Systems architect. Rust developer. Former portfolio CFO. Former Senior Editor at XDA.
I started writing Rust seriously in 2025. The repos have millions of lines in them because I run agentic swarms that produce governed, receipt-verified code while I review artifacts instead of babysitting chat windows. A developer who's shipped features through agent swarms doesn't go back to writing code by hand. Not because they can't. Because it's assembly now.
None of the tooling is built for this yet. The platforms assume humans on both sides of every interaction. The CI queues, the review tools, the pricing models, the merge infrastructure. All designed for a developer writing code in an editor. The tooling I build is the infrastructure I needed and couldn't find.
Before Rust, a decade automating finance systems and ERPs in Python while running the departments that used them. I've inherited enough failed integrations and broken automation to know exactly where systems fail when nobody's watching. That's why everything here has governance built in, not bolted on.
Everything lives under EffortlessMetrics.
AI agents write code fast. Knowing whether to merge it is the bottleneck. We build governed SDLC infrastructure where author and critic agents fight over the work, every stage produces structured evidence, and the PR arrives shaped, tested, and gated before a human opens it.
Adversarial build loops. Composable CI sensors compiled into a merge surface. Code intelligence that makes codebases legible to humans and machines. Rust parsers for COBOL copybooks, Outlook PST/OST, and healthcare HL7 because every enterprise AI engagement starts with getting data out of systems built before the architect was born.
I write about where AI development is going and what breaks along the way. effortlesssteven.com
Agentic Swarms for Developer Productivity — "Stop Babysitting LLMs, Start Shipping" The cost model, the architecture, where receipts lie. Deck and resources.
AI for Controllers: Architecting Logic, Not Just Formulas Controls-first GenAI for finance teams. PII-safe patterns, SOP generation, red-team review.
Canada · steven@effortlessmetrics.com