# Hanuman

- **Event:** [The Recursive Agents Hackathon](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon)
- **When:** Sat, Oct 17 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Jupalli BHAVANAND](https://cerebralvalley.ai/u/Bhavanand)
- **GitHub:** https://github.com/JupalliBhavanand/Astromesh
- **Demo video:** https://youtu.be/lfJ4fsiHX08
- **Gallery:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/9

AstroMesh is a multi-agent simulation and autonomous constellation management platform designed to handle Low Earth Orbit (LEO) congestion using Crusoe Managed Inference.

Core Architectural Pillars
Track 1: Done Means Done: Natural-language goals are converted into machine-enforced Invariant Contracts. An independent Adversarial Verifier Agent stress-tests and audits every proposed trajectory against real-time simulation state before thruster actuation.

Track 2: Shared Brain: A shared Orbital Memory Graph tracks active debris vectors and encounter history. Common prefix prompt structures hook directly into Crusoe's KV-cache infrastructure to eliminate prefill latency for newly spawned agents.

Track 3: Version N+1: An automated Playbook Evaluator Agent conducts post-mortems after each epoch, sandbox-testing mutated policies (Version N+1) against synthetic holdout scenarios to ensure measurable, data-driven self-improvement.

Tech Stack
Inference: Crusoe Managed Inference (optimized for high throughput and low TTFT).

Orchestration: Python asyncio, custom agent topology graphs, and Pydantic validation.

Simulation: Real-time 3D orbital mechanics engine with live fleet telemetry dashboards.

## More from The Recursive Agents Hackathon

- [DoneDone](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/6)
- [Factory N+1](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/7)
- [Immune](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/8)
- [No free wins](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/10)
- [kerngen](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/11)
- [BuzzSaws](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/12)

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Markdown version of https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/9. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt