$ ls ~/projects --sort=date

< Projects />

Building the future, one commit at a time. Here are some of my open-source projects and research work.

57 total
ACTIVE
AI/ML

IntegriRef

Accepted at NLPCC 2026. The first citation verification system that goes beyond existence checking to full semantic cla…

Python DeBERTa-v3 SciBERT ONNX +2
PRIVATE ACTIVE
AI/ML

RecCache

ML-aware caching for recommendation systems: 45% cache hit rate, 85% latency reduction on hits, and under 3% NDCG degra…

Python PyTorch Redis online K-Means +1
PRIVATE ACTIVE
Research

CrystleLLM

Quotient space reasoning for LLMs: identifies 64-72% semantic redundancy and reduces token usage by 26.8%.

Python vLLM GSM8K MMLU +4
ACTIVE
AI/ML

DeltaCache

KV cache optimization achieving 10-16x faster warm latency vs vLLM, validated across 84 tests on TinyLlama, Mistral-7B,…

Python vLLM PyTorch Prefix Trie +1
ROA-LLM
PUBLISHED ACTIVE
Research

ROA-LLM

A systematic security study formalizing Persistent Semantic Entities (PSEs) as a new attack surface in tool-augmented L…

Rust (PyO3) Python 15 LLMs from 7 vendors Factorial Ablation Design +1
EdgeCloud-Reasoning
PUBLISHED ACTIVE
Research

EdgeCloud-Reasoning

Mechanism-designed belief aggregation for edge AI: VCG-based truthful elicitation achieves lower false negative rates t…

Python Mechanism Design DeepSets Transformer
PRIVATE ACTIVE
Research

EBM-Market

An energy-based / density-based risk modeling framework that challenges the anomaly=risk assumption in ML: GMM density …

Python scikit-learn (GMM) CatBoost FRED API +2
ACTIVE
Research

AgentMesh-STM

The largest empirical study of MARL coordination strategies applied to LLM multi-agent systems: 3,400+ episodes across …

Python OpenAI API Ollama MARL Algorithms (VDN/CommNet/QMIX/COMA) +1
Universe-Routing
PUBLISHED ACTIVE
Research

Universe-Routing

A 465M-parameter fine-tuned router that classifies queries into 7 distinct epistemic universes (frequentist, Bayesian, …

Python Qwen-1.5-0.5B HuggingFace Transformers Fisher Information +1