# SpaceExplore

- **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:** [Jithendra Puppala](https://cerebralvalley.ai/u/jithendra), [Kavitha V](https://cerebralvalley.ai/u/vkavith), [Sandeep Puppala](https://cerebralvalley.ai/u/SandeepPuppala), [Shreyas Sreenivas](https://cerebralvalley.ai/u/shreyas324)
- **GitHub:** https://github.com/jithendra1798/SpaceExplore
- **Demo video:** https://youtu.be/o22nbD8ZESo
- **Gallery:** https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/40

A rover 20 light-minutes from Earth can't wait for an engineer when its agent fails, so our harness repairs itself. An Explorer agent (Claude Haiku 4.5) drives a rover across a simulated planet with sand traps, dust storms and crater edges. When it has an incident, an Engineer agent (Claude Sonnet 5) reads the telemetry and the Explorer's own reasoning, diagnoses the root cause, and proposes a typed patch to the harness: rules, code-enforced guardrails, tool access and memory policy. The patch is kept only if it passes an immutable constitution and beats the current version on held-out planets it never trained on. Unsafe or unlucky patches are rejected in public: in our runs the constitution rejected a patch that raised the average score but killed a rover the baseline had kept alive. MongoDB Atlas holds the whole loop. Change streams wake the Engineer on each live incident, Atlas Vector Search with Voyage AI embeddings recalls past lessons, $geoNear finds nearby hazards, a time-series collection stores telemetry, and versioned documents hold the harness history, including every rejected patch.

## More from The Harness Engineering & Model Wrangling Hackathon

- [Kiara](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/37)
- [Downshift](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/38)
- [Tony](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/39)
- [Context Plane](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/41)
- [Pensieve Core](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/42)
- [Reflex](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/43)

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Markdown version of https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/40. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt