Oracle Governor, Rank Governor, and the Atlas
Intelligence that binds theory to production. The governance layer classifies data on arrival, assigns verdict classes, constrains rank precision, and ensures every operation stays bounded and predictable.
Oracle Governor
The Oracle Governor classifies the structural form of every piece of data on arrival. It examines smoothness, separability, and dimensional structure to determine how the data should be decomposed and stored.
Informed by the Atlas: 894 entries, 92 rules
Governable: Highly structured, decomposable.
Compressible: Good compression with minor loss.
Conditional: Compression depends on context.
Weak: Limited structure, marginal benefit.
Rank Governor
The Rank Governor constrains the internal dimension of QTT cores. It enforces a precision budget that balances compression ratio against computational cost. Higher rank budgets preserve more detail; lower budgets prioritize speed and memory efficiency.
Enforce Rank Bounds
Set minimum and maximum internal dimension for QTT cores.
Monitor Memory Pressure
Track VRAM utilization and adjust precision dynamically.
Adapt Precision
Adjust compression factor based on runtime conditions.
Canonical Data Atlas
The Atlas is the empirical foundation for governance decisions. It classifies workloads across four axes (data structure, task type, tensorization ordering, algorithm choice) and provides the evidence base that informs Oracle verdicts.