Universe-Routing
A 465M-parameter fine-tuned router that classifies queries into 7 distinct epistemic universes (frequentist, Bayesian, …
Building the future, one commit at a time. Here are some of my open-source projects and research work.
A 465M-parameter fine-tuned router that classifies queries into 7 distinct epistemic universes (frequentist, Bayesian, …
Applying cryptographic Merkle trees to LLM weight management: 520-823 MB/s build speed, 0.42% storage overhead, 50-68% …
Trie-routed recommendation under encrypted features for privacy-preserving ML
Multi-model LLM serving system with weight section sharing inspired by runtime linkers
Audio-augmented emotion-aware language models with cross-speaker generalization
A zero-knowledge proof system for verifiable LLM inference using Halo2 IPA: 6.9KB proof per layer (O(1) size), 22ms ver…
Proving that standard multi-agent LLM consensus is mathematically broken under adversarial conditions, and proposing Or…
Fisher Information-guided adaptive knowledge distillation framework implementing 12+ distillation methods
Intelligent driving decision framework combining LLM reasoning with physics models for 4500x faster decisions