> Markdown version of [/events/world-congress-2026-north-america/sessions/1403-autonomous](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1403-autonomous). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md).

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# Autonomous Infrastructure: Building AI Agents for Global-Scale Capacity Efficiency


- **Event:** World Congress 2026 North America

## Description

Efficiently managing compute capacity is a multi-dimensional optimization problem that has outpaced human-in-the-loop systems. 
This presentation details the development of an agentic ecosystem used to optimize Meta’s global infrastructure. 
We delve into the design of tooling that identifies inefficiencies in workload placement and resource allocation, utilizing AI agents to execute complex rebalancing tasks autonomously. 
We will share the results of these implementations, specifically how we recouped tens of megawatts of power and the lessons learned in building trust in autonomous infrastructure tools. 

## Speakers

### [Gregoire Colin](https://www.wearedevelopers.com/@gregoire-colin)

Data Scientist in Ads Ranking @Meta
### [Tommy Tran](https://www.wearedevelopers.com/@tommy-tran)

Software Engineer at Meta


## Related talks at this congress

- [AI-Powered Incident Triage: How We Built GenAI Agents with MCPs to Automate On-Call Workflows](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1682-ai-powered-incident) — Prakshal Doshi
- [Agents That Own Their Inference: Building Production AI Agents on Dedicated GPUs](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1717-agents-that-own) — Duan Lightfoot
- [Securing AI Agent Infrastructure: Identity, Attestation, and Trust at Scale](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1432-securing-ai-agent) — Abdel Fane
- [Closing the Visibility Gap: Lessons from Safety Critical Agentic Systems](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1408-closing-the) — Vivek Pandit

## Watch remotely

Can’t make it to San José? Watch this session live with Pro. You also get:

- All full videos, bookmarks, and playlists
- World Congress livestreams

[See pricing](https://www.wearedevelopers.com/pricing)

## Links

- [Get tickets](https://www.wearedevelopers.com/world-congress-north-america/tickets)