Inside an AI-Native Company: a behind-the-scenes walkthrough of how autonomous agents run every business function and how they're built
Everyone's talking about AI agents.
Most people are still using ChatGPT like a smarter Google search.
Meanwhile, a new generation of companies is building entire workflows around autonomous agents. Handling research, operations, customer support, QA, recruiting, reporting, and more.
Vibe Camp is a behind-the-scenes look at what an AI-native company actually looks like and how it operates day to day.
Instead of hypothetical demos or Twitter threads, you'll see real examples of autonomous agents running across different business functions, the tools powering them, and the systems that make them reliable enough to trust with meaningful work.
Then we'll go deeper and show exactly how these agents are built.
One featured walkthrough will break down an end-to-end agentic testing and QA system used for product releases, including the workflow, tools, prompts, guardrails, and architecture behind it.
You'll see what's working today, what's still difficult, and how teams are thinking about automation beyond simple chatbots.
What you'll see
Real examples of autonomous agents operating across business functions
How AI-native companies structure workflows around agents
End-to-end agentic testing and QA for product releases
The tools, systems, and processes behind production-ready agents
How teams connect agents to documents, communication tools, and internal systems
Practical approaches for making agents reliable and useful
A live breakdown of how an agent workflow is designed and built
What you'll learn
What makes a company truly AI-native
The difference between AI assistants, workflows, and autonomous agents
How to identify high-leverage opportunities for automation
How to design agents that operate consistently and safely
The tools and infrastructure teams are using today
Where AI creates real business value — and where it still falls short
Hands-On Exercise
We'll wrap up with a guided exercise where you'll map a workflow from your own company and identify how agents could augment or automate parts of it.
The goal isn't to leave with another AI demo.
It's to leave with a practical understanding of how AI-native companies operate and a framework for applying those ideas inside your own business.
What you'll need
A laptop
A paid ChatGPT, Claude, or similar AI account
Basic comfort using browser-based tools
Curiosity and a willingness to experiment
No coding experience required.
Best For
Founders, operators, chiefs of staff, product leaders, marketers, recruiters, executive assistants, consultants, and startup teams who want to understand how AI-native companies are actually being built — and how to apply those principles to their own organizations.
The schedule
5:00–5:30 PM — Arrive, eat, meet people
5:30–7:30 PM — Hands-on workshop + live build
7:30–8:00 PM — Demo time, Q&A, hang out
8:00 PM — Wrap
Meet your teacher, Amir from Humblytics
Amir builds AI-native companies and help operators inside other companies do the same. He is the co-founder of Humblytics — AI-native analytics, attribution, and conversion optimization for marketers and agents. He also runs AI Native Operators — where he trains founders, operators, and people inside companies to become AI-native.
Who's Behind This?
Hustle Commons
Hustle Commons is a no-BS library of the books, articles, videos, and events that move the needle for founders and investors, curated so you don't have to wade through the garbage. Good stuff only. We promise.
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