AI Builder Online Office hours
AI Builder Online Office Hours
Building with AI is easier to start than to finish.
Maybe you’ve built a prototype but aren’t sure how to deploy it. Your agents aren’t behaving as expected. Or your product works, but you’re struggling to find your first users.
Bring your question to MLAI’s free online office hours. We’ll work through real projects, blockers, and decisions together, with input from host Callum Holt and other people building with AI.
How it works
Submit your question when you register. A specific question—and a little context about what you’ve tried—helps us prepare.
Join the conversation. We’ll use submitted questions to help organise the session, with room for questions that come up live.
Work towards a next step. The aim is to leave clearer on what to try, test, or decide next.
There’s no presentation or fixed curriculum. We’ll cover as many questions as time allows; some problems may need a deeper follow-up.
What can I ask about?
Anything related to building and bringing an AI product into use, including:
Choosing models, tools, or APIs
Agents, automation, context, and memory
Architecture, integrations, debugging, and deployment
Validating an idea and finding your first users
Pricing, positioning, and customer conversations
Finding collaborators or technical help
Who is it for?
Founders, developers, product people, business owners, and anyone experimenting with AI. You don’t need to be a software engineer or have a polished product.
No question this week? You’re welcome to listen, learn, and contribute to other people’s questions.
Your host
Callum Holt is a full-stack software engineer working at an AI startup and the tech lead at MLAI. His background spans building businesses, sales, marketing, operations, and automation.
Bring what you’re working on—and wherever you’re stuck.