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Destin Lee

Senior Full-Stack Engineer · passionate about the front end, building AI products

[1] SUMMARY

I've been building web products for over 10 years, across the full stack, with a passion for the front end and for whether people can actually use what I build. At Akido Labs I build the parts of our AI clinical documentation product that clinicians actually use, along with the evals that tell us whether the AI output is any good. I also like building tools for other engineers, and I'd rather build alongside the people using the software than guess at what they need. Most recently that meant embedding at a clinic's front desk to build our new scheduling system with the staff who use it.

[2] EXPERIENCE

Akido Labs

Mar 2025 to now · Remote
Member of Technical StaffAI clinical documentation and healthcare platform
  • Led the Scheduling v2 rewrite and built it alongside the clinic, embedded on-site with front desk staff. Co-designed in live workflows, iterated on real friction as it surfaced, and turned field feedback into a prioritized roadmap for product and engineering.
  • Built the TipTap-based charting editor clinicians use to write, review, and print notes, including AI-generated drafts rendered from LLM markdown and real-time assessment suggestions that a clinician accepts or rejects.
  • Ran evals on generated note summaries and assessment suggestions to check accuracy and consistency.
  • Built an on-call tool that takes an incident, pulls from PagerDuty, Sentry, Datadog, LogRocket, and Kubernetes logs, and suggests a likely root cause. It only names a cause when its confidence clears a threshold, and patient data never shows up in its output.
  • Started our front-end review standards from Vercel's Next.js guidelines and other published sources, then kept adding the React and Next.js patterns that proved out. Automated code reviews run them against the org's front-end repos.
  • Built a shared component library on shadcn/ui and a patient-referencing dashboard.
  • Day to day: PostgreSQL queries, GraphQL APIs, and debugging in Kubernetes with k9s.

// TypeScript, React, Next.js, GraphQL, Apollo, Redux, TipTap, PostgreSQL, Playwright, MCP, AWS Bedrock, Docker, Kubernetes

A2Z Sync

Nov 2023 to Jan 2025 · Remote
Senior Front-End Software DeveloperOnline car buying and deal/lead management
  • Built front-end features across several web apps, including work supporting the Amazon integration for selling cars online.
  • Set front-end coding standards, worked with QA to automate testing, and mentored junior developers.

// React, React Query, Gatsby, React Testing Library

Johnson Health Tech North America

Nov 2021 to Nov 2023 · Remote
Senior Software DeveloperWeb applications and exercise APIs
  • Led technical design for new sites, apps, APIs, and features, from React front ends to Node/NestJS services.
  • Mentored engineers through 1:1s and pairing, and ran build-vs-buy evaluations.

// React, TypeScript, Node.js, NestJS, Express, MongoDB

Widen Enterprises

Jan 2016 to Oct 2021 · Madison, WI
Front-End Software DeveloperEnterprise digital asset management
  • Built the shared component library used across Widen's whole application suite.
  • Led an accessibility audit and testing effort across the product suite.
  • Led an agile team, owned end-to-end test automation, and helped shape new products through prototypes and user testing with clients.

Shoutlet Inc.

May 2012 to Dec 2015 · Madison, WI
Quality Assurance LeadEnterprise social marketing platform
  • Led an agile team and owned testing for an enterprise social marketing platform: unit, integration, E2E, performance, and UAT.

[3] SKILLS

FRONT END
TypeScript, React, Next.js, Redux, GraphQL/Apollo, Tailwind, shadcn/ui, TipTap, design systems, accessibility (WCAG)
BACK END & DATA
Node.js (Express, NestJS), PostgreSQL, MySQL, MongoDB, Prisma, REST and GraphQL APIs; also Python, Go, PHP/Laravel
AI
LLM integration, evals, human-in-the-loop UX, agent workflows, MCP servers, Claude on AWS Bedrock, Claude Code (skills, agents, plugins)
TESTING
Playwright, React Testing Library, E2E automation, LaunchDarkly
OPS
Datadog, Sentry, PagerDuty, LogRocket, Kubernetes (k9s), Docker, AWS, GitHub Actions, Buildkite