Eli A. Taylor

• Maintained Django APIs and MySQL db powering up to 100 write requests / second (+ EventBridge triggers after insert) - when hundreds of offline apps resync at once; with worker pool via Lambda auto-scaling. Images uploaded to S3 synchronously with 3 staggered retries.
• Built a server-side pipeline that turns campaign form templates into on-device redaction descriptors (SIFT keypoints + field geometry), so canvassers’ phones can redact PII and verify fields are filled out.
• Optimized SQL queries and aggregation endpoints for analytics dashboard, doubling data output while maintaining speed and adding search filters.
• Centralized logging through Firebase and wrote BigQuery monitoring to compare with SQL data for integrity and usage.

• 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.

• 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.

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.

• 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.

• 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.