AI & Automation

I use AI as an implementation partner to build and operate practical technical workflows rather than as a substitute for understanding the system. My current focus is on agentic workflows, automation, persistent state, tool integrations, validation, and human-in-the-loop controls.

The strongest example is my AI Job Search System, which connects ChatGPT, Gmail, Google Drive, Supabase/Postgres, canonical resume routing, and a Google Sheets dashboard into one persistent workflow.

What I focus on

• Agentic workflow design: breaking multi-step work into clear reasoning, state, validation, and approval boundaries
• Persistent state: keeping durable operational truth outside an individual chat or agent run
• Tool integration: connecting email, documents, databases, dashboards, APIs, and source systems
• Human-in-the-loop controls: keeping consequential actions and unsupported assumptions out of autonomous execution
• Reliability: deduplication, reconciliation, cutoffs, source validation, failure isolation, and recoverable state
• AI-assisted implementation: using ChatGPT, Codex, and Claude Code extensively while testing, iterating, and documenting the resulting systems

Featured AI & Automation Work

AI Job Search System: Persistent Agentic Automation Pipeline

An end-to-end case study showing how the collection, state, reasoning, lifecycle, resume-routing, and presentation layers fit together.

CyberScraper: Cross-Platform Job Intelligence Platform

The earlier local-first automation platform that informed the current separation of collection, canonical state, and agent reasoning. Development of the full platform is paused while the collection layer is redesigned to be much leaner.

Security as a Design Constraint

My cybersecurity background influences how I approach automation: preserve evidence, separate trusted configuration from external inputs, minimize unsupported assumptions, make failures visible, and keep high-impact actions behind explicit human approval.

For security-focused work, browse Security Operations.