Closed-source f*cked again...
team that open-sourced Adobe & Microsoft’s stack just released their Reverse Engineering engine after Claude banned REA.
It's called Craft Anything, and it lets your AI coding agent:
~ reverse-engineer websites, desktop apps, mobile apps and games.
~ study how existing software looks and works.
~ rebuild your own version using your preferred framework or language.
~ compare the recreated version against the original.
~ identify differences and refine the results.
it comes with 284 tools and works as a desktop app, CLI, and MCP server.
find the GitHub link below ↓
long live open source!
Gates 🦞 retweeted
I asked Astra to edit Qwen3.8-27B's weights and make it more token efficient.
For ~$100 in GPU cost, it found the weights for the "done thinking" signal and edited them to be twice as strong.
The result: 40% fewer thinking tokens on average on the pelican on a bicycle test:
Gates 🦞 retweeted
This is literally why we released the Pika H3 Flex weights.
Less than 24 hours after we launched, @_akhaliq built a Turbo LoRA with 2-step draft generation. His release includes 4-step fast and 8-step HD variants, compatible with ComfyUI and Diffusers—and now lives under Pika-Labs on Hugging Face.
We’re so proud to build alongside a community that keeps pushing what these models can do. Can’t wait to see what you make next. 🤗
huggingface.co/Pika-Labs/Pik…
Meet Pika H3 Flex, debuting today as the #1 open weight model on DesignArena’s t2v board.
It’s built for professional iteration, with exportable audio stems, resolutions up to 4k, and faster-than-realtime generation. It can produce a 15-second clip with soundtrack in as little as 7 seconds.
So, yeah. It’s kind of a flex 💅
Gates 🦞 retweeted
80,000 lines of code. 92,000 trees. Real-time ray tracing.
Two weeks of development using Claude Code to build a complete off-road racing game from scratch on a custom C++/Vulkan engine.
Source:
github.com/markaren/threepp
Gates 🦞 retweeted
We @huggingface reproduced this paper!!
It's built with ML Intern, an open-source harness to do AI research, train models, and more
Model: huggingface.co/ML-Intern-lab…
Demo: huggingface.co/spaces/ML-Int…
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math.
It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training.
We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵
Blog: rikiyat.github.io/blog/weigh…
Readers added context they thought people might want to know
LLM was given weights explicitly as text in prompt and used code/forward passes (per authors' logs) to ablate Qwen looping direction, a known thinking-mode issue per model card. Primarily fixed repetition in that mode, not general 'natively' improving weights/math.
rikiyat.github.io/blog/weight-sp…
github.com/RikiyaT/lm_und…
huggingface.co/Qwen/Qwen3.5-0…
huggingface.co/RikiyaT/Qwen3.…
asi will be designed not trained
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math.
It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training.
We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵
Blog: rikiyat.github.io/blog/weigh…
Readers added context they thought people might want to know
LLM was given weights explicitly as text in prompt and used code/forward passes (per authors' logs) to ablate Qwen looping direction, a known thinking-mode issue per model card. Primarily fixed repetition in that mode, not general 'natively' improving weights/math.
rikiyat.github.io/blog/weight-sp…
github.com/RikiyaT/lm_und…
huggingface.co/Qwen/Qwen3.5-0…
huggingface.co/RikiyaT/Qwen3.…
Gates 🦞 retweeted
you can get it here for free: x.ai/bot/yc8yWwlDJLRwr0JuyHR…
Gates 🦞 retweeted
We just open-sourced an entire 3D studio.
Introducing 3D OS by Scenario.
It gives your coding agent 6 departments and 80 skills.
📁 3D OS
┃
┣ 📁 Animation
┃ ┣ 📁 Rigging Any Character
┃ ┗ 📁 Motion From a Video
┃
┣ 📁 Art
┃ ┣ 📁 Previs and Storyboards
┃ ┗ 📁 Characters and Creatures
┃
┣ 📁 Modeling
┃ ┣ 📁 Image to 3D
┃ ┗ 📁 Hard-Surface Weapons and Vehicles
┃
┣ 📁 Look Dev and Lighting
┃ ┣ 📁 PBR Materials and Retexturing
┃ ┗ 📁 Lighting and Rendering
┃
┣ 📁 Worlds
┃ ┣ 📁 Walkable 3D Worlds
┃ ┗ 📁 Skyboxes and Splat Scenes
┃
┣ 📁 Pipeline
┃ ┣ 📁 Retopology and UV Baking
┃ ┗ 📁 Game-Ready Export
┃
┗ 📁 Expert Tools
┣ 📁 Blender, Maya and ZBrush
┗ 📁 Unreal, Unity, Godot and Roblox
From one sketch to a game-ready asset, each department hands off to the next.
And the expert tools drive Blender, Maya, ZBrush, Unreal, Unity, Godot and Roblox right on your machine.
