Methodology
State the model. Expose the controls. Make the run legible.
Vibe Simulation is not built around a black-box wow moment. It is built around making numerical behavior, runtime constraints, and interaction choices intelligible to the user.
Public claims
| Claim | How the site supports it |
|---|---|
| Reproducibility | Deterministic seeds, stable scene references, and explicit run metadata where available. |
| Verifiability | Reasoning Reels and the standalone verifier create a portable integrity layer. |
| Performance awareness | Heavy labs are isolated from the homepage so the public shell remains fast and readable. |
| Pedagogical clarity | Controls are paired with outcome framing instead of being left as unexplained sliders. |
What this does not claim
- Not certification. Verification features support review and reproducibility, not formal accreditation by themselves.
- Not infinite fidelity. These are browser labs, so each model carries assumptions and runtime tradeoffs.
- Not generic edtech filler. The site is moving away from thin content and toward strong, inspectable lab surfaces.