BRAIN - AI Applications and Tooling Meetup
19:30 – 21:00
BRAIN: AI Applications & Tooling Meetup
Come share and learn how people are actually using AI in their day-to-day work, whether that's coding, engineering, creative projects, or solving business problems.
We skip the "what is AI" basics, focusing more on practical, real workflows, useful tools, and honest experiences. You don't need to be an AI expert, just curious to learn more.
This month Dr Rob Layton digs into Jev, a new kind of AI model from TypeSafe AI (founded by ex-OpenAI researcher Diogo Almeida).
Where ChatGPT, Claude and other LLMs generate text one token at a time, Jev is what TypeSafe calls a "System One model". You hand it some context and a question, and it hands back a typed decision: a choice, a score, or a yes/no, with a calibrated confidence figure, in roughly 70 to 500 milliseconds. That's 40 to 200 times faster and far cheaper than pressing a chat model into the same job. And because every answer is typed, your software never has to guard against malformed or wrong-type output. Jev can still make a wrong call, but not a type error.
The point is to have a model that can do automation, rather than chat. Instead of getting a response, and then parsing it to make a decision, we get the decision as our answer. With these models we can make thousands of small, fast decisions real software and AI agents make constantly: routing a request, classifying a ticket, grading an answer, gating a risky tool call before it runs. We force chat models to do that job today, it is just awkward.
Rob will also walk through the open-source projects that have sprung up around the idea in months. The main one is Laya, the open System One model Rob runs now. Others include jevcore, a DeepSeek and MCP implementation, and jev-recipes.
What to expect
Main talk: a 45-60 minute feature talk on an emerging AI technology or a unique use-case.
Lightning talks: stand up for five minutes and show how you use AI day to day, or a project you're excited about. Bring your own.
News about BRAIN (the Ballarat Regional AI Network) and future meetups.
Who should come: anyone already tinkering with AI or ready to move beyond the basics. Developers, engineers, creators, and business folks are all welcome. Bring your laptop if you want to try things out.
Hosted by
Dr Rob Layton from BRAIN, the Ballarat Regional Artificial Intelligence Network. Rob has more than 15 years of experience working with AI, leads the Ballarat AI Meetups, and is a highly experienced technology trainer.
This is a collaboration between BRAIN (www.brain.net.au) and the Ballarat Hackerspace. We're planning more sessions, so let us know if you'd like to present your own AI workflow at a future meetup.
Tickets are required, so grab yours and we'll see you there.
New to AI, or after a friendlier intro? Come to the Ballarat AI Exchange instead. See the previous AI Exchange and the next AI Exchange.