Own full project lifecycle including client strategy, technical feasibility, budgeting, vendor coordination, and installation execution.

Translate high-level creative vision into engineered systems that meet real-world constraints of cost, durability, and timeline.

Built the operational and financial backbone of a project-based studio business.

Led R&D and production delivery of developer tooling, including GraphRAG retrieval and custom MCP servers for semantic search across COBOL, JCL, and Db2.

Built distributed Elixir based agent workflows to autonomously transform COBOL, high concurrency Rust pipelines for Db2 replication with Kafka and Dolt, and production infrastructure with Kubernetes and Terraform.

Integrated early OpenAI beta LLM models into production pipelines for transcript summarization and semantic extraction, experimenting with prompt design, chunking strategies, and evaluation of output quality.

Implemented ML transcript segmentation and topic change detection to enable structured summarization and improved model performance on long context inputs.