at $200/month, Teams with usage-based billing and an $80/month minimum, and custom-priced Enterprise. Ask Devin's Deep Mode, Devin Review after a 2-week free trial, and higher-quality DeepWiki generation will move to usage-based billing, with DeepWiki's existing generation and open-source Devin Review remaining free. Self-serve usage beyond included quota will be billed in dollars rather than ACUs.

AIBAAI has released ClawKeeper v1.0, an open-source security framework for AI agents built around OpenClaw. It combines Skill-based command-level policies, Plugin-based runtime monitoring, and an independent Watcher that intervenes against high-risk operations such as prompt injections, key leaks, rogue commands, and remote code execution, even if the agent is compromised.

AIOllama and oMLX showed impressive demos running Qwen 3.5 and Gemma 4 locally on Apple silicon using MLX. Awni Hannun said the capabilities of local LLMs and their surrounding ecosystem have advanced considerably over the past couple of years.

AIA blog post and release show how to run YOLO26 locally using MLX. The linked background post describes YOLO26-MLX as a native Apple Silicon port without PyTorch or an external GPU, with up to 2.6x faster inference and up to 1.7x faster training.

AIStability AI has introduced Brand Studio, an end-to-end creative production platform for enterprise teams that builds around each brand's identity. Its Brand Central hub supports custom Brand ID models and Campaigns, while Producer Mode turns prompts into step-by-step production plans. Curated Model Routing selects models including Stable Diffusion, Nano Banana, and Seedream, and new Precision Inpainting and Product Insertion tools enable targeted edits.

AICognition describes how Devin handles COBOL modernization at several Fortune 500 companies, citing a shortage of COBOL developers and 68% failure rates for such efforts. The post identifies three obstacles for agents: untraceable data across copybooks, little COBOL in model training, and no way to run code on Linux-based VMs. It says Devin succeeds on documentation, batch migrations, and large-scale refactoring, while transactional workloads remain out of reach.

Why it matters: The post explains why agents struggle with COBOL and which workloads they can migrate, giving a framework for judging where automation fits legacy systems.

AIAnthropic's Managed Agents separates the harness, sandbox, and session into independently replaceable interfaces. The source says this design let failed containers be replaced, kept tokens out of the sandbox, and reduced p50 time-to-first-token by roughly 60% and p95 by over 90%.

Why it matters: The post explains how decoupling the harness, sandbox, and session changed failure recovery, credential security, and latency, offering a reusable architecture pattern for long-running agents.

AIWerner Vogels announced S3 Files, which lets users mount any S3 bucket as a filesystem without making copies, running sync scripts, or choosing between file and object storage. He linked to a detailed post by Andy Warfield on the feature and its design history, including the filerectories concept that did not make the final release.

AITri Dao says a fast Muon optimizer is coming to consumer cards, since its symmetric matmul kernels work once Blackwell consumer GPU mainloop support is in place. Background from @jcz42 reports Gram Newton-Schulz symmetric kernels now support RTX 5090, with 2x faster Newton-Schulz and 1.7x faster optimizer time on 15 layers of Gemma-4 E2B.

AIAWS has introduced the AWS Sustainability console, which puts emissions data in the hands of users without exposing billing data. The post frames carbon and cost as similar signals that must be measured to be optimized. It links to AWS's announcement covering programmatic access, configurable CSV reports, and Scope 1–3 reporting in one place.

AIJim Fan announced the open-source release of CaP-X, an agentic robotics framework in which LLM-driven agents control robot arms and humanoids through perception and actuation APIs. The release includes CaP-Gym with 187 manipulation tasks across RoboSuite, LIBERO-PRO, and BEHAVIOR, and CaP-Bench, which evaluates 12 frontier LLMs and VLMs across 8 tiers. The post also reports that a 7B open-source model rose from 20% to 72% success after 50 RL training iterations, with synthesized programs transferring to real robots.

AIIntern Large Models introduced Kernel-Smith, a framework for generating high-performance GPU kernels and operators using an evolutionary agent and post-training recipe. The post says it outperforms Gemini-3.0-pro and Claude-4.6-opus on Kernel-Bench, and that optimized kernels have been merged into SGLang and LMDeploy. The accompanying figure compares best program score trajectories across evolution steps, with Kernel-Smith-235B-RL reaching the highest peak.

AICursor is increasing capacity for Composer 2, offering 2x more usage all weekend. Users are invited to try it out.

AIDevin can now schedule its own recurring sessions from a plain-language description, such as running a weekly feature-flag cleanup every Monday at 9am. Devin keeps its own notes across runs, so each scheduled session builds on earlier results rather than starting over. The feature can also be combined with Managed Devins to run parallel recurring tasks, such as a weekly QA pass reported to Slack.

AICursor has released Composer 2, its domain-specific model for coding agents. The company says its strategy combines top API models with its own specialized models to build the most useful coding agents.

AIDevin can now break large tasks into scoped pieces and delegate them to a team of managed Devins that run in parallel. Each managed Devin runs in its own isolated virtual machine with its own terminal, browser, and development environment, and has its own session link. The main coordinator session monitors progress, resolves conflicts, and compiles results, and managed Devins are available now for all users.

Why it matters: The post explains how a coordinator session splits work across isolated managed sessions, giving readers a concrete pattern for running agent tasks in parallel.

AIFun-CineForge, from FunAudioLLM, is an open-source toolkit with an end-to-end dataset pipeline and an MLLM-based model for zero-shot movie dubbing across diverse cinematic scenes. The team built CineDub-CN, described as the first large-scale Chinese television dubbing dataset, and reports that its model outperforms state-of-the-art methods on audio quality, lip-sync, timbre transition, and instruction following. Inference code and checkpoints were released on March 16, 2026, and the model runs on a consumer-grade GPU.

