Architecting Autonomous AI Systems & Production Pipelines.
With 9+ years across software engineering and a Master of Information Systems from Cleveland State University, I bridge theoretical generative AI into dependable enterprise software. Specializing in multi-agent orchestration, high-signal RAG architectures, and developer tooling.
Systems Engineering in Action
Click through real architectural blueprints implemented across Sandy's enterprise roles and open-source tools.
A stateful agent graph where specialized worker agents plan, execute tool actions, cross-examine intermediate outputs, and verify hallucinations before committing changes.
Classifies user intent, injects system instructions, and assigns execution budget.
Published Open Source Tools
Gittxt
AI-Ready Git Repository Extractor & Token Optimizer
A published PyPI CLI utility designed to fetch, parse, and structure text-based files from Git repositories, optimizing them for seamless, high-density ingestion into LLM context windows (Claude 3.5 Sonnet, GPT-4o, Gemini).
ollama-scout
Hardware-Aware Local LLM Recommender & Hardware Benchmarker
A Python CLI tool that scans your local GPU VRAM, CPU architecture, and system RAM, then recommends perfectly sized Ollama models grouped by practical use cases, complete with interactive guided selection.
Audionomy
Autonomous Audio Dataset Management & Spectral Visualization Engine
An end-to-end dataset curation and visualization platform built specifically for AI speech researchers and machine learning developers to manage, inspect, annotate, and export audio training datasets.
Looking for ChatAudit, LinkedIn Post Studio, YTGrid, or Metadata Cleaner?
Browse all 9 production tools, privacy utilities, and data dashboards in the full project catalog.