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AI Systems Designer &AI Systems Designer &Technical LeadTechnical Lead
Montgomery Pathways

Civic AI Platform

Montgomery Pathways

Dual-interface civic platform for policy simulation and resident navigation. 6 policy levers, 4 time horizons, AI-generated executive briefs. Conviction-aware career pathways powered by live data.

Next.jsFastAPIClaudeGeminiBright DataTypeScriptCSSData AnalysisResearchvercelRailway
Black Core Logic Gate

Molecular Exploration Platform

Black Core Logic Gate

Logic-driven multi-agent framework for molecular exploration in Physical Material Science. Bypasses LLM hallucinations via a Logic Gate architecture integrating RDKit for rigid physical validation.

LangGraphMulti-Agent & Multi-Router OrchestrationPhysics EngineRDKit3Dmol.jsFastAPIReactDockerTypeScriptGeminiMulti-Language
Phantom Trace

Honeypot Intelligence

Phantom Trace

Synthetic Attack Log Analysis with LLM pipelines: Python Faker vs Markov chains, MBTI Attacker Profiling.

Next.jsFastAPIClaudeFakerMathematical LogicData EngineeringData AnalysisVisualizationWebsite DevelopmentCybersecurity
1001 Generator

Narrative Distortion Engine

1001 Generator

Multi-layered Python Faker x LLM story distorting generator in Japanese. Models narrative structure as a two-phase sequential reaction using mathematical formalism.

PythonOpenAIFakerNLPMathematical LogicTypeScriptCSSAI SafetyPrompt EngineeringJapanese
1001 Observatory

Hallucination Collapse Observer

1001 Observatory

Strips away constraints to visualize AI divergence and structural collapse. Captures Objective Misalignment, Overfitting, and OOD as unique artifacts of the model's internal world.

PythonOpenAINLPMathematical LogicTypeScriptCSSPrompt Engineering

About

I build AI systems that sit at the intersection of language, logic, and design. My work spans LLM architecture, multi-agent orchestration, and the interfaces that make these systems intelligible to humans.

As a Technical Lead, I bridge the gap between research and product — translating complex model behavior into actionable engineering decisions, and shipping systems that people actually trust — built around how humans think, not just how models perform.

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