AIOpenAI rolled out interactive visual explanations in ChatGPT that let users adjust variables and manipulate formulas to see changes instantly in graphs and outcomes. The team built a Codex workflow that helps convert common math questions into visual learning blocks.

AICursor says its own automations already run thousands of times per day across its codebase, powering self-healing CI, auto-approving PR flows, compute-intensive security review, and a team-wide memory system. The post presents this as a small step toward a self-driving codebase, building on Cursor Automations for always-on agents.

AIGPT-5.4 Thinking is rolling out to ChatGPT, and users can now interrupt it before it produces the final answer. Users can steer the response while it is still working rather than sending multiple follow-up turns. The update also improves deep web research and long-context reasoning, which the post says helps specific questions arrive faster and stay focused.

AIThe UK's Forest Research agency is using DINO, Meta's open-source computer vision model, to support its forestry work. The post does not provide further details on how the model is applied.

AIHamel Husain and Shreya Shankar published evals skills, a set of skills for AI product evals that helps users avoid common mistakes. The entry point evals-start routes users to eval-audit for existing pipelines or error-discovery for unanalyzed traces. The repository is available at ai-evals-course/evals-skills and installs via npx skills add.

AIMeta is working with environmental survey teams to use its Segment Anything Model (SAM) to identify minute changes in water conditions in satellite images. The company hopes faster analysis will support rapid flood response and keep communities safer.

AICognition launched Cognition for Government on February 25, 2026, offering its Devin autonomous software engineering agent and Windsurf AI IDE to modernize U.S. government legacy systems. Devin, available in AWS GovCloud with a FedRAMP High version forthcoming, can complete migrations 5-40x faster than human engineers, while Windsurf is the only FedRAMP High AI IDE and holds DoD IL4/5/6 accreditation.

AIReplit launched a $100/month Pro plan with Turbo Mode, pooled credits for up to 15 builders, and priority support, while cutting Core from $25 to $20 per month and letting it invite up to 5 collaborators. The Teams plan is being sunset, with Teams users automatically upgraded to Pro at no additional cost for the rest of their term. Economy and Power Modes for Agent are available on all paid plans.

AICognition released Devin 2.2, which gives Devin full access to its own Linux desktop so it can launch and test desktop applications, not just browser-based web apps. Devin can also plan, code, review its own output, and fix issues before opening a PR, and it now starts up 3x faster. New users get $10 in free credits, and Desktop support is enabled by default for new sessions as of February 24, 2026.

AIJim Fan announced DreamDojo, an open-source interactive world model that takes robot motor controls and generates future frames in pixels. It is pre-trained on 44K hours of human egocentric video using latent actions, then post-trained onto specific robot hardware, and a real-time version runs at 10 FPS for live teleoperation, policy evaluation, and model-based planning. The author reports a +17% real-world success gain on a fruit packing task, and weights, code, datasets, and the whitepaper are released.

AIOriol Vinyals highlights Deep Think's real-world use in helping researchers find errors in high-level mathematics research papers. He notes that such work would be far beyond what an undergraduate math student could do alone.

AIGoogle's latest blog post describes how Gemini Deep Think is being applied to advance mathematical and scientific research. The post itself gives no specific benchmarks, figures, or release details beyond this announcement.

AICognition has configured Devin to automatically autofix incoming review comments from Devin Review and other PR review bots, as well as lint and CI/CD issues. Devin resolves flagged problems and feeds the fixes back into the pull request without human intervention for mechanical fixes. Users can select which bots Devin responds to in Settings > Customization > Autofix settings.

AIMistral announces Mini Transcribe 2 via API at $0.003 per minute and a realtime transcription option at $0.006 per minute. The realtime model's open weights are published on Hugging Face, alongside a realtime demo and a blog post.

AIMistral's Voxtral Mini Transcribe 2 handles batch transcription with 4% WER on FLEURS at $0.003 per minute. It adds speaker diarization, context biasing, and word-level timestamps across 13 languages.

AIMeta introduced Oakley Meta Performance AI glasses aimed at athletes, combining a hands-free camera, Meta AI, and open-ear audio. The post frames the glasses as a way to push training to the edge, but gives no specifics on pricing, availability, or specifications.

AIThe Codex app, a desktop app for agentic coding, launched with features including worktrees for parallel agent sessions, Skills, MCP connections, compaction, and automations. The author, who says they stopped opening their AI IDE for four days, now manages multiple Codex agents as a reviewer rather than writing code directly.

AIChip Huyen built GoodAIList.com, which tracks 14K open-source AI repositories with contributions from over 145K developers. Each day it searches for new repos using 123 keywords and topics, surfaces those gaining traction, and categorizes them with AI-generated annotations that she notes are not highly accurate. The site also maps contributor locations, which she uses to find people doing interesting AI work when she travels.

AIBAAI's RoboCOIN is a bimanual robot dataset with more than 180,000 trajectories across 421 tasks, collected from 15 robot platforms in 16 real-world scenarios. Its three-tier annotations at trajectory, segment, and frame levels help robots learn both what to do and how to do it. The post says integrating these annotations raised success rates on complex tasks by up to 50% for models such as π₀.

AICognition introduced Devin Review, a free early-release code review tool that works on any public or private GitHub PR, with features for organizing diffs, chatting about changes, and flagging AI-detected bugs. The company says code review, not code generation, is now the bottleneck as coding agents increase the volume and size of pull requests.

AIFactory's new Agent Readiness tool evaluates repositories across eight technical pillars and five maturity levels, using 60+ binary criteria run via the /readiness-report command. The company says it can also open pull requests to fix foundational gaps such as missing AGENTS.md files, linter configuration, and pre-commit hooks. Factory says scores are now more consistent, with variance dropping from an average of 7% to 0.6%.