Writistic Studios

Game design and tools by Pratham Prateek Mohanty. We build the Blossom Bifurcation Mechanism: an open, free alternative to gacha mechanics where players pay for regret-free convenience, never for luck.

Open sourceMIT licenceAnti-gachaResearch + code + demo

🌸 Blossom Bifurcation Mechanism

🎮Live demoMove the sliders and watch the trained model score a player in your browser. 🧠Threat model5-model MLP ensemble (7-16-8-4-1) that scores meta-gaming 0 to 1. 📊Dataset30,000 simulated player sessions with 7 behaviour features. 💻GitHubCode, scoring API, and all six developer guides (Unity, Ren'Py, Unreal, custom engines). 📄Research paper V5.0The full mechanism. DOI 10.5281/zenodo.23180849, CC BY 4.0. ⚡Hosted APIFree, always-on scoring API: /api/score and /api/permutation.

How it works

Story branches→Player pays to rewind (Fate Reversal)→Model watches for pattern-probing→Probers get more randomization→Casuals get consistency

Randomization by threat score

Honest status

The model is a working prototype trained on 30,000 simulated players, because no real player logs exist yet. Held-out accuracy on simulated players is 89.2% (ROC-AUC 0.946). It is near chance on sneaky player types it never saw in training. Retrain on real beta data before relying on it. See the model card for all numbers.