# CLEVERS

- **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:** [Imran Khadeer](https://cerebralvalley.ai/u/Asta_07)
- **GitHub:** https://github.com/Imrankhadeer/Ternline.git
- **Demo video:** https://www.youtube.com/watch?v=8a83HSSgh0s
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4053

Ternline is an open-source threat detection and investigation engine built for distributed microservices.

THE PROBLEM:
Modern attacks hop across multiple microservices (e.g., API Gateway → Worker → Database), making them invisible to siloed log monitors. At the same time, putting AI directly on high-speed log ingestion is impossible due to latency (>500ms) and cost.

WHAT IT DOES:
Ternline solves this with a two-track architecture:

1. Fast Track (Line Rate): Evaluates incoming telemetry in <1ms using atomic Redis Lua scripts to correlate multi-hop attack chains in real time, with zero LLM overhead.
2. Deep Track (On-Demand AI): When an incident is flagged, Meta Muse Spark analyzes the cross-service trace, formulates root-cause hypotheses, and proposes new detection rules.
3. Verification & Self-Hardening: An automated auditor verifies all event citations against database ground truth to eliminate hallucinations, while a replay engine backtests proposed rules against historical traffic before hot-loading them into production.

## More from Meta Global AI Developer Hackathon

- [Heavenly Technologies Open Source](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4050)
- [BonSafar](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4051)
- [Kitsa](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4052)
- [Agentic Corporation](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4054)
- [Dreamwalk](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4055)
- [WonderLab](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4056)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4053. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt