Liz on the Web: Digital Strategy from Start to Scale

Liz on the Web: Digital Strategy from Start to Scale

AI for Entrepreneurs: Part 44 Turn Every Correction You Make Into A Permanent Rule Inside Your Skill

Copy a skill, describe a skill, or do the real job with Claude and save what happened. Only the third one removes the guessing.

Oct 29, 2026
∙ Paid

You built a skill. You described the task carefully. It came back clean. Then you ran it on real work and spent fifteen minutes fixing the output, same as before.

The skill was not wrong. It was built on a description of how you think you work, written from memory, in one sitting. That version of the job is missing the odd cases, the small judgment calls, the client who gets a timeline, the line you never open with.

Doing it that way costs you the build time and then keeps costing you the edit time. You end up with a folder of skills that all need finishing by hand.

By the end of this you will know the three ways to build a skill, why two of them are guessing, and how to run the third one. That third way takes about an hour once. After it, the output comes back at your standard on the first try.

Here is what you will be able to do:

  • Name the three ways to build a skill and what each one is good for.

  • Run a real task with Claude in training mode instead of a pretend one.

  • Turn every correction you make into a permanent rule inside the skill.

  • Save a session as a skill only after the output hits your bar.

  • Test the saved skill on fresh work the next day.

This is for beginners. You are doing your own job, out loud, with Claude watching. That is the whole method.

The proof behind this

Liz Elliott is not an engineer and never studied computer science. She runs 33 active social brands and built four software products with AI help: PRISM, AutoViral, UPRISE Social Studio, and Profounder.

The skills running that operation were not coded. They were built the way this lesson teaches: doing the real job with Claude, correcting it out loud, and saving what happened.

What this lesson is

Lesson 8.3 of the free AI for Entrepreneurs course, in Module 8: Building Skills.

A skill is a saved set of instructions. It teaches Claude to do one repeatable job the same good way every time, so you never re-explain it.

Think about hiring someone. You write down exactly how you want one job done, one time. After that they do it right forever, and you get your Mondays back.

A good skill defines all of this:

  • What the task is

  • When to use it

  • What inputs it needs

  • What steps to follow

  • What the output should look like

  • What mistakes to avoid

  • What "good" looks like to you

There are three ways to build one, and they are not equal.

Way 1 is someone else's guess at your work. Way 2 is your guess at your work. Way 3 removes the guessing, because you show Claude the real thing.

That is the whole lesson in three lines. The first two feel faster. The third gets it right, because it is built around how you actually work instead of how you remember working.

Way 3 is slower than the other two. You sit through a full task with a pause after every step. That is the trade. You spend an hour once so you stop spending twenty minutes a week forever.

New here? Use the free AI for Entrepreneurs course outline to read this series in the best order.

Behind the paywall

  • Prompt 1, the training mode prompt. It runs the real task with you, pauses after every step, and turns each correction into a one-line permanent rule.

  • Prompt 2, the save prompt. It converts the whole session into a clean skill document with seven named sections.

  • The one section of the output you must read line by line, because it is where corrections get lost.

  • The corrections worth saying out loud, in the exact shape to copy.

  • Where to keep the finished skill, and why it will not follow you between claude.ai, Projects, and Claude Code.

  • Eight mistakes, and the eleven point checklist.

What paid subscribers get overall

Paid subscribers get the full build on every lesson in this series. Every copy and paste prompt, every command, every checklist, and every mistake list. Not the summary. The thing you actually run.

You also get the whole back catalog, and the ones coming every other day after this.

Read the rest of this one right now

Both prompts are past the line. They are the method, not a description of the method.

Block an hour for this one. It is the lesson that turns a folder of half-working skills into two or three that actually save you time.

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Paid gets you the training mode prompt, the save prompt, the correction shapes, and the checklist.

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The full walkthrough is below the paywall.


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