• 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.

• 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.

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.