Areas of Expertise
AI / ML Engineering
Building production AI systems: Recursive Language Models with 7 LLM backends, semantic code search with 5 embedding providers, agentic orchestration with subprocess isolation and tool-calling protocols.
Systems Architecture
Hexagonal architecture across Rust, Python, and TypeScript. Typestate FSMs, ports & adapters, type-driven domain design, and compile-time safety guarantees from CLI tools to SDK pipelines.
Full-Stack Development
End-to-end across every layer: Next.js 15 with RSC, Tauri v2 desktop, Leptos/WASM web, Drizzle ORM + libSQL, and 15-crate Rust workspaces with CI/CD quality gates.
Data Science & Engineering
Quantum-inspired symbolic processing with falsifiability testing, DTW time-series clustering, streaming XML parsing, parallel aggregation with rayon, and MLflow experiment tracking.
Featured Projects
Agentic Codebase Navigator
liveProduction-grade Python framework implementing Recursive Language Models (RLM) with hexagonal architecture. Supports 7 LLM providers, 3 execution environments, and agentic tool-calling with subprocess-isolated code execution and TCP broker IPC.
Semantic Code AGX
liveA 15-crate Rust workspace implementing semantic code search with typestate-driven indexing pipeline, 5 embedding providers (ONNX local + API), HNSW/Milvus vector backends, and AST-aware splitting for 8 programming languages via Tree-Sitter.
Semantic Code SDK
liveBun-first TypeScript SDK with hexagonal architecture for semantic code indexing and retrieval. Features Merkle DAG incremental reindexing, hybrid dense + BM25 search, 4 embedding providers, and a Result<T,E> monad for typed error handling.
Siglet Architecture
in-progressQuantum-inspired symbolic processing research framework. Uses DTW clustering and spectral analysis to discover emergent structure in parameter space, with Phase 2 falsifiability testing against 6 null baselines and formal proof gates.
Energy Analyzer
liveFull-stack Rust application for Apple Health data analysis. Built with Tauri v2 for desktop and Leptos/WebAssembly for web, featuring streaming XML parsing, parallel aggregation with rayon, and dual visualization via plotters (SVG) and charming (ECharts).
Latest Posts
Siglet-Qubits: A Framework for Reverse-Mapped Ethical Observables — Part 1: Introduction & Philosophical Rationale
This post introduces the Siglet-Qubit Framework, a new paradigm for encoding ethics into symbolic-quantum substrates, laying the philosophical and practical groundwork for reverse-aligned computation.
Why Most AI Projects Fail (and How to Avoid That Fate)
Why Most AI Projects Fail (and How to Avoid That Fate) - Inspire
Debunking AI Buzzwords: Separating Fact from Fiction
Debunking AI Buzzwords: Separating Fact from Fiction - The Cognitive Archaeology of Hype
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