Interesting Work - LLM Systems Automation
I am seeking work centered on ambitious projects where automation enables transformational improvements in performance.
My primary focus is the automation of systems and workflows—structuring processes so they can be solved more effectively by automated systems, particularly LLMs, than was previously possible. This includes automating processes that LLMs can execute faster, more consistently, or at a scale that would be impractical through traditional approaches. Automation of code generation and specification-to-code pipelines is not the objective, but an accelerant: a way to increase execution capacity and shorten the path from intent to outcome across the entire project. I believe agent-based coding systems represent the next generation of software development.
I am particularly interested in problems LLMs cannot solve: ambiguous problem definitions, unclear constraints, edge cases, and system-level interactions that require human judgment and engineering discipline. My role is to resolve that ambiguity, impose structure, and encode the reasoning so these problems become solvable by LLMs going forward, reliably and predictably.
By concentrating on system automation and ambiguity resolution, I maximize my contribution by improving time-to-solution, increasing execution capacity, and expanding the class of problems that can be effectively handled by automated systems over time.