Harsh.
About

Building secure AI automation for financial operations.

I pair Purdue-honed data science fundamentals with hands-on platform engineering to orchestrate reliable agents, telemetry, and guardrails that keep enterprise workflows fast, auditable, and secure.

Eton Solutions · Trainee AI Engineer

May 2025 - Present · Morrisville, NC

Designing and deploying MCP-orchestrated agents inside a financial data management platform, enabling family offices and RIAs to process reconciliation, reporting, and request routing ~3x faster with <1% failure rates.

  • Financial data automation
  • Model Context Protocol agents
  • Telemetry guardrails

Eton Solutions · AI Engineer Intern

May 2024 - May 2025

Automated MFA/OTP retrieval, stabilised 1,000+ nightly jobs to ~99% success, and codified GitHub Copilot onboarding so engineers ship production-ready agents in hours instead of days.

  • Azure Functions
  • Retry strategies
  • Developer enablement

Operational Impact

Select achievements

Championed secure-by-default practices with cloud key management and RBAC, built telemetry dashboards that cut manual reruns 90%, and proved AI automation ROI for finance stakeholders.

  • Secure architecture
  • Telemetry
  • AI-driven ROI

Toolkit & focus areas

I translate research into production-grade automation by combining LLM agents with structured telemetry, secure-by-default architecture, and measurable business outcomes.

AI & Automation

  • LLM orchestration
  • Agent telemetry
  • Prompt engineering
  • Evaluation harnesses

Cloud & DevOps

  • Azure Functions
  • Container Apps
  • Durable Functions
  • GitHub Actions

Data & ML

  • Python · SQL
  • PyTorch · TensorFlow
  • Feature engineering
  • Structured telemetry

Enterprise Platforms

  • CRM ecosystems
  • Document management suites
  • Ticketing workflows
  • Financial data hubs

Education

Purdue University

B.S. Mathematics-Computer Science · Data Science · Applied Statistics · Expected Dec 2025

Notable achievements

  • Reduced analyst turnaround by ~3x through financial operations automation modules.
  • Cut MFA/OTP retrieval time 92% (20 min → <90 s) while stabilising 1,000+ nightly jobs.
  • Maintained zero security incidents with 100% secrets managed via cloud key management and role-based access controls.

© 2025 Harsh Agarwal. All rights reserved.

Harshaga55@gmail.comAlways exploring responsible AI, multimodal retrieval, and human feedback loops.