# SRawat28

- **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:** [Saraansh Rawat](https://cerebralvalley.ai/u/snickrs2028)
- **GitHub:** https://github.com/snickrscodes/Counterplay-Studio
- **Demo video:** https://drive.google.com/file/d/1IkWzM59zYudpa3uDYfXHYNSDivDL9Ett/view?usp=drive_link
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4746

Players discover ways to win that game developers never anticipated. Understanding those strategies—how they work, when they fail, and what counters them—is essential to building interesting, balanced games.

Counterplay Studio is a strategy-investigation workbench built around that problem. Its goal is to turn strong-agent gameplay into explanations developers can inspect, challenge, and use to ask better design questions.

The working application supports native game execution, interactive replay, rule comparisons, and downloadable evidence. Developers can follow the actual states and actions behind an observation rather than relying on a summary alone.

Alongside the application, an experimental investigator uses Meta’s Muse Spark to propose hypotheses, request native inspections and analyses, and revise its account as evidence arrives. A shared investigation framework supports research in both Breakthrough and microRTS, preserving questions, evidence, revisions, and execution budgets.

The longer-term vision is a research partner that helps developers discover strategic behavior, investigate counters, and understand the consequences of changing a game’s rules. Reliable autonomous strategy discovery remains experimental; the current build establishes the execution, inspection, and evidence infrastructure needed to pursue it.

## More from Meta Global AI Developer Hackathon

- [Abel's Indie Track](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4743)
- [SpatialSparks](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4744)
- [Nik Komarov](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4745)
- [Fagabond](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4747)
- [SpillSight](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4748)
- [Astravahn](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4749)

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