In a nutshell: The whole product loop, from discovery to a merged production PR, as one system that compounds with every merge.
Why do so many companies miss their roadmap? Why does the backlog keep growing, no matter what gets hired or bought? And why are the features customers actually want still quarters away?
It’s a fair moment to ask, because the last year should have fixed this. Nearly every engineering org adopted AI coding agents. The ambitious ones built coding harnesses on their own codebases. Engineers have never produced code faster. And still: the roadmap slips, the backlog grows, the key features wait.
That’s because coding is one seat in the product cycle. Code gets written faster, and everything around it moves at the old speed: knowing what to build, turning it into a spec, verifying it, shipping it, learning from what shipped. Delivery runs through the whole cycle, across teams and disparate tools, and context dies at every seam; no vendor owns the outcome. Atlassian’s State of Developer Experience 2025 found developers spend just 16 percent of their time coding, and half lose more than 10 hours a week to organizational inefficiencies. Engineering got its harness. The product side never got one.
Today we’re launching it.
AutonomyAI announces Autonomous Product Delivery: the whole loop, from discovery to a merged production PR, as one system that compounds with every merge, powered by the Product Harness built inside each customer’s production codebase.
Product teams run it end to end; engineers review and merge.
One turn of the loop
Here’s what a single turn looks like in Fei Studio, on your real codebase:
It starts with a question. ‘Why did activation drop after the UX change?’ Discover Mode researches it across your analytics, support tickets, customer calls, and the codebase itself, and returns a Discovery Brief: findings with cited sources, signal gaps, and suggested next steps.
The brief becomes a spec. Plan Mode turns it into something buildable, mapped to your actual architecture, and carries the brief’s context in, so nothing gets re-explained. Duplicate components and unbuildable asks get caught at the spec, not in review.
The spec becomes code. Build Mode writes the change with your components, your design tokens, your conventions. It boots your actual app, renders the real UI, and validates every state before anyone reviews anything. Designers can point and edit visually with Design Mode.
The code becomes a pull request. Review-ready, in your team’s own standards, in the same queue your engineers already use. Your engineers stay the merge gate: nothing ships you didn’t approve.
And after it ships, the loop keeps going. Ask how the feature is doing, and you get a post-release snapshot: who’s using it, what the feedback says, whether it needs a follow-up. The next steps become the next task, one click back into the loop.
Why it compounds
The Product Harness is what makes this one system instead of five tools. It’s built inside your production codebase, and it learns: your components, your conventions, your customers, how your engineers expect code to be written. Every merged PR teaches it more. Turn one hundred and one is faster and safer than turn one hundred.
That’s the difference between a queue and a compounding system. A queue only grows. This gets better every time you use it.
Marketing Lead
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