Information‑theoretic and thermodynamic framework for LLM hallucinations, structural error correction, pretraining guarantees.
ALGORITHMS // SYSTEMS // INFRASTRUCTURE
We design and deploy
high‑performance ML systems
for the hardest problems.
Reliable, optimized algorithms from first principles: event‑driven coordination, reactive, and conflict‑aware
. Built with precision in the open for maximum visibility.
PROJECTS
Distributed Linear Algebra Processor for resilient control—bridging symbolic structure with numerical throughput.
Precision‑Scaled Orthogonal Exploration on irregular arrays, robust, sparse recovery with coherence awareness.
Experiments and tests for one‑pass semantic unfolding (Meta‑ND) with progressive gating and calibrated thresholds.
Efficient scoring for monotonic structure in large signals—sublinear heuristics for quick discrimination.
Investigations of emergent complexity driven by constraint structure—useful priors for robust ML systems.