$ ls ~/projects --sort=date

< Projects />

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

18 total
STATUS:
ALL ACTIVE WIP COMPLETED ARCHIVED
TYPE:
ALL Research (19) Tools (10) AI/ML (10) Systems (9) Blockchain (2)
// Research
ACTIVE
Research

IR-KG-LLM-Alignment

Historical narrative conflict detection using BM25 + knowledge graphs + belief graph reasoner, submitted to IJCAI-ECAI/…

Python Knowledge Graphs BM25 LLMs
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// Research
ACTIVE
Research

EasyWorldModel

Uncertainty-calibrated residual world models with 18% lower prediction error and deep ensemble uncertainty decompositio…

Python PyTorch Hydra
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// Research
ACTIVE
Research

EdgeRoutingICML

Guardian-Analyst two-tier edge intelligence with sub-2ms HMM routing on Jetson Orin Nano.

Python HMM TinyLlama
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// Research
ACTIVE
Research

Interruptr

Multi-agent C/C++ vulnerability detection achieving ~96% detection rate vs Cppcheck 12%, with 95% cost reduction vs GPT…

Python AutoGen LangGraph
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// Research
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
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// Research
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
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// Research
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
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// Research
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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// Research
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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