AutonomyAI creates GenAI for teams shipping real products - not prototypes.
Fei, our AI-powered agent, works inside your codebase, reusing your components, following your coding standards, and delivering production-ready code that passes review.
From Figma designs, Jira tickets, screenshots, or plain text, Fei turns requirements into backend-ready code in minutes instead of days—shortening development cycles, scaling output without adding headcount, and never compromising quality or security.
This is the 3rd launch from AutonomyAI. View more

Fei Studio
Product teams plan fast but ship slow because engineering is overloaded. Fei Studio fixes that!
It unifies Design, Product, and Dev into one AI native workflow where PMs, designers, and UX writers can update real products.
Open a screen, request and iterate changes with text or screenshots, and let Fei, our repo aware, component reusing Front End Intelligence, deliver code updates written at senior developer standards, for developer review.
Real changes, real velocity, no dev bottleneck.








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AutonomyAI
🚀 Introducing Fei Studio: Software Creation for Everyone
Hey Product Hunt, Adir here, CEO and founder of AutonomyAI.
Today we are launching Fei Studio, and I could not be more excited to share it with you.
For the past year we have been building autonomous engineering systems that understand context, read requirements, generate and improve code, fix issues, and support full software workflows. Companies use AutonomyAI today to accelerate engineering at a level that feels very close to autonomous.
Fei Studio brings all of that power to the web.
It is our biggest step toward opening software creation to everyone, not only developers.
Why we built it
We kept hearing the same story.
Product teams, designers, ops, and other non technical folks hold the insights that shape what software needs to do. Engineers hold the ability to turn those insights into reality. The handoff between these groups is still slow and painful. Tools got better. The workflow did not.
So we built Fei Studio to close that gap.
With Fei Studio you can bring a requirement, a mock, an idea, or a screen, and instantly collaborate with our autonomous systems to shape features, refine interfaces, and generate production ready code. Product people can express intent. AI turns intent into working software. Engineers guide the architecture and quality.
It feels like the workflow we all wanted for years.
What we believe about the future
We believe the next big shift in software creation is not faster code generation. It is expanding who can participate.
The future looks like this:
• Product and design can shape early versions of features without writing code
• Engineers focus on the highest value decisions
• AI handles the translation work that used to live between teams
• The distance between idea and execution becomes extremely small
Fei Studio is our step toward that future. It makes building feel collaborative, continuous, and accessible.
What’s going live today
We are opening Fei Studio for teams that want to explore autonomous software creation directly from their browser.
If you care about engineering speed, product iteration, or rethinking how software is built, we would love your feedback and support.
Happy to answer any questions here. Excited to show you what we have been working on.
Thanks for checking it out! 🙌
@adir_ben_yehuda Excited to try it
AutonomyAI
🧪 Behind the Scenes of Fei Studio — From the CTO’s Desk
Hey Product Hunt, Tammuz here — CTO and co-founder of AutonomyAI.
This launch means a lot to me because it’s the result of 2+ years of working directly with developers to make sure Fei can truly understand, personalize, and reuse patterns on any codebase. Hitting that level of reliability is what finally allowed us to take the big leap: letting non-technical teammates work with Fei and effectively contribute to the dev team. 🚀
One of the hardest parts was overcoming all the “real world” misalignments that trip agents up:
Figma designs that don’t perfectly match the components in the repo
Multiple components that look identical but behave differently
Legacy variants the agent needs to avoid
Inconsistent naming or one-off overrides
We took what we learned from working with dozens of engineering teams and distilled all of it into Fei’s judgment system — so even in ambiguous or messy situations, Fei chooses the right path.
Another major unlock was decoupling Fei from the developer’s machine. Once everything ran inside Fei Studio, we could finally optimize the entire pipeline for speed without sacrificing the quality we’ve been obsessing over since day one. The result is dramatically faster performance — both compared to where we were, and to most tools in the space. ⚡️
But the part I’m most excited about isn’t just speed.
It’s the shift in who can actually build. Throughout our journey, we kept seeing that the biggest bottleneck wasn’t complexity — it was access. Fei Studio widens the circle of who can safely contribute real production changes, and that feels like a genuine step toward software creation for everyone.
Happy to answer questions — thanks for checking out what we’ve been building! 🙏
Auto-Hashtag API
I love the confidence - startups will pay $85/month for anything. Strike that - per user? 500 ACE Component Context Window must be groundbreaking.
But, why must we have 5+ on our team...?
AutonomyAI
@osakasaul a part of the magic behind Fei is that it updates its component context with every change by any team member, so we want to make sure people use it in a team where it adds the most value (keeping up with changes to components that colleagues make is a weak spot in FE development). If you have less than 5 developers we can definitely talk :)
AutonomyAI
Fei studio is very good - arguably the best - when working within an existing complex code base.
And a team of 5 devs is likely to have that, which means we get to do what we're best at :)
That said, if you'd like to experience it, sign up for the beta and when you see the value, I'm sure we'll find a way to make it work :)
Appreciate the support!
DocDecoder
Very ambitious! Happy to see that code is kept private :)
AutonomyAI
@joshwallerr absolutely, privacy and security have been top of mind since day one. We are SOC II and have a very transparent security and compliance page on our site 🛡️
AutonomyAI
@joshwallerr
Absolutely, this was designed with Enterprise in mind and all the CISO complexity that follows. :)
AutonomyAI
@joshwallerr thank you! it is, we are very strict about it!
I enjoy working with it.
Was super easy to integrate into my existing flows (I used solely Cursor before).
Bonus - Tammuz and the team behind this are super talented and helpful. Pretty easy onboarding and quick to deliver results.
AutonomyAI
@michael_zion Thank you for the support!
I've seen earlier versions and it looks promising, excited to see the new version
AutonomyAI
@nirbenita
It's a massive upgrade. :)
It's a game changer just by power of not living in the IDE and being accessible to the product team.
Highly recommend signing up for the beta and seeing for yourself. :)
Wow, AutonomyAI looks incredible! The idea of PMs making real updates without clogging up dev cycles is game-changing. How does Fei handle complex UI interactions with a lot of custom logic?
AutonomyAI
@jaydev13
Surprisingly well! take a look at the video.
It literally takes a simple basic table and transforms it into a fully functional kanban UI, including custom interactions and features that you don't see often like:
on hover on a user it shows the users other tasks. :) it's wild.
Highly recommend signing up and giving it a try :)