$ ls ~/projects --sort=date

< Projects />

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

21 total
STATUS:
ALL ACTIVE WIP COMPLETED ARCHIVED
TYPE:
ALL Research (21) Tools (11) Systems (11) AI/ML (11) Blockchain (3)
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
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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
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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
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PRIVATE ACTIVE
Research

merkle-GPT

Applying cryptographic Merkle trees to LLM weight management: 520-823 MB/s build speed, 0.42% storage overhead, 50-68% …

Python PyTorch SHA-256 SQLite +2
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ACTIVE
Research

encRec

Trie-routed recommendation under encrypted features for privacy-preserving ML

Python PyTorch DeepFM DLRM +1
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PRIVATE ACTIVE
Research

LinkerLLM

Multi-model LLM serving system with weight section sharing inspired by runtime linkers

Python PyTorch CUDA Transformers
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PRIVATE ACTIVE
Research

Emotional-Aware-Reasoning

Audio-augmented emotion-aware language models with cross-speaker generalization

Python PyTorch librosa Transformers +1
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nanoZkinference
PUBLISHED ACTIVE
Research

nanoZkinference

A zero-knowledge proof system for verifiable LLM inference using Halo2 IPA: 6.9KB proof per layer (O(1) size), 22ms ver…

Python Rust (Halo2 PyO3) GPT-2 +3
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PRIVATE ACTIVE
Research

Belief-Dynamics

Proving that standard multi-agent LLM consensus is mathematically broken under adversarial conditions, and proposing Or…

Python Ollama Cloud API TruthfulQA GSM8K +2
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