One agent with an entire 3D studio behind it.
Runs on Scenario, inside Claude Code, Codex or Cursor.
Comment “3D” and I’ll send you the GitHub repo.
𝕏 just made it much easier to see exactly which of your posts have had their visibility limited
The latest update to “Under the Hood” now shows the specific posts that received visibility-limiting labels, helping creators understand what's affecting their reach
Here's what's new:
• See exactly which posts were flagged
• Identify the labels affecting their visibility
• Understand how those labels impact recommendations
• View individual affected posts when fewer than 5% of posts in the reporting period received that label
This was a highly requested feature, and 𝕏 has now delivered it
More transparency, more control, and a much clearer picture of what's happening with your posts
Check yours here:
teapawt.net/i/jf/under_the_hood
Gates 🦞 retweeted
build extended reality (XR) apps in ai studio!
we've added support for XR Blocks, so you can vibe code interactive 3D apps from a single prompt with:
• hand tracking and pinch gestures
• real-world tabletop and wall physics
• 360° 3D holograms from text or photos
No. We've got to stop applying old human-centric patterns to working in the new era.
delete all your wikis.
have an agent answer questions from source instead.
at spawn we have:
- zero dashboard tools
- zero docs
- we do not make or use summaries
everything we do is primary sources + intelligence
Nothing to go stale
Nothing to organize
Nothing to navigate
Always exactly up to date
Perfectly personalized
The answers get better with every model
If we want to see a chart, we ask for it, and we have it in a minute
If we want an answer to a question, we ask it, and we have a to-the-minute correct answer
Gates 🦞 retweeted
R.I.P. Higgsfield Genjutsu.
We just released a Claude skill that fully replaces it.
Download the skill: scenario.com/explorations/al…
> swap the actor, outfit, product or location in a video you already shot
> restyle the whole take as anime, 3D or claymation
> the acting, camera and original sound stay, rendered by Seedance 2.5 on Scenario
Film it once and change it later.
Gates 🦞 retweeted
EmbeddingGemma 2 maps text, images, video, audio, and code, running 100% locally on your device.
At just 740M parameters, you can build powerful multimodal apps running entirely in your browser via WebGPU & Transformers.js. From multimodal search to cross-modal classification and clustering, local embeddings unlock endless possibilities.
Replying to @higgsfield_ai
@higgsfield_ai sent us a cease and desist last night, asking us to shut down our Open Source Higgsfield challenge.
Our read on why they sent it. When the apps people pay for can be rebuilt in the open in two weeks, that’s an uncomfortable thing for a closed platform to watch.
So here’s us reiterating our promise to every builder in the challenge and community, and we’re keeping it:
• The challenge stays open
• Final submissions close tomorrow, Oct 30
• Winners are announced Nov 6, with prizes paid as promised
You showed up for each other. We’re showing up for you.
If we win, we all win!
Comfy out 🫡
Last night, @higgsfield sent @ComfyUI a cease and desist (attached)
They want the Open Source Higgsfield challenge taken down within 48 hours.
Their argument is that our use of the Higgsfield name and that using their CEO's likeness is an infringement violation (man, the irony). Claiming that it makes the event look like Higgsfield is associated with it.
This couldn't be farther from the truth, which is that Higgsfield made a promise to open source its product and never did.
For the past two weeks, builders have been recreating popular closed apps as open workflows anyone can run.
So we asked our community to deliver where Higgsfield failed: apps in the open, built by the community, for the community. We've made it clear that the challenge is organized by ComfyUI and not affiliated with or endorsed by Higgsfield.
When we started Comfy, we made the community a promise. Our product stays open, free, and yours. We’ve kept it every day since, and one letter isn’t going to change that.
The challenge stays up. Comfy and open source will win!
Gates 🦞 retweeted
The right Human-Computer Interface doesn’t just change computers. It changes what humans can do. And every great shift in computing came from software and hardware built together.
The Mouse and the GUI brought Personal computing.
The Touchscreen, iOS and the App Store put Mobile computing in our hands like never before.
AI is the most powerful technology we’ve ever built. But for most of us, its has been trapped in software. Imagine what we could do when we pair it with the right hardware interface.
We have spent the last 15 months obsessing over this Interface, built from the ground up, for AI. The fastest way for humans to communicate with computers.
We couldn’t be more excited to show you.
November 5. Everything Changes.
Gates 🦞 retweeted
R.I.P. Higgsfield Katana.
We reverse engineered it into a Claude skill you can feed your agent.
Download the skill: scenario.com/explorations/ki…
> describe your product, game or brand in a few lines
> Claude writes, animates and cuts the whole film to the beat, 4K out
> Scenario makes the music and sound effects
Higgsfield influencers kept promising the Katana setup and never sent it, so here's the whole skill.
Gates 🦞 retweeted
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