Interactive Systems
We build to understand. Our research systems are explorable instruments that expose transformations from input to representation to inference.
Bayesian Capability Inference Kernel
Conjugate Beta-Binomial online state filter with non-stationary evidence decay. Observe how the posterior density sharpens its bounds as observations accumulate.
Research insight: Every additional observation updates the posterior belief without asserting unjustified certainty. As α and β grow, the variance shrinks, narrowing the [45%, 91%] interval.
Constant-time algebraic conjugate parameter updates with zero iterative sampling overhead.
Mitigates score lock-in by decaying historical pseudo-counts over idle intervals.
Standardized schema returning mean θ, variance σ², and 90% credible bounds.
Reproducible Datasets & Benchmarks
Synthetic practitioner trajectories featuring career transitions, domain shocks, and burst observation periods.
Cross-mapped competency vectors aligning the South African Department of Higher Education OFO gazette with European ESCO occupational frameworks.