Software Engineer · Applied AI

Production software that solves real business problems.

I'm Ashton, a Buffalo-based engineer with four years of experience building and shipping full-stack, cloud-native applications — much of it in financial technology. I take ideas from prototype to production, and today I bring AI and automation to banking as an Applied AI Engineer at Tompkins Bank & Trust.

Headshot of Ashton Hannon
Buffalo, NY GitHub · LinkedIn

4 years

Shipping full-stack, cloud-native software

Fintech

Payments, banking and transaction systems

SOC 2 · PCI

Led audits through to compliance

AI in production

Shipped LLM features that automate manual review

Experience

Oct 2026 — Present

Applied AI Engineer · Tompkins Bank & Trust

Batavia, NY

Identify and deliver practical AI and automation across the bank — intelligent assistants, machine learning applications and workflow automation that cut manual effort and sharpen decision-making. Own the path from rapid prototype to production, with MLOps, monitoring and responsible-AI governance built in, and lead build-vs-buy evaluations and integration of third-party AI services.

Intelligent assistantsWorkflow automationMLOpsAI governanceVendor integration

Jun 2024 — Oct 2026

Software Engineer III · Valmar Holdings

Williamsville, NY

Led development of AWS-native, serverless payment software from prototype to production, including the full-stack platform and integrations behind RTP, Push2Card and debit card transactions. Shipped LLM-powered features that automated manual review and data extraction, led the company through PCI and SOC 2 audits, and supported infrastructure as a stand-in to the CISO.

GoReactC#AWSLLM APIsSOC 2 · PCI

May 2022 — Mar 2024

Full Stack Engineer · LCI-AE.COM LLC

Williamsville, NY

Spearheaded a new full-stack application for member management of local union clientele. Worked closely with customers to turn business requirements into delivered features, and introduced Agile and SCRUM to development and operations.

ReactDjangoDockerMSSQL Server

Education

University at Buffalo, SUNY

Aug 2020 — May 2024

Bachelor of Science, Computer Science

GPA 3.5 · Magna Cum Laude · Buffalo, NY

Capstone: Wi-Fi Based Localization

Jan 2022 — Jun 2022

Managed a team of five building MLMap, an Android app that uses Wi-Fi based localization and mapping to route people to rooms throughout campus buildings.

KotlinMQTTDockerMapBoxAndroid Studio

Selected projects

Valmar Holdings · 2024 — 2026

RCC eCheck Processing

Replaced an hours-long manual eCheck process by programmatically creating X937 files, letting the company process thousands of checks daily. Built a custom C# driver and DigitalCheck scanner integration for a fully automated pipeline.

C# · Go · Java · AWS Lambda · DynamoDB · S3 · React

Valmar Holdings

LLM-Powered Review Automation

Designed and shipped LLM features in production payment software, integrating third-party model APIs to automate manual review and data-extraction workflows.

LLM APIs · Go · AWS

Valmar Holdings

TSYS Sierra Debit Integration

A robust, packet-driven integration with TSYS Sierra to move funds via debit card, alongside OPN and Shazam APIs supporting Real-Time Payment and Push2Card channels.

Go · AWS

LCI-AE.COM LLC · 2022 — 2024

Union Member Management Platform

Spearheaded a new full-stack application for managing local union members, translating customer requirements directly into delivered features.

React · Django · Docker · MSSQL Server

University at Buffalo · 2022

MLMap: Wi-Fi Based Localization

Managed a team of five building an Android app that uses Wi-Fi based localization and mapping to route people to rooms throughout campus buildings.

Kotlin · MQTT · Docker · MapBox · Android Studio

Side project · 2023 — now Latte ↗ A Java web framework inspired by Spring Boot, with annotation-driven routing, dependency injection and an embedded server. Java

Skills

Languages

Go, C#, TypeScript / JavaScript, Java, SQL, Rust, C, PHP, HTML, CSS

AI & developer tooling

LLM API integration, RAG, MCP, Claude Code, GitHub Copilot, Codex, ChatGPT

Cloud & infrastructure

AWS (Lambda, S3, DynamoDB, RDS, Aurora, EC2, ECS, SAM, CloudWatch, CloudFormation), Azure, Entra, Intune, Docker, NGINX, Linux

Frameworks & data

React, SvelteKit, TailwindCSS, Django, Vite, PostgreSQL, MSSQL Server, DynamoDB

Practices

Agile, SCRUM, Kanban, Jira, Git / GitHub, SOC 2, PCI DSS, encryption