How I designed a decision layer beneath conversational AI at Amazon to help customers navigate high-stakes purchasing decisions.
I redesigned service discovery and introduced services into search for the first time.
Designing systems that manage multi-package shipments across Amazon’s logistics network.
What happens when sales AI stops advising and starts acting? This prototype explores governance infrastructure for autonomous revenue systems, showing how deterministic replay can reconstruct exactly why an automated forecast decision occurred.
As AI systems begin influencing clinical coding and claim submissions, organizations must be able to reconstruct how those decisions were made months later. This prototype demonstrates execution-layer governance that preserves AI decision artifacts and enables deterministic replay during claim appeals and compliance reviews.
Most generative image systems fail not at creation, but at iteration. This prototype demonstrates deterministic, replayable image edits that treat AI changes as governed executions rather than one-off generations.
