Why it matters: A $20B valuation signals how much capital is flowing into AI training-data providers.
AI training data startup Mercor has been valued at $20 billion in its latest funding round. CEO Brendan Foody discussed Nvidia's investment, saying he has met with Jensen Huang multiple times.
FI Works launched Signals, a feature using machine learning to identify households likely to add a product, adopt digital services or leave, for community banks and credit unions.
Hops, built by Wrike founder Andrew Filev, opens its collaborative AI workspace to everyone. It puts AI into shared team documents, reusable work methods and custom apps.
Reddit is testing AI-generated product reviews that compile real user sentiment from community comments, starting with 10,000 products.
Why it matters: Targets the infrastructure layer for deploying AI agents and GPU workloads at scale.
Nvidia developer tools include Agent Substrate for running agents at scale on Kubernetes, Snapshot for starting and restoring GPU workloads in seconds, and Kubernetes Engine for GPU clusters.
Why it matters: Opening Siri to third-party apps turns it from a voice assistant into an app-integrated agent platform.
Apple's Siri AI is now available to all developers for full integration into their apps in the latest iOS and platform betas; ZDNET lists five apps it wants to support it.
Apple's new intelligence usage packs let Creator Studio users buy extra AI access for Logic Pro as a one-time purchase, putting a price on additional AI features.
BioCatch launched AiRE, a product that detects when AI agents rather than humans are operating in digital banking sessions, aimed at fraud and identity checks.
MiniMax released MiniMax-H3-Image, an open-weight image generation model built on the H3 base, available on Hugging Face for local use.
Why it matters: Chipmaker taking equity in AI labs signals deeper entanglement between silicon supply and model developers.
TSMC's board approved investing up to $500 million each in Anthropic and OpenAI, partly buying shares at IPO, to own stakes in key AI developers beyond supplying them.
Oracle announced Financial Services Data Intelligence Treasury Analytics and Customer Analytics, applications combining curated financial data with AI-assisted exploration for banks and insurers.
Zoom's new AI Launchpad offers AI startups up to $150,000 in complimentary Zoom AI-service credits to build next-gen apps, without giving up equity.
Meta has rolled out its AI-powered age verification globally, raising questions about whether it protects teenagers.
Cyber insurer Cowbell unveiled standalone AI Liability Insurance for U.S. small and midsized businesses, covering losses caused by the AI agents they deploy.
Spotify Premium users can now customize the AI DJ with new voices and personalities, or turn off commentary between songs.
VOYA is an AI travel concierge letting eligible Club Wyndham owners go from describing a vacation to booking an eligible stay in one conversation, available in the app and website.
Apify launched new AI agent capabilities and Server Actors, letting users build and run web automation and data-collection agents that support growing demand for agentic workflows.
Cyanogen co-founder Steve Kondik's Kora is a free Linux-based desktop OS with built-in AI models and agents, targeting Qualcomm Snapdragon PCs as a Windows alternative.
OpenArch is an open-source content hub that makes unstructured enterprise content across repositories available to AI models, services and agents. Hyland released it on GitHub under Apache 2.0 for developers.
Germany's Helsing plans to unveil AI-based military software positioned as a rival to Palantir's defense data platforms.
iDenfy launches an official MCP connector for Claude, letting the assistant access identity verification and anti-money-laundering data for compliance workflows.
Avid's Ready to Play brings AI video generation directly into Media Composer, letting editors create generated clips inside their editing workflow.
Voice AI startup ThunderPhone released its v3 architecture and Zeus, an agentic harness for building phone agents that handle calls autonomously.
Legal software firm Litera will offer its Litera Compare and Firm AI Search tools inside Microsoft's Copilot for Legal, arguing the integration complements rather than cannibalizes its products.
Nod is a free, open-source personal AI agent that runs in a private sandbox on your own computer, with its own browser, and can carry out tasks in your apps and on websites. Research preview from n8n Labs.
Gaxos.ai launched ArtGen Muse, an AI video model designed to lower the cost of generating video as the company scales its content operations.
Sangoma launched Sonella, an agentic voice AI product that brings autonomous voice agents to business phone and communications systems.
Why it matters: Pushes Gemini deeper into regulated clinical workflows, a key enterprise vertical for AI.
Google Cloud launches Gemini for healthcare, aimed at unifying clinical data and automating administrative workflows to reduce burnout. No pricing or availability details given.
Why it matters: A joint IBM-Microsoft agent platform with 6,000 prebuilt agents signals enterprise agent adoption at scale.
