Designing AI-native, agentic experiences
Cross-domain multi-agent frameworks, agentic analytics, and explainable human-in-the-loop systems — turning complex, regulated data into products a person can actually decide from. Held together by design systems I build and document, alongside PM and engineering.
- Experience
- 5+ years, 0→1
- Domains
- AI · Fintech · Logistics
- KYC & onboarding
- 95% faster
- Agent memory
- Multi-domain context
A low-key dream of mine: to join — and one day nurture — a team that cares this deeply about craft, quality, and building great tools.
Selected work
Recovered 30% More Users by Fixing a Hidden Onboarding Friction
A systems-driven redesign of Entera's email verification flow that reduced cognitive load, guided user attention, and significantly improved activation.
Designing a Stock-Market School for People Who've Never Bought a Stock
Informed InvestoRR, Equentis's stock-market learning app: a questionnaire that asks a beginner one question, a front page that leads with learning, and every state drawn.
Search Suggestions That Keep Up With a Sales Call
The search suggestions in Informed InvestoRR's AI sales chatbot, redesigned: a 200 ms debounce, past searches from cache, and a "Did you mean?" for typos.
PrivateOptaire AI Fabric
Designing the Intelligence Layer for Enterprise Workflows
PrivateOptaire Business Intelligence
Designing an AI-Native Decision Intelligence Experience
PrivateOptaire Design System
Building the Foundation for a Multi-Product Ecosystem
PrivateLogistics Application
Replacing paper registers and phone calls with a real-time operations platform for a multi-factory paddy procurement and rice distribution business.
PrivateHow Cookies Improved Referral-Based Onboarding in Tara Connect
Used cookies to preserve referral intent across sessions and reduce onboarding drop-offs.
PrivateZentra: Bank Statement Analyser for Financial Institutions
Turning raw bank statements into clear, defensible lending decisions — decision intelligence for lenders.
Icon Foundry
A foundry for a team's own icons. A designer draws or describes an icon; the foundry sketches it on the 24 grid, turns the sketch into a house-style icon made of named parts, checks it against the house rules, and ships it: to Figma with its layers, and to code as packages and URLs.
Fig · One pallet, from five strokes to an icon. Replayed from a real session on the Canvas, not a mock-up. Recorded at commit 4491759.
a real session, replayed: every stroke, layer name and reply is what the app did with this pallet.
the sketch stays under the icon, like tracing paper. name the layers and the parts keep the names, into Figma.
/icon and /check cost no tokens. code builds the icon; the model only proposes, plans and judges.
- 1,855 icons
- 9 house rules
- release 0.1.1
- React · Vue · Angular · SVG · sprite
- MCP server
Build log
Still not true
Seven logistics icons by hand
Cross-dock, pallet, driver, milk run, supply network, emissions and shared load still need a designer on the Canvas.
Phase 5 · Anywhere
The foundry from any agent
An MCP server over the same operations (search, make, compose, check, export for Figma, save), so Claude or Cursor can ask for an icon and find it in the library.
Phase 4 · Agents
Agents that propose, never draw
A Librarian names the concept or finds the icon that already is it; a sketch is drawn several times and a Judge keeps the one that reads; one message can run sketch, make, check and judge.
Phase 3 · Code
Into code as packages and URLs
One build makes the packages (core, React, Vue, Angular), a sprite and a gallery of URLs: 1,855 icons, 3,739 files. Released as 0.1.0, then 0.1.1.
Phase 2 · Figma
Out to Figma with its layers
Copy for Figma gives one named group per part. Checked in Figma: the truck arrived as body, cab and wheels.
Playground
Smaller things built to answer a question rather than to ship — a plugin, a demo, a tool, each shown doing the thing it does.

Review Insights
200 → 7 reviews to cited decisions
A free, open-source Google Play review analyzer for product managers and UX designers: ranked decisions, journey maps and research reports, with the real reviews behind every point.
Add Multiple Pages
1 click to add and name every page
A Figma plugin that adds and auto-names as many pages as you ask for, in one go.
Email Verification Demo
3 states, each shown in place
An email check that reports as it goes — checking, code sent, verified.
still here??
Things I love doing
- Drawing the thing before arguing about it
- Naming things until the name does the explaining
- Reading the logs with the engineers
- Sitting in on support calls
- Building the tool instead of filing the ticket
- Throwing away the first three versions
- Teaching someone the shortcut I just found