Introducing SHAI, OVHcloud’s Open Source, terminal-based AI coding assistant!... ✅ OSS alternative to Codex/Claude ✅ Works out of the box w/ OVHcloud AI Endpoints (Works best with GPT-OSS or Qwen3 coder) ✅ MCP natively 🛠 Hacktoberfest contributions welcome! 🎉show more

Excited to announce AI Research Skills - an open-source... library of 82 specialized skills for AI coding tools. One command gives your agent expert knowledge in: → Model training & fine-tuning (TRL, Unsloth ...) → Distributed systems (DeepSpeed, FSDP ...) → Inference optimization (vLLM, TensorRT ...) → Agent building ? (Langchain, AutoGPT ...) Works with Claude Code, Cursor, Gemini CLI, Windsurf, and Codex with one click interactive installation @ npx orchestra-research/ai-research-skills If you found the ML paper writing skill useful, check out the comprehensive collectionshow more

MANUS AI: HYPE VS. REALITY 🔍 Yichao 'Peak' Ji... (co-founder of ) confirmed rumors: ✅ Built on Anthropic Claude Sonnet, not their own foundation model ✅Has access to 29 tools and uses Browser Use open-source for browser control ✅User communicates with executor agent and not planner or other agents. ✅Each user gets isolated sandbox environment ✅Outperforms OpenAI Deep Research on GAIA benchmark Building AI products doesn't require training your own foundation models. We're probably just scratching the surface of what existing models can do with the right tooling and integration!show more

After a weekend of testing and working on something... with GPT-5.3-Codex & Opus 4.6, ChatGPT Pro + Claude Max 5x are still the best combo in my opinion Using Codex & Claude Code CLI running in tmux (the desktop apps are still a bit buggy) and they're accessible even on the go from iPhone with Termius (and VPN) Usually starting with GPT-5.3-Codex xhigh and Opus 4.6 in plan mode, discussing changes and options, and each writing their plans down to separate Markdown files Then letting GPT-5.3-Codex xhigh (or Opus 4.6) implement the changes as the first draft, then Opus 4.6 reviews them with a team of agents (works pretty well already with tmux even though still experimental) based on both prepared plans, fixes stuff, and then another review by GPT-5.3-Codex xhigh or vice versa Interesting that even Opus 4.6 still occasionally makes silly mistakes like wrong imports, partial or overly broad renaming of variables/functions, etc Fun fact, OpenAI apparently plans to use their Super Bowl ad to promote Codex - curious what that will look likeshow more

AuraJs via ◥◣ A U R A M A... X X ◥◣ alpha build is out 🗿🖤 > open-source game engine. MIT. no fee no lock in > write one Javascript, compile to Mac, Windows, Linux > 2D & 3D w/ native access to GPU > play, publish, & vibecode straight from your terminal with any AI > binary size ~2MB vs Unity's 80MB > multiplayer out of the boxshow more

OVHcloud’s consolidated revenue for the first half of FY2025... reached €536.0 million, up 10.2% like for like compared to the first half of FY2024 and up 10.3% as reported. Strong improvement in profitability and cash generation 🔷Adjusted EBITDA reached €214.6 million, representing a margin of 40.0% 🔷Operating profit (EBIT) of €42.4 million, representing a margin of 7.9% 🔷Net profit of €7.2 million 🔷Unlevered Free Cash Flow of €36.8 million OVHcloud thus confirms all its FY2025 financial targets and beyond. Our ambition is to continue this growth and meet the expectations of both public and private organizations, who today are seeking cloud services that combine performance, security, and true strategic autonomy. "In the current geopolitical context, we are seeing a shift in the concerns of private companies and public organisations in Europe. Questions of strategic autonomy are now on CEOs' agendas. The choice of a cloud provider is no longer just a technical matter, but also a strategic issue. As the leading European cloud provider, we are seen as the natural partner to meet their sovereignty challenges." Benjamin Revcolevschishow more

