AI Platform Engineering

.NET Core · AWS · Kubernetes

Distributed Systems · MCP Servers · Agentic Workflows

I build systems where finance, technology, and AI meet.

I'm Yash Shah, an AI platform engineer based in the Chicago area. I ship distributed systems on .NET and AWS, MCP-powered workflows, and live fintech products.

What I'm Building

Three areas where my work comes together — enterprise platforms, fintech products, and AI-assisted delivery.

Enterprise Partner Platforms

Cloud-native APIs and integrations

Backend platforms connecting products, partners, and enterprise workflows — reliable APIs, authorization, event-driven systems, and maintainable cloud architecture.

.NETAWSAPIsOAuthKubernetes

Blanket Finance

Personal fintech product

Live platform for Indian investors — market dashboards, research tools, calculators, education, subscriptions, and AI-assisted finance Q&A.

FintechAWS.NETNext.jsAI

AI Engineering Workflows

Agentic SDLC acceleration with guardrails

Practical AI workflows for coding support, test scaffolding, triage, documentation, and developer productivity — with human review and clear boundaries.

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Where I Create Impact

Four areas where engineering judgment, finance context, and delivery discipline compound.

Cloud-Native Platforms

APIs, integrations, middleware, and distributed systems designed for reliability, scalability, and operational clarity.

.NETAWSAPIsTerraformKubernetes

Finance & Fintech Systems

Products and workflows shaped by finance knowledge: market data, valuation, portfolio tools, investment research, and decision support.

Market DataDCFWACCEquity ResearchMutual Funds

AI for Engineering Productivity

AI workflows that help engineers move faster without removing engineering judgment, review, or accountability.

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Technical Leadership

Architecture, mentoring, cross-team collaboration, standards, and delivery across complex systems.

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Featured Projects

Proof points — live product, platform engineering, AI workflows, and operational automation.

Public fintech platform

Blanket Finance

A live investor research platform combining market data, calculators, education, subscriptions, and AI-assisted Q&A.

View on Projects →

Professional platform engineering

MyQ Marketing Cohort Platform

Daily Kubernetes batch job aggregating user data into Couchbase cohorts, surfaced via API for in-app CTA banners.

View on Projects →

Developer productivity platform

AI Engineering Workflows

MCP-based workflows, coding agents, test scaffolding, triage support, and AI adoption patterns for engineering teams.

View on Projects →

Financial operations automation

TAMP Account Onboarding Automation

Automated account onboarding workflows that reduced manual operational effort across investment management systems.

View on Projects →

Career Snapshot

A compact view of where I've spent the last decade-plus. Full detail on the Experience page.

Staff Software Engineer

Present

Chamberlain Group

Cloud platforms, enterprise integrations, partner APIs, and AI/DevEx workflows.

Lead Software Engineer

2021 – 2025

Morningstar

Financial technology platforms, AWS modernization, TAMP automation, and data workflows.

Technical Consultant

2020 – 2021

Kin + Carta

Cloud migration and domain-driven microservices for enterprise clients.

Founder / Builder

Ongoing

Blanket Finance

Live fintech research platform combining finance, data, and AI.

Writing & Ideas

Published articles on innovation, agile delivery, and AI architecture — plus drafts in progress.

publishedArticle

5 Tips to Drive Innovation in an Organization

How to move past "that's not how we do it here" — reinvent processes, share business problems openly, make failure acceptable, balance accountability with experimentation, and keep an open mind for ideas from anywhere.

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Read →
Google Phone dialer showing estimated wait time and busy hours chart before placing a call
publishedNote

AI That Reduces Friction Before You Press Call

Before you dial a customer care number, Google Phone already analyzed the business, estimated wait time, and surfaced busy-hour patterns — practical AI embedded in everyday workflows.

AIProductAutomation
Read →
draft

Why MCP Servers Matter for Enterprise AI

MCP turns AI from a chat interface into a connected system that can interact with tools, data, and workflows under explicit authorization boundaries.

MCPAIEnterprise

Cloud-native, data-heavy, AI-assisted tooling — full breakdown on Stack.

View Stack →

Let's connect around finance, AI, cloud platforms, and what you're building.

Thoughtful conversations about fintech, AI engineering, platform architecture, markets, and practical technology — no pitch required.