
Preston H
Custom AI Automation Developer
Skills

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Work experience
Founder & Developer
Self Employed • Self-employed
Oct 2025 - Present • 9 mos
Founder and sole developer of Ironclad OS, a multi-agent AI system built for automated research and decision-making. Designed and built the full architecture: multiple specialized AI agents working together, a calibration layer that measures how often the system's confidence actually matches real outcomes, and a risk-managed sizing system that scales decisions based on that calibrated confidence rather than raw model output. Deployed and maintained the system end to end, infrastructure, data persistence, and cost optimization for running multiple AI agents in production. This same discipline, testing every system against real outcomes before trusting it, carries directly into the custom AI agents built for clients: nothing ships until it's been tested against real examples of the actual task it's automating.