IBM and Microsoft announced Imagine Enterprise, an AI agent platform for industry-specific transformation that lets businesses tap more than 6,000 pre-built AI agents to accomplish industry processes.
Why it matters: Agent action vetting is emerging as a core layer as enterprises deploy autonomous agents.
Bay, an Israeli AI security startup, launched with $50 million to vet AI agent actions before they execute, aiming to stop rogue or compromised agents.
Why it matters: Gives AI agents bounded spending accounts, a building block for agentic commerce.
Stablecoin card and payments startup Rain launched Agent Vaults, spending accounts for AI agents with budget limits, fundable by bank transfer, card or stablecoin, bringing embedded payments to agents.
Singapore's new AI app scans WhatsApp and Telegram messages for scam patterns to help users spot fraud, TechRepublic reports.
Boost.ai launched Presis, a self-hosted language model that makes classification decisions around AI agent conversations. Internal testing found it at least 2.5 times faster than the models it replaces, most noticeably at peak demand.
Why it matters: Default Claude access in enterprise Copilot signals multi-model defaults in Microsoft's productivity stack.
Microsoft is enabling Anthropic's Claude for UK Copilot tenants by default, with admins given until December 9 to review access settings as Anthropic processes data in the US.
Laya is an open-source decision model whose weights can be edited directly without retraining, applying MIT-style direct weight editing to let users adjust behavior post-release. Released on Reddit.
Why it matters: Turns Deepgram into a platform for rival voice vendors, not just a model provider.
Deepgram launched a marketplace that lets customers access voice AI products, including from competitors, alongside its own speech-to-text and voice models.
Cycurion launches Habit, an AI-driven security operations center offering, per TradingView. Details on availability and pricing were not provided.
Abliteration AI released an abliterated version of the GLM-5.3 model, stripping refusal behavior for red-teamers and security testing.
Why it matters: Demonstrates AI agents finding real kernel vulnerabilities and working exploits at scale.
A new OpenAI AI pipeline uncovered 1,724 Linux kernel vulnerabilities and developed 948 root exploits for $1.2 million, showing AI agents applied to security research.
Why it matters: Ties Adobe's creative suite into Google's productivity and assistant surfaces, a major AI distribution deal.
Google and Adobe are integrating Adobe's creative and productivity tools into Google apps: editing PDFs in Drive and using Adobe AI inside Gemini. Adobe also announced agentic AI features at MAX 2026.
Why it matters: Expands Google's TPU lineup into confidential training, sharpening its custom-silicon pitch against Nvidia.
Google broadened its AI hardware portfolio with two new tensor processing units aimed at more use cases: confidential model training and higher memory capacity.
Why it matters: Open tactile data and model could speed dexterous robot manipulation research.
Robbyant, an embodied AI company under Ant Group, open-sourced LingBot-Touch, a tactile foundation model trained on a 5,000-hour dataset to give robots a shared sense of touch and better dexterity.
Hedra launched Model Factory, an autonomous platform for post-training, deploying and improving real-world physical AI models, aimed at cranking up production volume beyond one-off model builds.
Spectro Cloud releases the AMD Instinct Coder 355, a Dell PowerEdge-based system for local-first AI coding at scale.
Why it matters: Brings autonomous flying security robots into mainstream consumer homes.
Amazon's Ring unveils Ring Robotics: a $250 Ring Drone Cam that flies security patrols around the home and a Ring Rover Cam for enterprise security.
Etisalat UAE now offers Meta and EssilorLuxottica AI glasses, priced from Dh1,160, becoming the first telco in the Middle East and North Africa to carry them.
Noitom Robotics released HiPHI-Hand on Hugging Face: 11 hours of egocentric stereo video with marker-based hand ground truth, which Nvidia used as a source for its EgoHand model.
Knewbots and Beijing Humanoid jointly launch an industrial embodied AI platform aimed at logistics, combining robot hardware with AI models for warehouse and supply-chain tasks.
A development platform for humanoid robots is being shown at the Electronica trade fair, aimed at builders of physical AI systems.
Why it matters: A key barometer of AI chip demand posting another strong growth month.
TSMC reported October 2026 revenue up 59.7% year over year, extending growth as demand for advanced AI infrastructure chips stays strong.
Why it matters: Reveals how Chinese labs still obtain top Nvidia chips despite US export restrictions.
Documents filed with Beijing regulators show Moonshot AI accessed Nvidia's most advanced chips this summer, highlighting reliance on US hardware despite export controls; Megaspeed is named as a Singapore customer.