Most robots still need markers, checkerboards, or long calibration... rituals just to know where their arms are. Now it works from raw images in seconds. roboreg is a markerless multi arm localization toolkit that plugs into ROS 2 and RViz. No special hardware. No custom setup. You toggle between robot descriptions and the system figures out the rest. The idea is simple: ✅ Hand eye calibration from plain RGB or RGB D images ✅ Only three robot poses needed for millimeter accuracy ✅ Works with any ROS 2 compatible robot and camera ✅ Fully open source under Apache 2.0 It is powered by Hydra, a new marker free ICP variant that converges far more reliably than classical baselines and runs in under a second. If you want to try it: roboreg: ROS 2 roboreg: Hydra paper: pip install roboreg More details and discussion on Open Robotics Discourse:show more

Introducing DeepConf: Deep Think with Confidence 🚀 First method... to achieve 99.9% on AIME 2025 with open-source models! Using GPT-OSS-120B even without tools, we reached this almost-perfect accuracy while saving up to 85% generated tokens. It also delivers many strong advantages for parallel thinking: 🔥 Performance boost: ~10% accuracy across models & datasets ⚡ Ultra-efficient: Up to 85% fewer tokens generated 🔧 Plug & play: Works with ANY existing model - zero training needed (no hyperparameter tuning as well!) ⭐ Easy to deploy: Just ~50 lines of code in vLLM (see PR below) 📚 Paper: 🌐 Project: joint work with: Yichao Fu , xuewei_wang, Yuandong Tian (see details in the comments below)show more

$ASTS: AST SPACEMOBILE CATALYST SEASON A review of what... has been and what is to come Upcoming Catalysts: ☑️BB7 Launch on Blue Origin New Glenn-3 ☑️BB8 - BB10 Delivery to Florida and Launch on Falcon 9 or NG5/6 ☑️BB11 - BB13 Delivery to Florida and Launch on Falcon 9 or NG5/6 ☑️Block-2 Launches in Batches of 3-4x or 6-8x satellites every 1-2 months ☑️FCC Approval for Full US SCS Commercial Service ☑️Execution of more Definitive Commercial Agmts w/ Prepaid Revenue and/or Investment w/ More than 50 global MNOs ☑️FirstNet Investment and Definitive Commercial Agreement ☑️Golden Dome (SHIELD Awarded, NOBLE Up Next) ☑️Unlocking portion of $20M, $25M, and $65M in Revenue Prepayments from AT&T, Vodafone and Verizon upon completion of milestones ☑️Beta Testing w/ AT&T and FirstNet in 1H 2026 ☑️Updates on Google Services Agmt Partnership ☑️Initiation of Research Coverage by JP Morgan, Morgan Stanley, Goldman Sachs, others ☑️Expansion of 11x contracts w/ Department of Defense, Space Development Agency, Defense Innovation Unit, Missile Defense Agency and more ☑️FCC 5G Fund grant ☑️Progress on 8 to 25x Block-2 BlueBirds in currently in Production ☑️Confirmation of Production Ramp to 6x satellites a Month ☑️Acquisition of New Manufacturing Space in Midland, TX focused exclusively on Micron production ☑️Proposal for PNT Service Accepted by FCC as Alternative to GPS ☑️Initial Commercial Service w/ AT&T, Rakuten, Verizon, Vodafone in late 2026 ☑️Securing +$500M of EXIM and IFC non-dilutive Funding ☑️Pursuit of L- and S-Band Spectrum Licenses Globally ☑️EU Allocation of 2GHz MSS Spectrum to SatCo JV ☑️Commercial agreements ☑️Strategic Partnerships and Investments to Focus on AI Data Center Opportunity ☑️Catalysts the SpaceMob have yet to Contemplate Recently Completed Milestones: ✅Telus Definitive Commercial Agreement w Strategic Investment and $200M Committed Revenue (speculated) ✅Partnership with Orange ✅Partnership with Taiwan Mobile ✅Partnership with AXIAN Telecom ✅Satellite Connect Europe Partnership (“SCE”) with Telefonica ✅SCE Partnership with Orange ✅SCE Partnership with CK Hutchinson ✅SCE Partnership with Sunrise Switzerland ✅SCE Partnership with Vodafone Romania ✅SCE Partnership with VodafoneThree UK ✅SCE Partnership with Vodafone Ireland ✅AST Awarded $30M Prime Contract by US SDA for Halo Europa Program ✅$63M to 71M of 2H 2026 Revenue ✅Development of AI Engine to Dynamically Manage Satellite Capacity and Spectrum Efficiency = Seeking 3-10x Capacity Improvement ✅Disclosed over $1.2 billion in Aggregate Contracted Revenue Commitments from Commercial Partners ✅Raised $1.08B 2.25% Convertible Note resulting in $4B of Pro Forma Cash ✅BB6 Unfolding Phased Array ✅AST Awarded Prime Contract Position on US Missile Defense Agency SHIELD Program ✅Filed w/ FCC to modify Existing License to use S-Band spectrum outside of the US ✅$175M Saudi Telecom prepayment to be made by 2025YE ✅BB6 Launched from India on ISRO LVM3 ✅Micron Production to Support 6x a Month by End of Q3 2025 ✅Expanded Manufacturing Floor Space to 500,000 Square Feet ✅1,800 Global Workforce ✅Established Germany as SatCo JV operations center, filed constellation with ITU ✅Closed $420M bridge financing to support Ligado spectrum transaction ✅Saudi Telecom 10-Year Definitive Commercial Agreement w/ $175M prepayment and over $1.8B value ✅Confirmed L- and S- band Spectrum to be Incorporated into Next 3GPP release ✅Verizon Definitive Commercial Agreement ✅Raised $1.15B 2.0% Convertible Note resulting in $3.2B of Pro Forma Cash and Liquidity ✅Successful Video and Voice Testing with Bell Canada ✅US Bankruptcy Court confirms AST and Ligado L-band spectrum transaction transaction, deal now only subject to FCC appoval ✅Acquired Global S-Band Spectrum Priority Rights held Under International Telecommunication Union ✅Successfully Completed the First-ever Native Voice Call (VoLTE) and Rext (SMS) with a Standard Cell Phone using AT&T Spectrum and Core Network ✅Hired JR Wilson as Chief of Networks and Spectrum, formerly AT&T VP of Tower Strategy, Roaming & In-Building Solutions ✅Raised $575M 2.375% Convertible Note w/ Capped Call struck at $120, resulting in $1.5B of Pro Forma Cash on Balance Sheet ✅Repurchased $360M of $460M 4.25% Convertible Note ✅Entered into $550M of Non-Recourse Senior Secured Term Loan to fund Ligado Transaction ✅Secured $100M Equipment Loan Facility ✅Moved to Russell 1000 from Russell 2000 Index ✅Demonstrated World's First Tactical NTN Connectivity over Standard Mobile Devices with Defense Prime Fairwinds Technologies ✅Announced Latest MNO Partnership with Vodafone Idea of India ✅Hired Jennifer Manner as SVP of Regulatory Affairs and International Strategy, Former NTIA Senior Advisor of Space and Policy and EchoStar SVP of Regulatory Affairs ✅FCC Accepts AST’s Application for US Commercial Service ✅FCC Chair Brendan Carr and Senator Ted Cruz visit HQ in support of AST ✅Verizon and AT&T Spectrum Lease Agreements filed w/ FCC ✅FCC grants STA for beta testing w/ AT&T, Verizon, Vodafone, Bell Canada, and Rakuten ✅FCC grants STA for Firstnet Evaluation on Public Safety Band 14 ✅AST SpaceMobile Forms SatCo Joint Venture w/ Vodafone to Better Serve European market, Selects Luxembourg as HQ and Germany for NOC ✅Secured $43M and $20M Contracts w/ US Space Development Agency and Defense Innovation Unit ✅AST5000 ASIC Development Finished and Integration into Block-2 Sats in Q1 2026 ✅Successful Video Calls Completed w/ AT&T, Verizon, Vodafone and Rakuten ✅Exercised Multi-launch Agmts w/ SpaceX, Blue Origin and ISRO ✅Reached +3,800 Patent & Patent pending Claims ✅Initiation of Research Coverage by Bank of America, Clear Street, Roth Capital, Cantor Fitzgerald, Oppenheimer and William Blair ✅Established Coordination Agmt w/ US National Science Foundation Covering Satellite and Ground-based Astronomy Operations ✅Closed $460M 4.25% Convertible Debt Funding ✅Signed 2-3x Additional Global MNOs, Bringing the Total to +53x Covering +3.2B Subscribers ✅Opened European Research Center w/ Vodafone and University of Malaga in Spain ✅Signed Deal w/ Singapore’s Defense Science and Technology Agency ✅Joined 5G Automotive Association, which Develops and Promotes 5G-based Solutions for Connected Autonomous Vehiclesshow more

