Steven Mays

Building AI agents & automations on bullet-proof backends fast.

AI & Backend Engineer. 15+ years in production systems. Now shipping LLM agents, MCP servers, and agentic pipelines.

01 / How I Build

Agentic orchestration

Multi-step agents as explicit state machines — not chained prompts. Each state declares its prompt, retry policy, and cost ceiling. Failures move to recovery states with known semantics. Resumable, observable, and easy to budget.

Reliable backends

Saga orchestration, circuit breakers, idempotent handlers, event-driven pipelines that absorb cascading failures at thousands of events per second. Serverless on AWS where it earns its keep.

Data access for LLMs

MCP servers and tool definitions that expose model-shaped views of internal data — ERP, product, analytics. Surfaced through Slack and purpose-built UIs. RAG and structured outputs where they actually pay off.

02 / By the Numbers

$1M+
annual revenue impact
50%
infrastructure cost reduction
10+
production agents shipped
3
MCP servers

04 / Latest from the Blog

Latest writing.

Follow the build.

Short takes on X. Deep dives on the blog.