• Led QA team in coordination with Behavior Scientist, UX designer, advisors and CEO to bring COPPA compliant vision for AI-assisted coaching to life.
• Built multi-tenant auth layer supporting SMS, SSO, email, OTP, & backend batch team imports; with CORS / CSP rules, & strict RBAC permissions on all content, all isolated per org subdomain.
• Designed centralized entitlements system connecting Stripe payments to each step of a 12-week course.
• Integrated Azure Cognitive Services for live voice assessment and lesson facilitation; OpenAI with server-side content orchestration.
• Observability & product analytics: Instrumented client and server with PostHog so feature usage and funnels are measurable in production.
• Supported iOS, Android and web with ReactJS, Material-UI, ReCharts & Flutter / DART to handle Deep Links, SafeArea, Push Notifications and OAuth login from native social app sessions.
• Automated end-to-end regression coverage with Playwright, producing videos with close captioning to publish as part of system health page.

• Designed AI orchestration pipelines that classify intent, gather context, trigger synchronous and asynchronous LLM/retrieval calls, and stream results over a single persistent connection via event-based messaging.
• Built secure and seamless guest-to-user conversion: anonymous chat history and uploads persist into the registered account when a visitor signs up.
• Delivered a CMS with QA and annotation tools to review application flows, empowering non-technical team members to QA, annotate LLM responses, and monitor token usage per chat intents.
• Supported team vibe-coders to turn prototypes into production-ready features.

• Developed real-time canvasser tracking interface with MapBox and ReactJS, synchronizing map pins/popups and sidebar elements for seamless navigation. Programmed filter operations to recenter map boundaries with dynamic debounce based on filter in use. Built map to render any combination of layers including points for canvassers, lines for routes, and polygons for coverage area.
• Enhanced SASS implementation with mixins and reusable style patterns. Created modular components styled from a single classname styling, as well as composable utility classes to normalize spacing and typography while maintaining DRY principles and reducing CSS bloat.
• Restructured Redux implementation to flattening deeply nested data structures, enabling targeted updates and reducing component render cycles across decoupled components.
• Wrote responsive Data Grid component to render tables using Flexbox with hooks to customize any header or body cell's styles and click / hover events. Supported both client or server side sorting, pagination, and toggling visibility of any column. Wrote NodeJS script to preprocess API response schemas to ease client side table and list displays with custom property names and easier data aggregations baesd on data types (numeric, dates, enums).

• Built API and scripts to generate embeddings of knowledge base - txt, pdf, ppt, docx - common questions, and user prompts.
• Built Docker orchestration of 6 containers to run in dev, cloud and onprem environments including behind airgapped SCIF networks.

• Designed advanced penetration tests in order to generate training data and formulate IoC Patterns based on signatures seen in logs.
• Forked OpenCTI as interface to control ingestion, triage alerts and fine tune inference engine analysis.
• Wrote Ingestion system to run log / email imports at any interval with encryption in transit and at rest, supporting configs for data retention and shareability policies.
• Implemented deduplication and aggregation of Email data by maintaining checksum IDs on EML parts and its whole.
• Built Puppeteer crawler to ingest client websites and learn URL patterns & HTML semantics for additional training data and monitoring standards.
• Drafted all system Data Flow Diagrams for both architectural documentation and patent application.
• Wrote Docker containers and CI/CD pipeline from GitHub Actions to GCP.

• Engineered mobile application with React Native, using React Navigation and Redux, to support preloading form schemas, queue form submissions, and manage system synchronization with and without an internet connection.
• Flattened Redux data to enable selective updates, minimizing unnecessary renders and improving performance across loosely coupled components.
• Built synchronous test suite for end-to-end API testing as any user.
• Created sophisticated data reporting and visualization dashboard leveraging Google Chart API for real-time operational insights.

AI Annotation Interface & APIs

• Created custom Node-Red modules for configuring cameras and communication with on-prem tools and cloud APIs.
• Implemented API for motion detection using Structural Similarity, to expose 19 OpenCV filter options to training interface, to manage photo training data and find tagging anomalies.
• Built entire front-end annotation tool with zooming, version controls, infinite class nesting.

Workstation Guidance

• Developed workstation guidance system for factories to configure assembly instructions with QA and computer vision assistance, dockerized to deploy across a local network of factory computers.
• Built bi-directional persistent secure WebSocket connection for constant communication with Node-Red service and FlexibleVision as a whole.

• Programmed torque and resistance probes to measure bolts only when in position with visual cues for operator to follow testing steps
• Created AngularJS app and custom node-red modules for smoother synchronization with robot arm over secure websockets to manage, configure and validate jobs, track work assembly performance, and request work station servicing.

• Scripted OpenAI agent to recommend database schema for any idea, return both reasoning and a structured JSON output.
• Wrote utilities to parse Types spreadsheet and auto-generate React forms, Django app, fake data generator, Cypress.io tests, Swagger documentation and centralized data definitions to follow.
• Wrote tools to parse RBAC permissions matrix spreadsheet and produce strict TypeScript definitions and access control functions and Cypress.io tests.
• Wrote gcloud build scripts to stand up complete GCP environments based on shared .env variables.