Simplicity is at the heart of great software. This... is one of the reasons why Claude Code has been sticky for me. As a builder, I love planning and brainstorming, and this is now a key focus of Claude Code. I use Shift + Tab a lot to cycle between brainstorming, planning, and execution. This functionality provides the appropriate interface for me to either be very involved or less involved as I please. This works particularly well when building out new and complex features or entire new projects. This saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that. I have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed. Vibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.show more

Robotics keeps hitting the same wall. Single task RL... works, but... it does not scale to hundreds of tasks or new embodiments. This new paper looks like a real step toward fixing that. The team introduces MMBench, a benchmark with 200 tasks across many domains and robots, and Newt, a language conditioned world model trained online across all 200 tasks at once. The simple idea behind Newt: The model learns from demos to get the right priors It trains across many tasks through online interaction It uses language to ground the goal It adapts fast when a new task shows up What stood out to me: ✅ One model trained on 200 tasks at the same time ✅ Language conditioned control for both states and RGB ✅ Better data efficiency than strong baselines ✅ Strong open loop control ✅ Fast adaptation to new tasks and embodiments ✅ Full release of 200 checkpoints, 4000 demos, code, and benchmark This is a good push toward general control instead of one model per task. If you want the full paper: Project page: —- Weekly robotics and AI insights. Subscribe free:show more

Introducing a new tool called "SideChannel". A secure alternative... to OpenClaw. Utilizes signal for communication and has Claude integration. I built SideChannel, an open-source Signal bot that connects Claude AI to your entire development workflow. End-to-end encrypted. From your pocket. The real power is autonomous development. Send one message like "Build a REST API with auth, pagination, and tests" and SideChannel will: - Generate a full PRD with stories and atomic tasks. - Dispatch up to 10 parallel workers (each running Claude). - Independently verify every task with a separate Claude context. - Run quality gates to catch regressions - Auto-fix failures. - Send you progress updates via Signal as work completes. Every piece of code is reviewed by a separate AI context using a fail-closed security model. If it detects security issues, backdoors, or logic errors — the code gets rejected automatically. No rubber stamps. It also has memory that actually works. Conversations are stored with vector embeddings for semantic search. Claude remembers your project conventions, past decisions, and what's been tried before. It gets smarter about your codebase over time. Other things I'm proud of: - Plugin framework for extending with custom commands. - Multi-project support with per-user scoping. - Rate limiting, path validation, phone allowlist. - Git checkpoints before every task, atomic commits after. - Stale task recovery, circular dependency detection. - Works on Linux and macOS, one-command install. It also integrates into OpenAI or Grok (optional) for more Generative AI response for simple things like "Whats the weather in New York City right now?".show more

GITHUB JUST KILLED THE WORST PART OF VIBE CODING... they shipped a free tool called Spec Kit and it already crossed 120,000 stars the fix is stupidly simple instead of tossing vague prompts at an agent and praying it doesn't wreck your project Spec Kit makes the AI write a full structured spec before it touches a single line of code it works through the problem first figures out what you want to build asks about the gaps lays out the project then it starts coding you get fewer insane bugs, cleaner output and results you can predict the flow looks like this: /constitution for your rules and standards /specify for what you want to build /clarify for the open questions before you start /plan for architecture and stack /tasks for the ordered work /implement to run it it plugs into Claude Code, Cursor, Copilot, Codex, Gemini CLI and 25+ other agents 120,000 stars, 10,000 forks, open source, shipped by GitHub itself learning to drive agents like this is most of what separates people getting hired as AI engineers from everyone still fighting their promptsshow more

🚀 Kibble DeFAI is Live! Smarter. Faster. Simpler. Everything... you need in just one chat Meet DeFAI, the all-in-one AI assistant for crypto users: 🤖 Trading Assistant – Ask anything, get real-time trading suggestions 📊 Market Insights – Know what’s moving before it moves 💧Liquidity Management – Optimize your swaps with intelligent routing ⚡️ Smart Order Routing (SOR) – Automatically find the best prices across platforms 💬 And yes… you can swap directly inside the chat, just ask! No more switching tabs or figuring things out alone. Just message the bot and get everything – insights, strategies, and swaps – instantly. 🧪 Try Kibble DeFAI now: 📘 Learn how it works: Welcome to the future of DeFAI #Kibble #DeFAI #AI #DeFi #ChatToSwapshow more

What if crypto research was as easy as chatting... with ChatGPT, but powered by real market data👑 Introducing CMC AI, a powerful new tool from CoinMarketCap that combines the speed of AI with the depth of live crypto data. It delivers fast, data-backed answers to your questions: ✅ Want to know why Bitcoin's price is rising? ✅ Curious about the latest news on your favorite cryptocurrency? ✅ Need sentiment analysis? It pulls real-time data and explains it in seconds. But it goes far beyond basic Q&A. In the future, you’ll be able to ask anything! For example, you could ask it to: – Discover undervalued tokens based on volume, MC, and sentiment. – Compare Layer 1s or L2s by adoption, speed, and dev activity. – Detect rug-pull risk via wallet distribution and tokenomics red flags. – Break down your portfolio by risk, correlation, and potential return. – Explore new use cases in DeFi, AI, RWA and DePIN And much more! 🔗Try it here: CMC AI changes how you learn, think, and act in Web3🧠show more

agenc //: 👾 updates • training started on the... first agenc ai model. fully open source, open weights. first model will be done training in a few days. • grok 4.20 works flawlessly on the new agenc runtime. agenc was built around the xai api and runs best with grok agents. • runtime got ripped out and replaced from scratch. agentic loop is rock solid. pushing to git soon. benchmarks against the best frameworks out there will follow. • marketplace goes live on mainnet solana the moment it's wired into the new runtime. plug your agents in, make money. • locked another 290M AgenC bringing the total locked to ~360M. • agencone hardware device entering mass production now that the runtime and marketplace are done. • custom mini pcs in the works. agenc and a custom linux preloaded. think openclaw on a macmini but you just order the box. anime art on the case. not apple hardware. • still in the pumpfun hackathon, they've got winners left to announce. love you pumpfun. when agenc. 5yC9BM8KUsJTPbWPLfA2N8qH1s9V8DQ3Vcw1G6Jdpumpshow more

🚨 Alibaba just open sourced a GUI agent that... lives inside your webpage and controls it with natural language. It's called Page Agent and it's not a browser extension. It's pure JavaScript no Python, no Puppeteer, no headless browser, no screenshots. Just one script tag and your web app understands natural language. Here's what it actually does: → Embed it with a single tag or npm install → Control any web interface with plain English commands → Text-based DOM manipulation no OCR, no vision models needed → Bring your own LLM (GPT, Claude, Qwen, anything) → Ships a built-in UI with human-in-the-loop support → Turn 20-click ERP/CRM workflows into one sentence → Optional Chrome extension for multi-tab agent tasks → Works on any web app SaaS, admin panels, internal tools Companies are charging $30/month for AI copilots built on this exact idea. This is 3 lines of code. Your users. Your interface. The AI copilot layer for every web app just got open sourced. 1.6K stars. 100% Open Source. (Link in the comments)show more

BREAKING: Anthropic just dropped Opus 4.8—and it is a... MONSTER We've been testing for about a week Every 📧 and our verdict is they could've just called it Opus 5, it's that good. Here's our vibe check: - Beats GPT-5.5 on Senior Engineer bench. On our toughest benchmark Opus 4.8 scores a 63—a hair higher than GPT-5.5's score of 62, and a full 30 points higher than Opus 4.7. It tackled a ground-up rewrite of a production codebase, and actually built something that works. HOWEVER: Coding performance varied a lot at different reasoning levels. We recommend using it on xhigh for best results. - Incredibly good writer. Opus 4.8 scored a 79.6 on our writing benchmark—measuring models on real-world writing tasks we do all of the time like essay writing, promo email writing, and more. It beats GPT-5.5 by 6 points. It produces well-written prose with fewer "AI-isms". It's also very good at writing in your voice given the right context. HOWEVER: Writing performance also varied with reasoning levels. Medium reasoning had higher incidence of AI-isms—we found best results with high. - Beast at knowledge work. Opus 4.8 is very good at general knowledge work tasks like report creation, research and more. It produced the best PowerPoint one-shot we've ever seen on our deck generation benchmark. - Emotionally intelligent, willing to question the frame. I've also found it to be quite good at talking through psychological or interpersonal issues. It has a high EQ, and it's also good at not glazing and helping to expand your perspective. Its thought process feels extremely rich and dynamic. THE BAD: These days a model is only as good as its harness, and Codex is still a far superior harness to the Claude Desktop app. This has kept me using Codex + GPT-5.5 as my daily driver, but I am flipping back and forth a lot more between Codex and Claude. Anthropic is back baby! Read the rest on Every 📧:show more

Sharing my new skill! It keeps track of high-signal... X accounts for top AI news, papers, projects, etc. Total gamechanger for me. Built with X MCP tools. Give your agent the skill and tell it to generate the artifact with top stories. Works for Codex, Claude, Hermes, OpenClaw, or whatever you use. 3 steps: 1. Set up X MCP - X API: 2. Install skill here: 3. Run prompt: "Use the x-agent-intelligence skill to build a self-contained local feed from my X MCP connection; ask for my source handles if needed, save feed.html, and validate it." It should generate a nice, beautiful HTML artifact like the one shown in the clip. You can tune it however you want. You can then set a schedule/automation to do this daily or whatever cadence you prefer. I have it every 4 hours. You will need to curate the X accounts yourself, but I have shared a few good ones under the assets. You can ask your agent to tune it to however you like. I have also shared my personal feed with our community here: I understand if it gets tricky to set up. Please reach out to me in the community forum. I plan to do a little tutorial or live session soon to help others reproduce the process. You can also store the feed as a wiki, as I have in my own implementation, but that's optional. If you encounter any issues or have ideas on how to improve it, please open a PR.show more

ZK Stack is a modular framework for building sovereign... ZK-powered hyperchains, based on zkSync Era’s open source code. ➡️ Visit the new ZK Stack resource page: ZK Stack gives builders full sovereignty, ranging from the choice of the data availability mode to using your project's own token to decentralize the sequencer. ✅ Mature and battle-tested ZK Stack is the most battle-tested framework, ensuring all transactions are fully verified by Ethereum with the power of ZK proofs. ZK enables validity proofs to ensure the hyperchains' ecosystem state can't be corrupted and invalid transactions can't exist. ZK Stack has been further strengthened by $5M+ invested in audits, $~30M transactions-per-month and ~250k daily active users. ✅ Tailored to your needs ZK Stack grants you full autonomy to tailor your blockchain to cater to your product or protocol use case. A modular stack of ZK-powered components. ✅ Ready for mainstream adoption No matter how much adoption grows, ZK Stack brings the power of horizontal scalability to Ethereum. Just like adding more servers to address specific needs on the Internet, a boundless amount of hyperchains can be created with minimal costs. ZK tech, combined with our state diffs and data-compression approaches, unlocks: 📌 Flat fees regardless of gas price 📌 Privacy by default 📌 Cheap oracles (or any high-frequency protocol) 📌 Ultra low cost Validium accounts 📌 UX magic with native account abstraction ✅ Seamless access to users and liquidity Hyperchains are seamlessly interconnected with hyperbridges — the native and trustless communication protocol of the ZK Stack. It enables any chain to natively exchange messages and transfer value with any other chain, thus tapping into the users and liquidity of the entire hyperchain ecosystem. Unlike classic, centralized, bridges, hyperbridges rely solely on cryptography for security. ✅ Built today, to last forever ZK Stack is rooted in the long-term vision of Ethereum, aiming for subtraction and decentralization. Abiding by the ZK Credo principles, an alliance of developers and maintainers will guarantee the resources enabling this fully open source framework to evolve to onboard the needs of the next billion users.show more