Why it matters: A $24B self-built power and compute plan shows AI datacenter buildout moving into energy ownership.
SpaceX plans to invest about $24 billion in a natural gas-fired power plant and supercomputing facility at Starbase, Texas, extending Musk's strategy of controlling energy infrastructure behind AI and space operations.
Creality's mBox is an enclosed 3D printer for ages 6–16 with a 153mm cube build volume, camera-based print monitoring and tools that turn photos or drawings into printable objects.
Hygon's 14XX is the first industrial-control chip in its 1000 series: C86 cores, integrated GPU, 10W TDP, -40°C to 105°C operating range and a 10-year supply promise.
Foxconn Interconnect Technology is expanding its lineup of liquid-cooling quick-disconnect connectors for Nvidia's Vera Rubin NVL72 platform, offering connections at server tray and rack levels with blind-mate and floating mechanisms.
Why it matters: Faster open physics simulation could speed up training of robot and physical-AI policies.
Skild AI released Steel, an open-source physics solver for robot simulation. It hit 3.90M environment steps per second on 20 Isaac Lab tasks at 245,760 environments, claiming up to 13x faster than PhysX with less GPU memory.
Nirva has unveiled an AI pendant that listens to conversations and takes notes for the wearer, according to Foro3D.
A new consumer robot autonomously carries household trash to the curb, per geekspin, automating a recurring chore.
OpenAI teamed with Palmer Luckey's ModRetro on a $200 Chromatic handheld with a programmable cartridge, shipping November 19th, aimed at letting developers turn Codex prompts into Game Boy-style games.
Why it matters: A top-lab VLA model update signals faster progress toward general-purpose robot manipulation.
Gemini Robotics 2.5 is Google DeepMind's most capable vision-language-action model, aimed at improving robot dexterity, reliability and safety in real-world tasks.
Why it matters: Large models purpose-built for dexterous manipulation push physical AI toward general-purpose robot hands.
Nature Will released a 50-billion-parameter AI model aimed at controlling dexterous robotic hands.
Why it matters: Makes Google's single-controller TPU orchestration generally available to cloud customers.
Google Cloud's Cloud Pathways, a single-controller runtime for large-scale TPU training and inference, is now generally available on GKE after 130 million TPU chip-hours of use.
SoftBank-owned Berkshire Grey upgraded its robotic automation portfolio via BG Pilot software, adding AI perception for trailer unloading and other warehouse tasks.
Cyngn's DriveMod EasyLaunch is a commercial subscription program that lets qualifying manufacturers and warehouses automate a repetitive material movement route with its autonomous vehicles.
Nvidia's Holoscan 5 SDK lets developers make a robot arm feel weightless, with motors supplying just enough torque to support the arm's weight and keep it upright.
Cherry Studio is a desktop client that connects to multiple LLM providers in one app. Version 2.2.0 is out for macOS, Windows and Linux.
OpenCode Desktop is a desktop client for an AI coding agent. Version 2.2.7 is available for macOS, Windows and Linux.
Reddit is testing AI-generated product reviews that compile real user sentiment from community comments, starting with 10,000 products.
Why it matters: Targets the infrastructure layer for deploying AI agents and GPU workloads at scale.
Nvidia developer tools include Agent Substrate for running agents at scale on Kubernetes, Snapshot for starting and restoring GPU workloads in seconds, and Kubernetes Engine for GPU clusters.
Why it matters: Opening Siri to third-party apps turns it from a voice assistant into an app-integrated agent platform.
Apple's Siri AI is now available to all developers for full integration into their apps in the latest iOS and platform betas; ZDNET lists five apps it wants to support it.
Shopify Engineering details how agents writing its mobile code forced a redesign of architecture, tooling and validation workflows, letting the app be rebuilt in 12 weeks.
Apple's new intelligence usage packs let Creator Studio users buy extra AI access for Logic Pro as a one-time purchase, putting a price on additional AI features.
MiniMax released MiniMax-H3-Image, an open-weight image generation model built on the H3 base, available on Hugging Face for local use.
Zoom's new AI Launchpad offers AI startups up to $150,000 in complimentary Zoom AI-service credits to build next-gen apps, without giving up equity.
VOYA is an AI travel concierge letting eligible Club Wyndham owners go from describing a vacation to booking an eligible stay in one conversation, available in the app and website.
Apify launched new AI agent capabilities and Server Actors, letting users build and run web automation and data-collection agents that support growing demand for agentic workflows.
Cyanogen co-founder Steve Kondik's Kora is a free Linux-based desktop OS with built-in AI models and agents, targeting Qualcomm Snapdragon PCs as a Windows alternative.
OpenArch is an open-source content hub that makes unstructured enterprise content across repositories available to AI models, services and agents. Hyland released it on GitHub under Apache 2.0 for developers.
Nod is a free, open-source personal AI agent that runs in a private sandbox on your own computer, with its own browser, and can carry out tasks in your apps and on websites. Research preview from n8n Labs.
Why it matters: Signals AI-generated code becoming normal in core open-source infrastructure.
Linus Torvalds says AI-written fixes drove most of the progress in Linux kernel 7.4rc2, with BPF seeing more AI-generated fixes than bug reports.
OpenAI Academy is running free, hands-on ChatGPT workshops for caregivers in five U.S. cities, aimed at building practical AI skills for everyday caregiving tasks.
Propaganda_Eval is a Hugging Face dataset of 803 prompts on topics China censors, each with required facts; answers are scored on factuality and adoption of state narratives.
Antigravity is an agent orchestration platform for running and coordinating AI agents. Version 2.30.0 is out for macOS, Windows and Linux.
Ollama lets you download and run large language models locally on your own machine. Version 0.40.16 is out for macOS, Windows and Linux.
The Claude desktop app is Anthropic's official client for chatting with Claude. Version 4.23118.1 is out for macOS, Windows and Linux.
Superwhisper is a dictation tool that transcribes your speech and uses an LLM to reformat the text. Version 3.2.2 is out for macOS, Windows and Linux.
Willow Voice is an AI-powered voice dictation and writing assistant. Version 2.6.16 is out for macOS, Windows and Linux.
Factory Droid is an AI-powered software engineering agent desktop app. Versions 1.7.0 and 1.7.1 are available for macOS, Windows and Linux.
Factory is a native AI agent interface for building, managing and shipping software. Version 1.6.1 is out for macOS, Windows and Linux.
Conductor lets developers run multiple Claude Code agents in parallel across workspaces. Version 0.94.0 is out for macOS, Windows and Linux.
Dyad is an AI-powered app builder that generates full applications from prompts. Version 1.23.0 is out for macOS, Windows and Linux.
CodeRabbit CLI is a command-line tool that reviews code changes with AI. Version 0.9.4 is out for macOS, Windows and Linux.
A TypeScript MCP server that gives Claude, Cursor, VS Code and Codex read-only access to Yandex Metrika analytics: reports, period comparisons, time series and exports.
Why it matters: Ties Adobe's creative suite into Google's productivity and assistant surfaces, a major AI distribution deal.
Google and Adobe are integrating Adobe's creative and productivity tools into Google apps: editing PDFs in Drive and using Adobe AI inside Gemini. Adobe also announced agentic AI features at MAX 2026.
Orange launched new apps under the Orange IAs brand that combine Claude, Gemini, Mistral and GPT models for users.
MiniMax released MiniMax-H3-Image, an open-weight image generation model built on the H3 base, available on Hugging Face for local use.
Propaganda_Eval is a Hugging Face dataset of 803 prompts on topics China censors, each with required facts; answers are scored on factuality and adoption of state narratives.
Mirage is an Apache-2.0 image-text-to-text model that describes scenes, detects objects, reads text, segments images and extracts structured data. Weights are on Hugging Face with a Python package.
Arete is a Hugging Face dataset of prompt-response pairs on seven values topics, each answered by an Inkling teacher model and the Qwen 3.8-27B checkpoint, with category tags and verification hashes.
GGUF quantized versions of the Gemma-4-31B-it-ARA-heretic model, for running locally with tools like llama.cpp. Static and imatrix quants are available.
LongCat-2.5 is a 1.6-trillion-parameter multimodal AI model released by Meituan on Hugging Face, available for download and use.
A Hugging Face dataset with glTF binary (.glb) versions of the 1,033 household products in Google Scanned Objects, taken from Gazebo Fuel and sized in metres for three.js, Babylon.js and other glTF viewers.
A Hugging Face dataset of 1,409,404 synthetic 16x16 pixel-art sprites with transparent backgrounds and English captions, generated with Krea 2 Turbo and a pixel-art LoRA, covering 6,194 subjects under CC0.
Sage-Taiyi is a metacognition-inspired AI architecture that monitors its own understanding of evidence and unresolved questions to choose research targets and reasoning methods.
