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George Birbilis retweeted
Invaluable resource for any organization that builds any type of system >> The @NASA Systems Engineering Handbook — download the 297-page PDF here: nasa.gov/wp-content/uploads/…
George Birbilis retweeted
Today we announce our new unified multi-agent framework that provides creators with a system for generating temporally consistent, long-form video narratives while mitigating visual drift and pipeline error propagation. Learn more: goo.gle/4yVih5m

ALT AI video co-director multi-agent pipeline. Top: The Orchestrator Agent utilizes MAB to navigate a factored creative action space. Bottom: The Pre-Production Agent synthesizes a creative brief, storyline, and visual assets to establish a consistent storyboard, which the Production Agent translates into synchronized keyframes, video clips, and audio. An MLLM Judge evaluates the final video to generate a factored reward signal which is propagated back to the MAB to iteratively refine the creative configuration over optimization loops.
George Birbilis retweeted
A fully open source mocap system that works with cheap webcams:
The FreeMoCap Project
A free-and-open-source, hardware-and-software-agnostic, minimal-cost, research-grade, motion capture system and platform for decentralized scientific research, education, and training:
github.com/freemocap/freemoc…
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Weekly robotics and AI insights.
Subscribe free: 22astronauts.com
I came to the US on an H-1B almost 20 years ago after studying Electrical Engineering at Waterloo. Became US citizen in 2010 under EB-1A.
In the last decade I’ve hired over 1,000 Americans and shipped products used by more than a million people.
Pretty bummed to learn the program was a scam!
George Birbilis retweeted
Russian actor, Nikita Kukushkin recorded this anti-war spot, and it really hits you 😢
English translation: “I am war. Help me kill. All you have to do is nothing. Don’t protest. Don’t talk about me. Don’t follow the news. Don’t help the people who have lost their homes. Don’t support the people defending themselves. Say everyone’s to blame. Everyone except the czar. Have a latte at Patriarch’s Ponds. Go to VK Fest. Keep living as though buildings aren’t burning, people aren’t dying, lives aren’t being destroyed around you. Do me a favor: Don’t even think about me. I am war. Help me kill.”
George Birbilis retweeted
Gemma 4 is now running locally on-device in the @Antigravity SDK. 🙌
Build fully local or hybrid multi-agent workflows that pair cloud models with a @GoogleGemma 4 workforce. Audit, patch, and test your code with total data privacy and zero API fees—all powered by LiteRT under the hood.
George Birbilis retweeted
A list explaining key ML concepts and papers: github.com/dair-ai/ML-Papers…
v/@omarsar0
George Birbilis retweeted
Automate face detection, recognition, and landmark analysis using the unified Uniface Python library.
github.com/yakhyo/uniface
George Birbilis retweeted
"The Great Story of Numbers" is a new, free book that provides a comprehensive introduction to elementary number theory.
The book starts from the nature of numbers and mathematical induction, then develops counting, integers, number representations, divisibility, linear Diophantine equations, congruences and modular arithmetic, the Chinese Remainder Theorem, rational numbers and continued fractions, Pythagorean triples, and infinite descent.
It then moves into prime numbers and the Fundamental Theorem of Arithmetic, multiplicative functions, Fermat's Little Theorem, Euler's and Wilson's theorems, Fermat's Two-Squares Theorem, Gaussian integers, polynomials, primitive roots, discrete logarithms, polynomial congruences, cyclotomic polynomials, quadratic residues, Legendre symbols, quadratic reciprocity, and much more.
It's a useful resource if you want to study number theory from its foundations and gradually move toward more advanced topics. The current edition is almost 500 pages long.
egbertrijke.github.io/elemen…
George Birbilis retweeted
More MathArt based on Collatz Conjecture trajectories. This time, we use a 8-way symmetry
George Birbilis retweeted
When Your Monitor Starts Acting Like a Living Creature
by @ViralRushX
#Innovation #EmergingTech #TechForGood #Technology
George Birbilis retweeted
We just open-sourced an entire game studio.
Introducing GameDev OS by Scenario.
It gives your coding agent 9 specialists and 64 skills.
📁 GameDev OS
┃
┣ 📁 2D Artist
┃ ┣ 📁 Concept Sketches
┃ ┗ 📁 Sprites and VFX
┃
┣ 📁 3D Artist
┃ ┣ 📁 Image to 3D
┃ ┗ 📁 Rigging and Retargeting
┃
┣ 📁 Environment Artist
┃ ┣ 📁 Textures and Skyboxes
┃ ┗ 📁 Walkable 3D Worlds
┃
┣ 📁 Art Director
┃ ┣ 📁 One Character, Every Shot
┃ ┗ 📁 Quality Check Before It Ships
┃
┣ 📁 Sound Designer
┃ ┣ 📁 Music and Score
┃ ┗ 📁 Gunfire and SFX
┃
┣ 📁 Video Producer
┃ ┣ 📁 Cinematic Trailers
┃ ┗ 📁 Captions for Every Platform
┃
┣ 📁 Marketing Artist
┃ ┣ 📁 Store Art for Every Platform
┃ ┗ 📁 Ads From One Shot
┃
┣ 📁 Technical Director
┃ ┣ 📁 Workflows Imported From ComfyUI
┃ ┗ 📁 Custom Pipelines
┃
┗ 📁 Cost Manager
┣ 📁 Model Bake-Offs With Cost
┗ 📁 Team Budgets
Each specialist knows the major models for its job: Seedance, GPT, Meshy, Rodin and more.
And they work together.
2D Artist sketches the gun → 3D Artist builds it → Environment Artist builds the world around it → Sound Designer adds the gunfire → Video Producer cuts the trailer.
One agent. An entire game studio behind it.
Free to install. Runs on your agent.
Comment “OS” and I’ll send you the entire skill library.
draw.io is now in the Claude connector directory 🎉
Ask Claude for a diagram and it renders inline in the chat as an interactive draw.io diagram. One click opens it in the editor for further edits.
No install needed.
claude.ai/directory/pending-…




















