System online 12 agents last sync Sep 18, 6:15 AM ET

Your AI agent will fail quietly.

And it won't tell you. An AI agent doesn't fail like software — it fails like a confident intern who says the job is done when it isn't.

The question was never which AI tool to buy. It's which of your workflows an agent can actually be trusted to run — and which ones it'll quietly break while reporting success. I run a two-week Agent Readiness Audit that tells you exactly that.

My tokens. My business. Own your AI — don't rent it.

The failure mode

Software fails loudly. Agents fail politely.

A broken script throws. A broken agent files a report. It'll produce wrong work, mark the task complete, and move on — and you won't find out until it costs you a customer, a filing, or a quarter.

Everyone's being told to "add AI." Almost nobody's being told which of their workflows can survive it.

Every workflow, scored

Three buckets. No hedging.

01

Safe to automate now

Green-lit. Documented, deterministic, verifiable, cheap to undo. Hand it to an agent this quarter.

02

Fixable first

One specific gap stands between this workflow and automation. The fix-list tells you which, and in what order.

03

Do not automate

An agent will hurt you here. Expensive undo, fuzzy judgment, no way to check the work. Better to know before, not after.

Plus a ranked fix-list — the shortest path to move the "fixable" workflows into "safe." Two weeks, fixed scope, and you own the map.

Why me

runs: local-first agents, in production, daily
cloud-LLM spend: $0 in the production path
approach: sell the outcome, never the architecture
bias: tell you what NOT to automate

I'm not selling a framework I read about.

I build and operate a local-first AI agent system on my own hardware — not a demo, a system that runs real workflows every day. I've had agents lie about finishing work, changes I couldn't cleanly undo, automations that quietly cost more than they saved.

The gates, checks and rollback that catch those failures are running in my own operation right now. The Audit is that hard-won judgment, pointed at your workflows instead of mine.

The deliverable

I ran the Audit on myself and published all of it.

Five workflows I operate every day, scored against the same five gates your workflows would get. Unedited — including the one that scored 4 out of 10, which I ran unattended anyway, and what that cost me.

Safe now
10

Safe now

Safe now
9

Safe now

Fixable first
6

Fixable first

Fixable first
5

Fixable first

Do not automate
4

Do not automate

Most people selling AI readiness will show you a framework. This is the framework already run to completion, on a system that was live while I graded it — with the failures left in.

Where to start