A research paper proposes learning a heterogeneous tactile representation to unify readings across different commercial tactile sensors for contact-rich dexterous robot manipulation.
A research paper introduces Reframe, a post-training framework combining agentic reinforcement learning and multi-teacher on-policy distillation to help visual agents use tool-returned observations and ground actions better.
Underdog-Woof is a text-to-speech model claimed to post a 1.42% word error rate on Gradium TTS hard cases despite being over 1,000x smaller than Fish Audio Drama 3.
A TypeScript MCP server that gives Claude, Cursor, VS Code and Codex read-only access to Yandex Metrika analytics: reports, period comparisons, time series and exports.
An open-source TypeScript collection of Claude-style skills that run in the terminal: company-specific mock interviews, online assessments with hidden tests and resume critiques covering more than 470 companies.
numbrone is an open-source shell tool that acts as a chief of staff for coding agents, routing requests to per-project manager agents that run parallel workers in git worktrees.
Goose is an open-source, extensible AI agent that installs, executes, edits and tests code with any LLM. The v1.58.0 release adds opt-in context relevance, a context window viewer and new providers including Lemonade and AIHubMix.
Jarvis is an autonomous, local-first on-device AI agent framework for Android that uses full accessibility control and continuous voice to automate workflows on the phone. It hit 100 stars in its first week.
A free Python workbench for AI security operations that handles alert triage, incident response and vulnerability remediation, connecting Atlas, models, tools and workflows. It drew 100 GitHub stars in its first week.
roblox-studio-mcp is an open-source Model Context Protocol server that lets AI assistants like Claude, Cursor and Cline read Roblox Studio object trees, automate Lua scripting and run playtests safely. It gained 279 stars in its first week.
agent-screenplay is an open-source TypeScript project that lets an AI coding agent produce clean screen recordings, aimed at demos and walkthroughs. It drew 100 stars in its first week.
Cherry Studio is a desktop client that connects to multiple LLM providers in one app. Version 2.2.0 is out for macOS, Windows and Linux.
Reddit is testing AI-generated product reviews that compile real user sentiment from community comments, starting with 10,000 products.
Apple's Siri AI is now available to all developers for full integration into their apps in the latest iOS and platform betas; ZDNET lists five apps it wants to support it.
Apple's new intelligence usage packs let Creator Studio users buy extra AI access for Logic Pro as a one-time purchase, putting a price on additional AI features.
VOYA is an AI travel concierge letting eligible Club Wyndham owners go from describing a vacation to booking an eligible stay in one conversation, available in the app and website.
Cyanogen co-founder Steve Kondik's Kora is a free Linux-based desktop OS with built-in AI models and agents, targeting Qualcomm Snapdragon PCs as a Windows alternative.
Nod is a free, open-source personal AI agent that runs in a private sandbox on your own computer, with its own browser, and can carry out tasks in your apps and on websites. Research preview from n8n Labs.
OpenAI Academy is running free, hands-on ChatGPT workshops for caregivers in five U.S. cities, aimed at building practical AI skills for everyday caregiving tasks.
The Claude desktop app is Anthropic's official client for chatting with Claude. Version 4.23118.1 is out for macOS, Windows and Linux.
Superwhisper is a dictation tool that transcribes your speech and uses an LLM to reformat the text. Version 3.2.2 is out for macOS, Windows and Linux.
Willow Voice is an AI-powered voice dictation and writing assistant. Version 2.6.16 is out for macOS, Windows and Linux.
Google and Adobe are integrating Adobe's creative and productivity tools into Google apps: editing PDFs in Drive and using Adobe AI inside Gemini. Adobe also announced agentic AI features at MAX 2026.
Orange launched new apps under the Orange IAs brand that combine Claude, Gemini, Mistral and GPT models for users.
Microsoft's November 2026 Office update brings seven new Copilot features across its productivity apps.
Obsiva converts site photos and voice notes into a PDF inspection report on your phone, with AI-written findings and summaries; works offline, free on Android.
AppuBot is an AI teammate you hand real work to; it uses apps on your Mac or PC like you do, while you watch or take over. It runs on the AI plan you already have, so the app is free. Cloud version from $19/mo.
AppTraction is a native Mac app that pulls App Store Connect sales, analytics, ratings and reviews into one place, flags problems and trends, writes reports, and uses AI to evaluate and improve your listing.
Japan's LY Corp released a standalone Agent i app with home-screen widget access, extending its AI agent beyond its existing apps.
