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A free AI workflow guide
Use AI with more judgment.
The Useful AI Field Kit is a practical AI workflow guide: four guides, skills, and printable tools for getting useful work from AI—without handing over your thinking.
Free for new subscribers. The kit arrives through your welcome email; unsubscribe whenever you want.
Inside the kit
Four things you can use right away.
Each resource is short enough to use in the middle of real work—and substantial enough to improve the next decision you make with AI.
02
The AI Test Worth Running
A compact worksheet for setting up a small test, protecting the work, measuring the result, and deciding what comes next.03
Trust Before You Use It
A practical check for evaluating an AI output before it earns a place in your work, decision, or deliverable.04
Safer Vibe Coding
A builder’s guide to moving quickly with AI while keeping judgment, review, and the consequences of shipping in view.A useful first move
Try one small task.
Then inspect it.
Before you expand an AI workflow, choose a task you can check. Tell the tool what a good result must include, give it a safe example, and compare its output against that standard before you reuse it.
This is one of the simplest ways to get past impressive-looking output and toward work you can actually stand behind.
- 01Choose a real task
Start with something narrow enough to review in a few minutes.
- 02Name the standard
Define what a useful, safe, or accurate answer must contain.
- 03Inspect the result
Check consequential claims before you share, ship, or rely on them.
Created by Corey Noles—builder, writer, and the person behind Staticbreaker’s practical tools and AI analysis. See the builds or read the latest signal.
Updated August 2, 2026The point
Useful does not mean uncritical.
AI can make a rough first pass faster. It cannot decide what you should trust, share, ship, or believe. The Field Kit is a small set of checks for keeping that part of the job human.
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Useful AI, answered
The questions worth asking first.
What is an AI workflow?
An AI workflow is a repeatable way of getting a job done with AI helping at one or more steps. It gives the task a clear input, a standard for a useful result, and a moment for human review before the work moves on.
How do I start using AI at work?
Choose one small, low-risk task you already understand, such as outlining, summarizing your own notes, or drafting a first pass. Give the tool clear context, inspect the result, and keep the version you can stand behind.
What tasks should I use AI for at work?
Start with tasks that are repetitive, reversible, and easy for you to check: rough drafts, summaries, idea sorting, or turning your notes into a first outline. Keep high-stakes decisions, sensitive information, and final accountability with a person.
How can I use AI without making mistakes?
Treat AI output as a draft, not a source of truth. Set a clear standard before you begin, then check important facts, calculations, citations, and claims against reliable sources before you use them.
How do I verify AI output?
Check the parts that would cause harm if they were wrong: factual claims, numbers, quotes, links, and recommendations. Compare them with the original source or another dependable reference, and revise or discard anything you cannot support.
What should I not put into an AI tool?
Do not paste confidential company information, personal data, passwords, client details, or anything your organization has not approved for that tool. When in doubt, remove identifying details, use a sanctioned workspace tool, or keep the task out of AI altogether.