# AI Playtest Studio

- **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:** [Timur Salakhetdinov](https://cerebralvalley.ai/u/tsalakhetdinov)
- **GitHub:** https://github.com/TimurSalakhetdinov/meta-ai-hackathon
- **Demo video:** https://www.youtube.com/watch?v=K9RStD75dBM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/515

AI Playtest Studio is a playtesting lab for game managers and analysts. Instead of waiting weeks for real players, a game manager can ask an AI team to play the game and answer two questions: "Where do new players get stuck?" and "Would this new feature actually help?"

Find Bugs: persona bots (an impatient newcomer, a story-guided casual player, an optimiser) play a browser city-builder through the real screen. SAM 3.1 marks what is on screen, Muse Spark decides each click as that persona, and the bots think out loud. The run ends with a report that shows the stuck step, the evidence frames, and a proposed config fix.

A/B Test a Feature: the manager types a feature idea in plain English (e.g. a Harvest Festival that turns food into score). Muse Wonder turns it into a validated config patch, Muse Image draws its emblem, and it ships when he approves it. The same personas then play both variants on paired seeds, and the report gives a measured verdict (positive, mixed or hurts) with per-persona results and, if needed, a reworked version to test next.

Everything runs on schema-validated JSON patches with a human approval gate, deterministic seeds, full telemetry and replayable runs. The game and all assets are original and were built during the event.

## More from Meta Global AI Developer Hackathon

- [Camtoshop](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/512)
- [Smarties](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/513)
- [netmedic](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/514)
- [Iris](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/516)
- [SiliconMind](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/517)
- [ASTRO 6](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/518)

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