Matthew Callahan

Excited to share our latest edition of world model PAN 2 built on a Generative Latent Prediction (#GLP) architecture. A world model needs to operate in an "Aristotelian world" instead of a "Platonic world" where physical intelligence translates to 6 dimensions of capability: obeying the laws of physics, coherence over history, persistence beyond sight, conformity to constraints, invariance to viewpoints, adherence to objective dynamism; and furthermore provides 3 advanced functions: acting as a world simulator that is steerable with actions and plans (long sequence of sections), thereby enabling stimulative reasoning or thought-experiments, and therefore supporting agent to solve complex tasks, and doing so in a fully auditable fashion (hence Aristotelian). A full paper will be posted soon to explain in details how we achieve this. Congratulation to the @IFM_AI PAN team.

Introducing PAN 2: an open foundation world model for physical intelligence. A language model predicts the next word. PAN 2 predicts the next world: what happens after each action, grounded in time, physics and space. Towards AI that simulates “what if?” before it acts. More details: ifm.ai/pan/

Messaging Connected People. AI-Native Messaging Will Connect the Agentic Internet. The first generation of instant messaging connected people. It changed how billions of us communicate, socialize, and work together. But the next generation of the Internet won't be built for humans alone. AI agents are becoming our teammates, creators, and service providers. To truly work alongside humans, they must communicate and collaborate as naturally as people do, while going far beyond human capabilities with richer context, living memory, continuously self-improving intelligence, and seamless coordination across people, agents, and services. Yet today's messengers were designed for human-to-human communication, not human–agent collaboration. They lack the native capabilities to support intelligent, context-aware human–agent teams. It's time to reinvent messaging for the Agentic Internet. That's why we're reinventing instant messaging at Teamily AI. 👥 People and AI agents working together in the same conversations. 🧠 Unified context and living memory across people, agents, and services. ⚡ Conversations that turn into real actions, creations, and automations, as well as agentic websites and apps as a service. 🌐 An open gateway where every agent and service is as accessible as messaging a friend. Traditional IM connected people. AI-native IM connects people, agents, and services. This is how we move from the Internet of Apps to the Agentic Internet. And we're just getting started. teamily.ai #TeamilyAI #AgenticInternet #AINativeIM #TeamAgent #AgenticIM

A perfect answer now costs nothing and proves nothing. So what is a university for? We're building the first AI-native university. A school of one. Introducing Paradigm.

A stealth model just landed on Qoder. Meet Qoduck. Don't ask where it came from. Free every day for all individual users. Limited-time.

We're using AI agents to automate everything. Except the engineering of AI agents themselves. That seemed backwards to us. What if you could train your own specialized AI agent with just 15 minutes of your time instead of months of AI engineering? Would you keep renting the same expensive generic models as your competitors, endlessly patching prompts and harnesses until you hit a wall? Today, we're launching the agent that builds, trains, and continuously improves AI agents. 🚀 Meet FAiE, our Frontier AI Engineer. Describe what your agent should accomplish, and FAiE designs evaluations, diagnoses failures, curates data, selects training strategies, and runs experiments. 15 minutes of your effort. A few hours of automated AI engineering. Your own specialized agent, with its model weights trained for your task. Already have an agent? Keep your harness. Connect it to @oumi_ai and train the model behind it with SFT, DPO, or GRPO (Private Preview). The agent that builds your best agent. Excited to see what you build: platform.oumi.ai/ Live demo today at 10 AM PT: oumi.ai/events/fall26

Introducing Wanaka Studio 1.0, an AI-native game engine. Build real 3D multiplayer games. No coding needed. Instead of making AI fight with Unity, we built an engine it can actually use. 1️⃣→ All-in-one workspace 3D models, rigging, gameplay logic, and sound. 2️⃣→ Speed & cost 5x faster than Opus 5.5 + Unity, at 82% lower agent cost (benchmark in thread). 3️⃣→ Performance AAA-style visuals in 4K, 60+ FPS, real-time physics and lighting. 4️⃣→ Direct control Edit anything right in the scene. The agent picks up from your changes. 5️⃣→ One-click publish Every game is just a link. Cross-platform, nothing to install. Try Wanaka → studio.wanaka.app/

DeepSeek-V4.1-Flash-1017 is FREE in Qoder through Oct 31. Free and paid individual accounts included. No claim needed. Daily free uses cost 0 Credits, even with a zero balance. How to start is in the reply 👇