Insight certainty 4/5 debate potential 2/5

Automating software engineering requires replicating full developer workflows

Mukund Jha · AI Is Unlocking Millions Of New Builders · Y Combinator · Mar 16, 2026 · at 7:16

Mukund Jha, co-founder of Emergent, explains why building production-ready AI coding tools requires full-stack infrastructure beyond front-end prototyping.

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“Our key insight was that to automate all of software engineering, you will have to build a platform that replicates what best engineering team do, like code reviews, automated testing, debugging, deployment, security, hosting.”

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More from Mukund Jha

Assertion Not checkable as stated
Mukund Jha: Emergent invented multi-agent paradigms before academic papers were published
“There was a time when we sort of invented the multi-agent system. We invented memory. We invented like, how do we do agent to agent communication? How do you scale up test time compute? A lot of those things which like were sort of coming out, like we would di…”
Mukund Jha Mar 16, 2026 ▶ 3:44 AI Is Unlocking Millions Of New Builders · Y Combinator
Insight
Mukund Jha: Solving verification enables full automation of software engineering
“If you can solve for verification, which is essentially, you know, you can solve the testing part you can actually automate all the software engineering. That was sort of our key insight that like, you know, verification is the loop, which sort of keeps agent …”
Mukund Jha Mar 16, 2026 ▶ 2:27 AI Is Unlocking Millions Of New Builders · Y Combinator
Insight
Adding deep developer power after building simple UX is structurally difficult
“And I think fundamentally it's like, unless you start from, you know, a starting point, which sort of solves all of these problems along the line, the whole software development life cycle, it's actually really hard to come from the other side and solve these …”
Mukund Jha Mar 16, 2026 ▶ 14:34 AI Is Unlocking Millions Of New Builders · Y Combinator
Assertion Not checkable as stated
Emergent tools enable one engineer to replace a five-person development team
“We also are internally seeing like the role sort of combining. So like a PM, a designer engineer, like a single person is doing, you know, like work of all three together, right? So like we have a PM who's By coding internally things. And recently like we so w…”
Mukund Jha Mar 16, 2026 ▶ 17:44 AI Is Unlocking Millions Of New Builders · Y Combinator
Prediction Not checkable as stated
Mukund Jha: Foundation AI models will become completely commoditized
“Most of these models are going to get, get really, really commoditized, like, where all of these models will have similar behaviors they'll have, you know, price, price competitiveness between them”
Mukund Jha Mar 16, 2026 ▶ 33:35 AI Is Unlocking Millions Of New Builders · Y Combinator
Assertion Not checkable as stated
Emergent lowers custom software development costs from $500,000 to $5,000
“And if you look at the price point that, you know, we are bringing down, it would have cost you like 500,000 dollars to build the software. Now you can build it for 5000 dollars completely on your own.”
Mukund Jha Mar 16, 2026 ▶ 34:35 AI Is Unlocking Millions Of New Builders · Y Combinator
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