# Wildcats

- **Event:** [Agentic Memory & Context Engineering Hackathon](https://cerebralvalley.ai/e/mongoDB-hackathon)
- **When:** Sat, Oct 11 at 9:00 AM – 10:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Akshay Aralikatti](https://cerebralvalley.ai/u/akshayArali)
- **GitHub:** https://github.com/AkshayArali/incremental_retreival_cache_seed
- **Demo video:** https://youtu.be/CFrBvBi565o
- **Gallery:** https://cerebralvalley.ai/e/mongoDB-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongoDB-hackathon/hackathon/gallery/73

A dynamic cache that remembers what’s already been retrieved and adds only delta context when the query changes. Incremental Retrieval Cache (IRC) cuts retrieval+LLM tokens by ≥50% vs. full RAG/turn.

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Markdown version of https://cerebralvalley.ai/e/mongoDB-hackathon/hackathon/gallery/73. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt