John Corbin AI Cred Profile

John Corbin is an IT Director with a background spanning consulting, ethics, design, and writing, focused on multiplying human productivity through intelligent systems. A strong AI practitioner operating in the top quartile of fluency, John builds production-grade agentic workflows rather than relying on one-off prompting. He designed and shipped a multi-module WordPress Contest Engine now operated independently by marketing — removing himself as the bottleneck entirely. His multi-model architecture pairs Claude Code with a custom documentation layer and Codex as a peer reviewer, solving real failure modes like context drift and silent architectural degradation. John applies cross-model auditing, antagonistic prompting, and automated testing via Playwright to verify outputs with principled risk triage. He also leverages AI as a genuine thinking partner, not just a task executor. John brings systems-level thinking and organizational leverage to teams ready to move beyond experimentation into reliable, scalable AI infrastructure.

John Corbin

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