From a Reel to a Pull Request: How I Use Scrollshelf
It has been immensely helpful for me, it is easy to use and to the point.
Writing
Notes on agents, AI products, and the way software gets built when the tooling writes back.
August 2026
What a Time to Be Alive
My father had the internet. I have an agent in a terminal. I think we are feeling the same thing, one generation apart, and I wanted to write down what that feels like from the inside.
I Read DeepSeek's Agent Harness So You Don't Have To
DeepSeek open-sourced the program that wraps its model. The interesting decisions are all in that program, not in the model, and they are the same decisions you are about to make in your own AI product.
March 2026
Why I treat agent orchestration as a distributed systems problem
RuFlo bets that coordinating many agents is a systems problem, not a prompt problem. I think the bet is right, and I also think most teams reach for it two months early.
My agents are all logging in as me
Every agent I run authenticates with a human's credentials or a shared service account. The audit log records the wrong actor, and I don't think I'm unusual.
Get Shits Done, or how I stopped losing projects to context rot
Context rot is a memory problem, not a model problem. Here is the spec-driven loop I use to work around it as a solo builder.
Ralph Loop: The Night Shift You Don't Pay For
Something weird is happening in the repos of a small but growing group of developers. They're pushing commits at 3am, 4am, 5am, not because they're grinding through the night, but because they're asleep. Their agent isn't.
I Stopped Writing Prompts and Started Writing Identity Files
The people getting the best work out of coding agents aren't writing better prompts. They're writing SOUL.md, STYLE.md, SKILL.md. Here's the mechanism I think is actually doing the work, and the part of the idea I don't buy.
The best prompting I've seen doesn't trust the model at all
Jesse Vincent's Superpowers turns prompts into files with rules. I opened the copy installed on my machine and read every line.
January 2026
Smaller Models, Superior Performance: The Gemini Flash Inversion
Gemini 3 Flash outperforms Gemini 3 Pro on coding benchmarks while costing 75% less and running 3x faster. This counterintuitive result reveals how knowledge distillation inverts model hierarchies and what it means for agentic development workflows.
Portable Agentic Skills: When Developer Preferences Become Configuration Files
Claude Code has the best agentic experience but costs ~$1k/month for heavy use. I built a Claude Skills-compatible system for Antigravity that makes AI coding preferences portable across platforms.
Native App Development Returns When Labor Costs Collapse
Cross-platform frameworks solved expensive labor. When AI makes labor cheap, the abstraction overhead remains but the savings vanish. Native is coming back.