Kolmar Korea won the CES 2027 Best of Innovation Award in the beauty tech category for the second consecutive year, citing competitiveness in AI-based beauty technology.
Google is rolling out Gemini Personal Intelligence to Android Auto users in Japan, bringing the AI assistant into in-car navigation and voice interactions.
PropertyMe now plugs straight into Claude, letting property managers query their rent roll data through the chatbot.
Simon Willison describes using Claude to help track down the source of an intermittent beep in a cluttered box room, an anecdotal example of using the AI assistant for a real-world debugging task.
Google Gemini now turns handwritten notes into professional-looking PDFs, adds chat history search and sort, and adds service scheduling. The features roll out to users of the assistant.
Review weighs Google Gemini against Amazon Alexa Plus as AI home assistants, weighing which is worth using.
Microsoft began limiting Copilot Chat usage for users who lack paid licenses, tightening free access to its AI assistant.
OpenCode Desktop is a desktop client for an AI coding agent. Version 2.2.7 is available for macOS, Windows and Linux.
Nvidia developer tools include Agent Substrate for running agents at scale on Kubernetes, Snapshot for starting and restoring GPU workloads in seconds, and Kubernetes Engine for GPU clusters.
Shopify Engineering · 1h
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Shopify Engineering details how agents writing its mobile code forced a redesign of architecture, tooling and validation workflows, letting the app be rebuilt in 12 weeks.
Zoom's new AI Launchpad offers AI startups up to $150,000 in complimentary Zoom AI-service credits to build next-gen apps, without giving up equity.
Apify launched new AI agent capabilities and Server Actors, letting users build and run web automation and data-collection agents that support growing demand for agentic workflows.
OpenArch is an open-source content hub that makes unstructured enterprise content across repositories available to AI models, services and agents. Hyland released it on GitHub under Apache 2.0 for developers.
Linus Torvalds says AI-written fixes drove most of the progress in Linux kernel 7.4rc2, with BPF seeing more AI-generated fixes than bug reports.
Antigravity is an agent orchestration platform for running and coordinating AI agents. Version 2.30.0 is out for macOS, Windows and Linux.
Ollama lets you download and run large language models locally on your own machine. Version 0.40.16 is out for macOS, Windows and Linux.
Factory Droid is an AI-powered software engineering agent desktop app. Versions 1.7.0 and 1.7.1 are available for macOS, Windows and Linux.
Factory is a native AI agent interface for building, managing and shipping software. Version 1.6.1 is out for macOS, Windows and Linux.
Conductor lets developers run multiple Claude Code agents in parallel across workspaces. Version 0.94.0 is out for macOS, Windows and Linux.
Dyad is an AI-powered app builder that generates full applications from prompts. Version 1.23.0 is out for macOS, Windows and Linux.
CodeRabbit CLI is a command-line tool that reviews code changes with AI. Version 0.9.4 is out for macOS, Windows and Linux.
A Hacker News discussion argues that heavy AI code generation yields fragile, harder-to-maintain codebases as developers lose familiarity with the code.
DeepSeek's agentic harness, a tool for running AI agents, has reached 1.5 million users, according to Silicon UK.
Tom's Guide compared usage limits on the $20 plans for OpenAI Codex and Anthropic Claude Code, finding a catch with both.
Texas Instruments is redefining embedded development with agentic AI built into its CCStudio toolkit, aiming to let developers use AI agents to speed up embedded software work.
Seldon's QA agents act like customers, walking checkout and payment paths described in plain English and returning replays and repro steps when something breaks. First 10 runs free.
Co-Review is a free open-source tool that opens an entire agent-built repository as a review you can comment on line by line, with the agent answering from the code.
Almanzor turns a docs URL into an assistant that answers from your pages with citations and says when it doesn't know; add via script tag or let coding agents search docs via MCP.
A set of control LoRAs for MOSS-Image-SFT lets users condition image generation on a pose, depth map or edge drawing, with weights and ComfyUI workflows on Hugging Face.
Cloudsmith announced an AI Agent Skills registry on November 9, 2026, at KubeCon, extending its artifact-management platform to instruction files and scripts used by AI coding agents, with controls for sources, versions and access.
A shattered.io analysis compares the cost of running self-hosted LLMs against API calls, citing $0.70 to $2.00 per million input tokens for self-hosting in 2026.
Amp is a frontier AI agent and development environment; its CLI (installable via npm) shipped several new 0.0.x builds adding fixes and changes to the command-line agent.
