# Injester

- **Event:** [Nebius.Build SF](https://cerebralvalley.ai/e/nebius-build-sf)
- **When:** Sun, Mar 15 at 9:00 AM – 10:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Placement:** 1st Place
- **Team:** [Benjamin Shyong](https://cerebralvalley.ai/u/BenjaminBear), [Vishal Verma](https://cerebralvalley.ai/u/slowpoison), [Alex Shirazi](https://cerebralvalley.ai/u/phlint)
- **GitHub:** https://github.com/InjesterLol/Main
- **Demo video:** https://youtu.be/ZRyhK3GvtV0
- **Gallery:** https://cerebralvalley.ai/e/nebius-build-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/nebius-build-sf/hackathon/gallery/33

Injester is an AI-native engine that transforms "agent-hostile" websites into structured data interfaces. While the web was built for human attention, our tool bridges the gap for LLMs by stripping 90% of token noise using Tavily and restructuring content via Nebius. Featuring a "Karpathy Loop," the system autonomously iterates to improve task accuracy from $2/5$ to $5/5$. It’s the essential layer for Agent Experience Optimization (AEO).

Link to slides:
http://injester.com/injester.pdf

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Markdown version of https://cerebralvalley.ai/e/nebius-build-sf/hackathon/gallery/33. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt