Hi there, I'm Scott Peters 👋

I'm a software engineer with seven years in e-commerce, three of them building internal tooling, and I'm moving into AI engineering. I build practical, production-ready systems around large language models and automation. This site is where I share projects and write about what I'm working on.

Tech Stack

Languages

Python
TypeScript
JavaScript
C#/.NET
Rust
SQL

AI & Automation

Claude/OpenAI APIs
Tool use & agents
MCP
LLM evals
Prompt engineering
Claude Code
n8n

Frameworks & Platforms

FastAPI
React
SQLModel
MongoDB
AWS
Azure
Webhooks
Coda.io

Recent Projects

Warehouse Ops Agent

Claude Agent

Python

React

FastAPI

A Claude-powered assistant for a warehouse shift supervisor, built over a simulated fishing-tackle distribution center. It answers questions about short picks and inventory straight from live data, and a background investigator explains cycle-count discrepancies with evidence. The agent can only propose replenishment tasks — a person always approves the write.

Evals: 100% tool-selection accuracy across 15 live cases, and Haiku matched Sonnet at ~40% of the cost.

Read the write-up →Watch the demo ▶GitHub ↗

pview

Rust

TUI

ratatui

A terminal UI for watching a single process's CPU, memory, and disk I/O in real time — think htop, scoped to exactly one process. Includes a fuzzy-search process picker and live sparkline graphs with configurable refresh rate.

Refreshes as fast as every 250ms and flags slow memory leaks with a ±MB/hr trend badge.

Read the write-up →GitHub ↗

Work Experience

Crew Section Lead · Trader Joe's
Sep 2025 – Present
Coeur d'Alene, ID
- Forecast demand and manage department ordering around sales trends and seasonality to minimize waste and stockouts.
Operations Engineer (Solutions Engineering & Automation) · Shabby Fabrics
Apr 2025 – Jun 2025
Post Falls, ID
- Helped connect the Crisp chatbot to the orders database and shipping API, cutting simple order-status calls by an estimated 15–20%.
- Prototyped with Claude Code to validate ideas with stakeholders before committing engineering effort to production features.
Coda.io Software Engineer (Contract) · Western Governors University
Mar 2025 – May 2025
Post Falls, ID
- Architected internal tools in Coda.io and designed the database structure for scalability and usability.
Technical Project Coordinator · Shabby Fabrics
Mar 2023 – Mar 2025
Post Falls, ID
- Led requirements and workflow design for a bulk product upload, cutting coming-soon listing creation from ~6 hours to 1–2 hours per collection (about 20 hours a week saved).
- Built a Coda.io prompt engineering workflow that standardized titles, descriptions and attributes across ~25,000 SKUs, with validation checks blocking invalid data.
- Mapped warehouse, engineering and product upload workflows for an order picking upgrade from pen and paper to tablet scanning.
E-Commerce Web Catalog Manager · Shabby Fabrics
Nov 2018 – Mar 2023
Coeur d'Alene, ID
- Designed and rolled out a company-wide Coda.io project management system supporting ~60 active projects and 80 users.
- Led a team of 5 Web Catalog Specialists creating and maintaining products in the e-commerce CMS.