---
title: "AI Operations | Maanav Sunderaraman"
description: "AI Operations work that coordinates tasks, checks results, recovers from errors, and includes human approval."
canonical_url: "https://maanavs.com/capabilities/ai-operations"
markdown_url: "https://maanavs.com/capabilities/ai-operations.md"
---

# AI Operations

AI workflows that coordinate work, check results, recover from errors, and require human approval when needed.

## What the work includes

Maanav defines how an AI system receives work, coordinates tasks, checks results, recovers from errors, and requests human approval.

## Questions this work addresses

- How can an AI workflow coordinate several tasks and preserve evidence, cost limits, and approval?
- Where should an AI system stop and wait for a person?
- How can a failed task restart without repeating approved work?

## How Maanav approaches the work

1. Define the goal and authority before execution begins
2. Check results and prepare a recovery path
3. Require human approval when a decision needs judgment

## Related projects

- [AEGIS: Autonomous Software Build and Delivery](https://maanavs.com/work/aegis). AEGIS turns one plain-language request into a planned, checked, recoverable, and deployable web app.
- [VANTAGE: Executive Briefing and Decision Support](https://maanavs.com/work/vantage). VANTAGE turns updates from separate business systems into approved bilingual briefings, assigned actions, and a traceable decision record.

Contact: [hello@maanavs.com](https://maanavs.com/contact)