Dyzen AI
HumbleFlow: neurosymbolic reasoning with ASPIC+ argumentation, lattice Datalog, and five-layer LLM grounding. The system says "I don't know" when the knowledge base doesn't cover a query. Every claim carries provenance, epistemic status, and calibrated confidence.
Basher: CG + AI rendering with deterministic control. 3D geometry pre-visualization before any AI touches the output. Controlled diffusion. Temporal consistency.
Three-module closed loop: intelligence engine scrapes and analyzes competitive landscape, creative engine renders director-led AI content, optimization engine deploys and measures. Each cycle tighter than the last.
Every layer inspectable, editable, re-runnable. You hear the bass is wrong. You look at the code. You change the note. You re-render just the bass. Drums, melody, pad don't move.
Nine passive checks from Indian epistemology. Four lenses: diagnose, design, review, recover. Growing catalogues of error patterns, invariants, and lifecycles that compound across sessions.
A graduated practice space for human connection. AI partners that push back, matched humans who are also practicing, real-world challenges that transfer skills to life.
Not a destination. A bridge. The gap between screen and world is growing. This is the bridge nobody built because retention metrics punish products that let people leave.
A unified theory connecting metaphysics, epistemology, geometric deep learning, and self-referential computation. The Jacobian determinant is the uncertainty sensor. Flow inversion is cognitive reset. Not interpretability bolted on — awareness built into the geometry.