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Founder story · AI engineering, solution architecture

Jesse Davies came with a startup idea. He left knowing he wanted to help other founders

“The SMEC AI Pathfinder program definitely helped me find my true path… I had ideas about what I wanted to be able to progress and do, and then that got basically just thrown out the window…”

Jesse Davies
Jesse DaviesSolution Architect, Agentic Labs

In their words

Hear from Jesse Davies

What AI Pathfinder changed0:56
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The SMEC AI Pathfinder program definitely helped me find my true path, so I came in there a bit cocky thinking I was going there with my startup idea. I've worked on multiple startups before, just as co-founder. This was my first time going in there as a solo founder. It was definitely a really good mix of people with different backgrounds as well. I'm quite technical, but there was other people there like equally as technical and quite far along in their careers. There were some people that were very green in the founding space, or just had an idea that they wanted to be able to explore and progress. I had ideas about what I wanted to be able to progress and do, and then that got basically just thrown out the window when I realised my passion isn't for driving my own startup, it's for helping others. The best thing about the SMEC AI Pathfinder program was it led me to basically my dream career and a position at Supabase.


Solo founder

how he came into AI Pathfinder, after working on startups as a co-founder

Government & startups

where he has taken his AI and data-engineering contract work

Lasting friends

founders from the program he still stays in contact and works with


An architect who wanted to build

Jesse Davies is a solution architect in Adelaide. He contracts out to government agencies and startups, helping them put AI to work: "kind of any AI solution that they want, or data engineering, or any kind of AI development really."

So I've been a solution architect for seventeen years, and I set up Agentic Labs to be able to help people learn AI as well as being able to implement some cool solutions.
Jesse Davies, Solution Architect, Agentic Labs

Where the months went

He decided to build out his own skills in AI, and set time aside to do it properly. He took out a subscription to an AI coding tool and started building.

He worked to the limits of the tool, "setting alarms every five hours when I'd hit my little usage caps". Then the building turned outward: "I would just keep building and keep building and keep building and that's… then I just started doing it for other people."

So I went in there and got my Claude Code subscription, started just building out stuff. And then, by the end of it, six months had gone.
Jesse Davies, Solution Architect, Agentic Labs

Standing up a solution

Asked about results, he does not reach for a number. "That's a hard one," he says. What he describes instead is the work: hands-on AI engineering, and helping founders get from an idea to something real.

He sees AI changing the work of a solution architect. It lets you "develop at scale", he says, and "push boundaries as far as the technology and the actual impact that you can make to the broader community."

I guess mainly what I focus on is a lot of the AI engineering and development, so being able to go in there and actually stand up a solution or helping founders be able to take their dream and actually turn it into something of substance.
Jesse Davies, Solution Architect, Agentic Labs

A solo founder for the first time

He came to AI Pathfinder with a plan of his own, "going there with my startup idea". He had been part of startups before, but never on his own.

I've worked on multiple startups before, just as co-founder. This was my first time going in there as a solo founder.
Jesse Davies, Solution Architect, Agentic Labs

Out the window

The plan did not survive the program. Partway through, he realised he would rather support the other founders and help them build than push his own startup.

He puts it more plainly later in the interview: "My passion isn't for driving my own startup. It's for helping others."

I had ideas about what I wanted to be able to progress and do, and then that got basically just thrown out the window when I realised that I… rather, I guess, supporting other founders and actually being able to help them build out, not as a co-founder…
Jesse Davies, Solution Architect, Agentic Labs

From breakout rooms to demoing

Group sessions were not his natural setting. "I went in there thinking that I don't usually do this kind of thing," he says. The first breakout rooms left him wondering what he was doing there.

The room helped. He describes "a really good mix of people with different backgrounds": founders as technical as he is, and others who were "very green in the founding space". His summary: "we learn off each other."

But it grew on me, and by the end of the program I was actively participating, demoing and really engaged.
Jesse Davies, Solution Architect, Agentic Labs

A different path

He came in to build his own startup. He left with a clearer idea of the work he wants to do, and he credits the program with what came next.

I mean, the best thing about the SMEC AI Pathfinder program was it led me to basically my dream career and a position at Supabase.
Jesse Davies, Solution Architect, Agentic Labs

The impact

What changed for Jesse Davies

  • A shift in focus from building his own startup to supporting other founders as they build theirs

  • From avoiding group sessions to actively participating and demoing by the end of the program

  • Friendships with other founders from the program, whom he still stays in contact and works with

  • A new role that he credits the program with leading him to: "my dream career"


“If people were sitting on the fence, not knowing if they should do it or not, I can only say good things about the program. For someone that doesn't actively go out of their way to network and meet people, I've made some lasting friends with some of the other founders that were part of the program that I still stay in contact and work with to this day.”

Jesse DaviesSolution Architect, Agentic Labs

Your eight weeks start here.

AI Pathfinder is a free eight-week program for Australian founders and SMEs building with AI, funded by the Australian Government. You get a live workshop and office hours every week, plus a cohort of founders at the same stage as you.