Scratchpad
What I’m tinkering with and exploring right now.
Avoiding the Blank Canvas when Prompting
Exploring how prompt-based systems can improve recognition over recall when scanning esoteric data sources
Contextual Assistance — Smart Book Builder
Testing how to introduce powerful AI tooling at the moment it becomes relevant — without blocking momentum or hiding real complexity.
Contextual Assistance — Books
Exploring how AI and good product design can surface better next steps without feeling like marketing, upsell, or interruption.
Surfacing Insights: Balancing Signal and Noise
I explore how agentic AI works behind the scenes to combine signals across a GRC platform, suggesting next-best actions that go beyond what a standalone risk view can provide.
Risk Heatmap: Progressive Disclosure Without Breaking Trust
I unpack a stable but constrained GRC pattern and apply clearer scannability, stronger information prioritization, and progressive disclosure to a high-density enterprise risk heatmap.
Rethinking Risk Visualization Patterns
An exploration of alternative patterns for visualizing enterprise risk data beyond traditional heatmaps.
Onboarding Patterns without the Bloat
A lightweight exploration of owned onboarding patterns and the tradeoffs of building versus buying in enterprise products.