• Led team of 3 - UX designer, data scientist and data entry / annotators.
• Designed and developed entire responsive React webapp for PickupMVP.com
• Leveraged Flutter inappwebview with addJavaScriptHandler to provide native functionality like DeepLinks, Push Notifications, and connect to other installed applications for authentication.
• Optimized Redux to share context across decoupled components with minimal redraws

• Brands include:
• pickupmvp.com
• therapruler.com
• fantasytrackball.com
• jetsetlovers.com
• thebeatbazaar.com
• rsoundtrack.com/est

• Led team of 3 - UX designer, data scientist and data entry / annotators.
• Wrote abstract form builder to give Drupal CMS control of form layouts and fields based on CRUD operation.
• Wrote Cypress.io Test Suite using TypeScript and NodeJS to generate unique end-to-end tests for each brand, across 3 device sizes, incorporating ffmpeg scripts to crop and repurpose recordings into site demo videos.
• Built CI/CD pipeline to automate testing, committing, and deployments.
• Designed and copy wrote entire application, icons and logo, sometimes in California, sometimes abroad.
• Wrote Firebase Hosting functions to inject metadata and a canonical url for SEO previews of SPA pages.
• Built Flutter webview wrapper with javascript handlers for native integrations around Deep Links, toggling SafeArea, navigating from Push Notifications and OAuth login from Google and Facebook app sessions. The codebase supports multiple branding and App IDs, configurable through .env variables.

• Wrote responsive ReactJS web app with all client and API data structures defined in TS interfaces and types
• Built Flutter webview wrapper with javascript handlers for native integrations around Deep Links, SafeArea, Push Notifications and OAuth login from Google and Facebook app sessions
• Authored end-to-end tests with Cypress for all user roles against every form in the application.
• Created React Context providers to share state and update triggers across decoupled components with minimal redraws

• Independently owned product discovery, system design, implementation, and deployment across frontend, API layer, database, third-party APIs, and billing.
• Solo-built and deployed Talk 2 Make, a production SaaS for Make.com blueprint analysis and AI, in about two months of spare time.
• Shipped a Next.js 15 (App Router) + React 19 + TypeScript + Tailwind stack on Vercel, with route groups separating public and authenticated experiences.
• Modeled and migrated a PostgreSQL schema with Prisma: users, OAuth, projects, blueprints, prompt history, team memberships, subscriptions, and pgvector embeddings.
• Implemented Auth.js flows - Google OAuth, email verification, magic links, password reset, and guest usage with server-enforced limits.
• Integrated OpenAI (assistant threads per user, streaming) and blueprint JSON context with token budgeting and compression for large scenarios.
• Built embeddings chunking, storage, and vector search in Postgres to support retrieval-style features alongside direct context.
• Connected Make.com API import, uploads/bulk flows, and supporting blueprint APIs (e.g. summarize/resync patterns in the codebase).
• Added Stripe checkout, portal, verification, and webhooks with subscription-aware team limits; used Vercel Blob for file storage.
• Used Docker Compose for local Postgres, Prisma migrations for schema changes, and security-oriented headers in Vercel config.

• Supported the Presideo Creative agency to complete their product recommendation engine.
• Built tool to test performance and recommendations of different use cases, comparing OpenAI models and methods - embeddings, Completions, and Assistants - preserving responses back to prompts and configs for fine-tuning.
• Created front-end visualization table to filter, sort, compare, and annotate results.
• Wrote python scripts to pre-generate embeddings from internal product lists

• Wrote importer of amazon products available as addons
• Wrote runtime Price and Volume calculator to ensure users can get the most out of their box.
• Wrote business rules into data schema and API calculators to offer shipping times for fresh flowers and perishable addons
• Built die-box template calculator to measure box volumes based on selected materials, shapes, and necessary seam & fold thickness

• Combined ReactJS, Redux, WebRTC and Firebase for screen/video/mic sharing between multiple devices.
• Created safe WYSIWYG HTML editor using DraftJS to allow Meeting hosts to build rich, interactive agendas and timelines.
• Wrote Firebase integration with FireStore, Cloud Storage, and Functions for securing endpoints based on earned Citizen Coin credit.
• Used Redux to track meeting time with agenda presentation screens, alongside camera and screen sharing from multiple peers.
• Included FireCMS to provided OAuth login and administrative CMS tools.
• Setup TURN server on GCP for peer-to-peer connectivity using WebRTC.

• Built React.js application with Keystone.js CMS, MongoDB database and Express server.
• Connected Express API on Heroku with S3 bucket for user file storage
• Connected Mailgun and Nodemail services within application and Heroku control panels for automated emails

• Built interactive incubator application for making cooperative investments with Hawaii youth: https://ruhralfarms.com/red-dirt-coworkers