About me.
I lead Forward Deployed Engineering
and Internal Tools Engineering @ Elios.
Full-stack Software Engineer. Developer of Agents, MCP, Web, and more.
Husband. Dog-dad. Theme-park enjoyer. Based in Orlando, Florida.
Blog.
All postsBusinessSlopBench: Which Models Write Documents You Could Actually Send?
I ran 25 models through eight business briefs, with and without my anti-slop rules. GPT-6 Astra was the best and least sloppy in my limited runs. The whole thing is open source, and I am asking someone to make it a real benchmark.
How should we estimate work when agents write the code?
My starting proposal for Attention-First Engineering: Day and Week outcomes, configurable daily ticket capacity, and human ownership of intent, understanding, and acceptance.
A Weekend With Jev: Cheaper Decisions, Real Tradeoffs
What I learned moving email classification from language models to Jev: fast typed decisions, imperfect eval results, and a tradeoff I am willing to try.
Building an AI Idea Generator With Grok Bot
How I am using Grok Bot, external search, and specific feedback to explore ideas. Includes a starter prompt, a worked example, and checks for memory and repetition.
Building Custom Agent Harnesses for Specific Domains Using Vercel's AI SDK
What is an agent harness? Learn how it works, build a custom support agent with Vercel AI SDK, and compare Sol and Luna with a runnable eval suite.