Forward Deployed Engineer
Deployments.
Production AI systems. Full-stack platforms. Agentic workflows. Each one started from a real customer problem — not a feature spec. Embedded, built, shipped.
Agentic AI Document Review
First-of-its-kind production agentic AI workflow for a Fortune 500 enterprise. Embedded with the document review team, identified that reviewers were burning significant hours per week on repetitive policy checks. Designed and shipped an event-driven pipeline: API Gateway → Step Functions → parallel Lambda tools (PDF parsing, chunk planning, classification, policy validation) → RAG grounding on AWS Kendra GenAI Index. Every output traceable via correlation IDs for compliance audits.
Why this matters
Most enterprises have stuck AI pilots. This shipped — running in production, auditable, with coverage gating and deterministic output.
OmmSai — Healthcare AI Pipeline
Open-source Python pipeline I donated to a charitable healthcare event that needed to digitize 15,000+ handwritten prescription PDFs in 48 hours. Built with Claude Sonnet (Anthropic API), Google Drive API, ThreadPoolExecutor concurrency, and a Tkinter operator GUI so non-engineer volunteers could run it on any Windows laptop. Released publicly so other charities and clinics can reuse the pipeline.
ScholarPath
Ed-tech platform for Maharashtra MSCE scholarship exam prep, built from a gap discovered by embedding with parents and exam coordinators in the scholarship ecosystem. Parent-as-gateway model with child profiles, tiered access, and 124-test end-to-end testing plan. Generically extensible exam-category configuration enables rapid expansion to new exam verticals. Supabase MCP integration with Claude Code for AI-assisted delivery.
JapaApp
Spiritual mantra-tracking PWA built for practitioners of Vedic disciplines. Originally architected on AWS (Lambda, RDS Proxy, Cognito JWT, SAM) before owning the platform-migration decision to Firebase. Implemented global admin via Firebase Custom Claims and Razorpay subscription/donation flow with tiered pricing.
Secure Vendor Integration Platform
Cross-account S3-based file distribution platform for a Fortune 500 parts & pricing business unit. Identified that ad-hoc file delivery created security risk and slow partner onboarding. Architected with AWS Transfer Family (SFTP), TLS-only bucket policies, KMS encryption, and home-directory isolation per partner. Authored reusable vendor onboarding documentation now used as the team's standard pattern.
IBKR Futures Automation
Automated IBKR futures trading system with vertical spread options strategies, NLP command parsing for natural-language order entry, and a React dashboard for monitoring. Built for production with Python ib_insync integration and real-time position management.