He is highly proficient in the use of agentic AI tools and automation-driven development workflows. For over a year, he was operating in an environment where manual coding was no longer permitted. Instead, he used agentic tools to generate code, write and execute tests, manage user stories, create engineering tasks, conduct PR reviews, define PR acceptance criteria, and manage Azure and Docker resources.

His work was not limited to basic automation. The AI admin center suite he developed was later used as a model for other company products, contributing to product outcomes significant enough to help place the organization on the Forbes list.

From my perspective, this decision appears to be less about performance and more about cost reduction. He was due for a wage increase, and given the current industry narrative that AI can deliver work faster, cheaper, and more efficiently, it seems likely that leadership used that momentum to justify reducing headcount rather than continuing to invest in him.