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# Chilarai M
CTO at Swytchcode building API execution infrastructure and human-in-the-loop controls for AI.

## About

Chilarai Mushahary builds API execution infrastructure for AI agents. As the CTO and co-founder of Swytchcode, he focuses on making autonomous actions reliable when they touch real-world business systems.

He spends most of his time solving human-in-the-loop controls. By binding human approvals to specific operations, he prevents agents from altering critical details—like changing a $5,000 payment to $50,000—if a workflow retries hours later. His talk on binding approvals to agent actions breaks down how to validate authorization at execution time.

Swytchcode is part of Berkeley SkyDeck Batch 22.


## Upcoming Sessions

### Conference India 2026 · November 25, 2026
Bengaluru, India
- [What Did the Human Actually Approve? Binding Approval to AI Agent Actions](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2063-what-did-the-human) · 30 min





## Links

- [X](https://x.com/chilly5476)
- [LinkedIn](https://www.linkedin.com/in/chilarai/)