Welcome to Amber’s brain.
I design products where people must understand system states, navigate restricted or incomplete information, and then decide what to do next. My work spans security systems, developer tools, regulated finance, AI decision support, and complex enterprise products.
| Related to | Security UX · Operator workflows · Dev tools · Access boundaries |
|---|---|
| What it shows | Restricted visibility, permission based actions, verification, prioritization, escalation, recovery, and handoff states for military operators working with incomplete and rapidly changing information. |
| Proof | 5 to 6 operator personas · 14 interviews · operator simulations · academic military exercise · quantitative metrics classified |
| Related to | AI trust · Provenance · Guardrails · Human review |
|---|---|
| What it shows | Supported answers, confidence signals, low confidence warnings, no data behavior, unsupported request stops, provenance, escalation, and human review paths. |
| Proof | 86% answer accuracy · 96% guardrail compliance |
| Related to | Regulated onboarding · Verification · Recovery workflows |
|---|---|
| What it shows | Regional requirement routing, document capture, validation, failed scan recovery, manual entry, interrupted session reentry, review states, and complex branching logic. |
| Proof | 28% lower drop off · 30% faster onboarding · 40% faster validation turnaround |
| Related to | Trust signals · Scalable systems · Design Systems |
|---|---|
| What it shows | Reusable content and layout patterns that helped customers evaluate unfamiliar products, compare information, and make decisions across a large marketplace. |
| Proof | 150+ storefronts audited · 200+ brands · 19% conversion lift · 42% video engagement lift |