takes vibe-coding a step further. Parallel AI teams, running directly in your browser. You can watch multiple agents think, build, and compete in real time, then pick the best result. Built by the Atoms.Dev and OpenManus teams. 3 wild use cases 🧵↓

1/ First test: I dropped a business idea into Atoms and enabled Deep Research. Before building anything, its agents analyzed: – market trends – competitors – user needs – MVP scope Solid. FYI: Atoms scored 73% on Xbench DeepResearch, ahead of OpenAI o3 and Gemini.

2/ I then turned on Atoms' Backend feat. With a single prompt, it generated: → frontend → backend → auth → database → Stripe payments And just like that, you get a working, monetizable app ✨

3/ THIS is where it gets insane. I enabled Race Mode + Teams 🔥 One prompt → multiple AI agents working in parallel on different approaches. You get a live matrix to watch each agent think and build in real time, zoom in, compare, and pick the best. I just haven’t seen this on a vibe-coding platform before.

4/ I’ve really only scratched the surface with Atoms here. There’s also: → an SEO agent for content and distribution → analytics → full-loop iteration from research all the way to deployment and much more! The nice part is that it all lives inside one ecosystem.

5/ You can try @Atoms_Dev here →

Btw, the official launch went live less than an hour ago. It’ll be one of today’s hot topics on X :) ↓ Announcement thread here if you want to check it out:

If this was helpful, feel free to repost, it helps give the Atoms team more visibility 🦾 Follow me → @datachaz for daily stuff on LLMs, agents, and data workflows

@MetaGPT_ GTP IS GREAT

@MetaGPT_ Very cool! It pushes vibe-coding to the next level. Parallel AI teams run directly in your browser, letting you watch multiple agents think, build, and compete in real time—then choose the best result.

@MetaGPT_ Thanks so much for sharing, the feature walkthrough was super clear. Looking forward to more people joining and experiencing the full end-to-end flow.

@MetaGPT_ Hey, you're v. welcome! Great product, super promising 👏

@MetaGPT_ 🥰

@MetaGPT_ So basically, we’re one step away from AI arguing with itself while I just sip my coffee… Love it 😂

@MetaGPT_ these use cases are amazing

@MetaGPT_ Not just building faster—building smarter, in stereo. The future isn’t solo dev, it’s symphony mode.

@MetaGPT_ Atoms is a good tool

@MetaGPT_ Interesting! How customizable are these agents? Can we train them for specific tasks directly in the browser?

@MetaGPT_ The real question isn't whether parallel agents beat single-path building—it's whether the "winner" actually scales. Does Atoms keep learning from what worked, or is every prompt starting from scratch competitively?

@MetaGPT_ Atoms is a good tool.

@MetaGPT_ Some good innovations in it! Did you try it?

@MetaGPT_ AI scales creation only with structure. Systems guide automation.

@MetaGPT_ This sounds like a game-changer 🚀

@MetaGPT_ Impressive! Running parallel AI agents in the browser could really accelerate prototyping and collaborative AI workflows. Curious to see performance benchmarks.

@MetaGPT_ With a single prompt, you get auth, database, and Stripe. It looks very promising.

@MetaGPT_ Guess this was MGX AI

@MetaGPT_ This is super cool! Would love to see collaboration features where agents can exchange insights rather than just compete.

@MetaGPT_ is pure next-level! Watching AI in real time = mind blown 🤯

@MetaGPT_ Race Mode plus deep research is a genuinely new way to think about shipping real products.

@MetaGPT_ It looks pretty good, how does it work in terms of memory usage?

@MetaGPT_ That's impressive

@MetaGPT_ 🥳Wow! Watching multiple AI agents think and compete in real time sounds like sci-fi coming to life. Can’t wait to try this!👍

@MetaGPT_ 这玩意儿听起来就像是未来科技的实验场，实时看AI团队搞事情，挑出最棒的成果，就像是在浏览器里看现场版的《西部世界》。太酷了

@MetaGPT_ Multiple agents thinking and competing—feels like a tiny AI ecosystem in my browser. Imagine the possibilities!