Backend & cloud
In progressAI-assisted Enterprise Modernization
I plan technical discovery and a representative POC for a legacy enterprise system moving toward .NET 10 and ASP.NET Core, with existing business behavior as the starting point.
The workbench / Projects & experiments
Work, with context.
What I’m building, what I’m investigating, and where each project stands. A collection of implementations and open questions.
6 projects
AI & developer tools
Experimental projectDevAgent CLI
A Python CLI that separates command handling, orchestration, file operations, prompts, and model interaction, with trace output for inspecting each step.
AI visibility
Ongoing experimentAI Visibility Lab
Using this site to study identity consistency, content evidence, and discoverability in AI search. The first saved search answers establish a starting point for observing how the public record is understood.
Backend & cloud
Research & simulationCloud-hosted Research & Simulation
A personal quantitative research program deployed to GCP, with simulation and operational validation in progress. The focus is deployment, execution, and reproducible records.
AI & developer tools
Documented implementationSocial Trend Analysis Workflow
A Python proof of concept that separates social data collection, text preparation, embeddings, clustering, and topic summaries into an inspectable workflow.
AI & developer tools
Documented implementationVoice Synthesis Workflow with GPT-SoVITS
A GPT-SoVITS integration study that organizes reference audio, transcription, configuration checks, inference, and a Gradio demonstration interface.
Keep the conversation going
Let’s compare notes.
AI-assisted engineering, backend systems, or an interesting question.
I’m always happy to exchange perspectives.