# Kartavya

- **Event:** [Built with Opus 4.6: a Claude Code hackathon](https://cerebralvalley.ai/e/claude-code-hackathon)
- **When:** Feb 10 at 12:00 PM – Feb 17 at 10:00 AM (EST)
- **Where:** Location TBA
- **Team:** [Aayush Gupta](https://cerebralvalley.ai/u/zyushg)
- **GitHub:** https://github.com/ayushgupta4897/early_warning_analyst
- **Demo video:** https://www.loom.com/share/8e28cf99e80549e9b95ee977b073a69f
- **Gallery:** https://cerebralvalley.ai/e/claude-code-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/claude-code-hackathon/hackathon/gallery/77

Every major crisis — Sri Lanka's default, Lebanon's collapse, the Arab Spring — was preceded by weak signals visible months in advance that no analyst caught in time. Traditional early warning systems rely on lagging indicators that confirm crises already underway, and domain-specific models miss the cross-domain interactions that produce the most dangerous cascades. Early Warning Analyst (EWA) deploys five adversarial AI agents powered by Claude Opus 4.6 with real-time web search to autonomously discover, validate, stress-test, and synthesize weak signals of emerging crises for any country. Signals surviving adversarial challenge are grouped into Constellations matched against historical pre-crisis Fingerprints and scored into risk bands. A live streaming dashboard lets analysts watch the agent debate unfold and run What-If scenarios to test hypothetical shocks against the risk landscape.

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Markdown version of https://cerebralvalley.ai/e/claude-code-hackathon/hackathon/gallery/77. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt