EXILE PROTOCOL — EPISODE 9: "RECKONING" is here. 🔥 20+ minutes of sci-fi anime. Solo creator. About three weeks. (don’t recommend lol) Full-length anime episode territory—and it all leads to the season finale next month. Watch now ↓👀

We're turning our lessons from defending OpenAI into practical tools for our customers. On Thursday, join us at Cyber at the Frontier, a live keynote, for our latest cyber announcements. Working with our frontier models, we've identified and resolved important vulnerabilities in our own code and infrastructure. That experience is informing the tools and playbooks we're building to help other security teams strengthen their defenses. @gdb shares what we've learned and why security teams should keep putting the latest models to work as capabilities improve. Tune in on November 12 at 10 a.m. PT:

Fable 5.2 using herdr skills to plan coordinate activities of 4 pi agents using DeepSeek v4.1 Flash for coding (4 panes on the right) and one Claud Code Opus 5.5 to review the PRs. Look at how fast 4 parallel DS41 sessions are on 4xDGX Sparks using @christopherowen recipe 🤯

We built Control Room, a central system to track model workloads across our research infrastructure and stop them quickly when safety or security concerns arise. It connects every research inference workload, including agentic sampling for model training and evaluation, data processing, and more. This works together with our misalignment monitoring systems, and halts model output within 35 seconds of a decision to intervene to stop or pause a job. Control Room is just one part of our holistic approach for safe frontier model training and deployment.

Another open prompt for DeepSeek v4.1 + dsh running locally on 4xDGX Sparks: A reference image + "recreate its architecture, composition, colors, and lighting in 3D, then animate a smooth, cinematic drone shot. Feel free to use anything you feel is better suited for this task. You have Blender or Unreal engine at your disposal, you can even use pur three.js code with html if it works well for you." Went with Blender + Python. Photo → procedural Blender scene → 12-second drone shot. Every roof, lantern, tree and ripple is generated in code. No textures, no imported models. Some stats: Session wall clock: 2 h 52 m Model generation time: 1 h 47 m Output tokens generated: 389k Average output speed: 65 tok/s Prompt tokens processed: 58.8M total Cache hit rate: 97.8% Context: ~478k Great job overall! No?

It's time to showcase the power of Local AI in person! 2027 is the year! See you at Kaggle & Practical AI - Milano on 17th November 2026 in the OverNet HQ! Thanks Alberto Danese for the opportunity. @NTTLuke is behind anything music related and he'll be present too 💪 Whatever you'll see is running locally! 🚀 I'll keep adding demos and magic to this Local AI show. It'd be great being able to showcase this when I'll be in SF in a few weeks! More details here: