Where I've worked and what I actually built there. Client names are left out; the systems are real.
Forward Deployed Engineer & AI Engineer · Mumbai · May 2026 – present
OnFinance builds agentic AI for compliance, risk and audit in banking and financial services, deployed on-prem or in the client's private cloud. It raised a $4.2M pre-Series A led by Peak XV's Surge in September 2025, and its clients include BSE, Kotak Mutual Fund and HDFC Securities. I'm on the side of the company that goes into the client's environment and makes it work there.
- Own enterprise deployments end to end: scoping with client stakeholders, building, rolling out into production inside their environment, and iterating after launch.
- Build and maintain the agent harness behind those deployments: orchestration loops, tool interfaces, context assembly, and deterministic fallback paths that keep outputs auditable.
- Design multi-agent workflows that automate regulatory compliance audits, financial risk modelling, and accounting operations.
- Integrate on-prem and hybrid AI pipelines into legacy core banking systems, working alongside the client's engineering, security, and risk teams.
- Run continuous evaluation and tracing against live deployments, gate releases on regression checks, and hold latency and reliability budgets in production.
Multi-agent orchestration · tool calling · RAG · evaluation harnesses · tracing · on-prem and bare-metal · AWS · FastAPI · PostgreSQL · Redis · Docker · Kubernetes
AI Product Intern · Bengaluru · Jun 2025 – Aug 2025
Karta builds voice AI agents that handle inbound customer conversations for banks, lenders and insurers. It raised a $3M seed round led by PeerCapital and Cedar Hill Capital in October 2026.
- Built an AI observability platform on LangSmith traces and agent run evaluations to monitor token latency, flag regressions, and cut customer escalations.
- Built a prompt-based automation engine and standardised SOPs, reducing customer onboarding time by 60% and improving CX accuracy by 10%.
- Optimised multi-step agent workflows and fallback routing to scale support resolution throughput.
LangSmith · LangChain · evals · prompt automation
Data Science Intern · Bengaluru · Apr 2025 – Jun 2025
- Built an enterprise RAG chatbot over internal operational knowledge bases for self-serve retrieval across teams.
- Architected an automated candidate-screening pipeline for HR, modernising resume ingestion and recruitment.
RAG · vector databases · Python · SQL