# Forge Builders

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Aryan Bansal](https://cerebralvalley.ai/u/aryanban)
- **GitHub:** https://github.com/Aryanban/aeoforge
- **Demo video:** https://youtu.be/RhqsMjRmBx0
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4494

AEOForge is an open-source Answer Engine Optimization and agent-readiness framework based on Meta Llama 3.2 that performs AEO auditing across the four pillars of Citability, Navigability, Protocols, and Structured Data, sets Set-of-Mark visual coordinates for the grounding of interactive elements, and injects the code of /llms.txt and Schema.org fixes right to the codebase. 

Quantitatively Verified Benchmarks:

 • 98.7% Token Elimination:
Condenses DOMs of 50,000 tokens into 280-token /llms.txt and   565-token agent-spec.json manifest documents.
 • 0.86s Subsecond Crawl Time: 
 Navigating 14 times faster through headless route pruning.
 • 100% Pixel Accuracy: 
Subpixel Set-of-Mark Visual Grounding for computer-assisted agents.
 • 0.27ms Instant AST Patch:
Quick 1-click code injection of Schema.org JSON-LD and manifests.
 • 100% Local Sovereignty:
Inference latency of 7ms(200x faster than cloud LLMs), no cloud costs, and full privacy.

## More from Meta Global AI Developer Hackathon

- [YourCircle](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4491)
- [Nirtuel](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4492)
- [PAPAGEDON](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4493)
- [KANIBAL.ID](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4495)
- [Luffy_akaza](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4496)
- [SafelinkAutoPilot](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4497)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4494. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt