# On-demand: how enterprise AI agents execute work

> Binny Gill & Matt Strathman go under the hood of the Kognitos Brain — origin story, the foundations of agentic process automation, and where the “magic” really comes from.

**Page**: https://www.kognitos.com/videos/ai-agents-in-action-making-sense-of-the-magic/
**Watch on YouTube**: https://www.youtube.com/watch?v=U809ZDBX2wM
**Length**: 56m 23s

## About this webinar

A 56-minute Kognitos webinar that goes technical — not just *what* Kognitos does but *how* the Brain actually works. Hosted by Joe O'Neal and presented by founder/CEO Binny Gill and VP Engineering Matt Strathman, who joined Kognitos from a self-driving car company.

## Topics covered

- **Kognitos origin story**: what drove the technology architecture and the “English as code” bet.
- **Foundations of the Kognitos Brain**: the English-language interpreter at the heart of the platform — how it parses, plans, and executes.
- **Practical applications of agentic process automation**: where APA delivers real ROI today versus where it's still early.
- **Under the hood**: a deeper look at how Concierge generates a plan, how the Brain executes it deterministically, and how the platform combines LLM pattern recognition with symbolic guarantees.

## Matt's framing — self-driving for businesses

Matt describes the company mission in his terms: just as self-driving cars need to combine pattern recognition (vision, sensor fusion) with deterministic safety guarantees, businesses need the same combination for process automation. Pattern recognition tells you what document you're looking at; deterministic rules ensure the resulting action — a payment, a claim, a posting — is correct, auditable, and reversible.

## The opening exception-handling demo

Two minutes in, a Zoom pop-up interrupts Binny mid-sentence. He clicks Later and uses it as the perfect on-stage example: humans are the best exception handlers ever built, machines historically crash on the unexpected, and Kognitos's whole purpose is to make machines behave more like humans on the long tail of business processes.

## FAQs

**Q: Who hosts “AI Agents in Action: Making Sense of the Magic”?**

Joe O'Neal moderates. The two presenters are Binny Gill (founder/CEO, Kognitos) and Matt Strathman (VP of Engineering, Kognitos — previously at a self-driving car company).


**Q: What does the webinar mean by “self-driving for businesses”?**

Matt's framing. Self-driving cars combine pattern recognition (vision, sensor fusion) with deterministic safety rules. Kognitos applies the same architecture to business process automation: LLMs for understanding, a deterministic English-as-code Brain for execution and safety.


**Q: What's the on-stage exception-handling demo?**

Two minutes in, a Zoom pop-up interrupts Binny mid-sentence. He resolves it by clicking Later, then uses it as a live example of the fundamental difference between humans (the best exception handlers ever built) and traditional automation (which crashes on the unexpected).


**Q: Is this webinar more technical than other Kognitos webinars?**

Yes. Joe O'Neal calls it out at the start — unlike shorter Kognitos webinars, this session goes under the hood: the foundations of the Brain, how Concierge generates plans, how the runtime executes English-as-code, and how the platform combines LLM pattern recognition with symbolic guarantees.