# APA

- **Event:** [The Harness Engineering & Model Wrangling Hackathon](https://cerebralvalley.ai/e/mongodb-nyc-hackathon)
- **When:** Sat, Sep 26 at 9:00 AM – 10:00 PM (EDT)
- **Where:** New York, NY
- **Team:** [Yusri Ilza Sania](https://cerebralvalley.ai/u/ilzasania), [Muhammad Farhan Fadhilah](https://cerebralvalley.ai/u/farhanfadhilah25), [Ferdi Fadillah](https://cerebralvalley.ai/u/Ferdi)
- **GitHub:** https://github.com/MFarhanFadhilah/adaptive_penetration_agent
- **Demo video:** https://youtu.be/4PJJSilWMZ0
- **Gallery:** https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/3

Adaptive Pentesting Agent, is an autonomous AI agent designed to resolve the token overload and context bloat found in existing open-source penetration tools like PentAGI. While current tools retain extensive memory and monitor costs, they lack a feedback loop, meaning they store all outputs without discerning successful strategies and fail to prevent token costs from escalating as tasks grow.

## More from The Harness Engineering & Model Wrangling Hackathon

- [Shibboleth](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/1)
- [Vision](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/2)
- [SubmissionAI](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/4)
- [Self-Evolving Chip-Design Harness](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/5)
- [Hindsight](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/6)
- [Continuum](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/98)

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