Architecting Agentic Systems & AI Strategy for the Enterprise

Hi, I'm Jake. I'm a Software Engineer and AI Specialist focused on bridging the gap between complex business logic and production-grade Agentic systems.

Currently, I report to the CEO and Chief Software Engineer at ImagineSoftware, where I lead AI strategy for a multi-eight-figure ARR medical billing platform. My work is centered on building "High-Depth" AI: systems that don't just chat, but perform—automating end-to-end RCM workflows, extracting structured data from unstructured medical documents, and pioneering hallucination-resistant RAG architectures.

My background is a blend of high-stakes discipline and technical execution. From serving as a Combat Medic in the Army National Guard to orchestrating mission-critical software releases at Ally Financial, I've learned that the most successful technology solutions are those that prioritize reliability, data integrity, and measurable commercial impact.

I specialize in:

  • Agentic Workflows: Orchestrating LLMs to automate complex, multi-step business processes.
  • Semantic Data Layers: Building NL-to-SQL interfaces and Knowledge Graphs for legacy enterprise data.
  • Production RAG: Engineering ETL pipelines with verified citation mapping for "Source of Truth" reliability.
  • Cognitive Systems & Decision Frameworks: Designing structured thinking tools that reduce mental friction, sharpen judgment, and translate complexity into clear execution.
A professional headshot of Jake Magri