Claude 101 · Edmonton · The future of AI

The future of AI is
one person and a system.

Not predictions. This is how work already runs in my businesses, written down so you can copy it. What changed, what did not, and where you fit.

Start with old vs new↓ Back to the fixes
The part nobody says out loud

You will never keep up. Neither will I. That is not the game.

A new model every few weeks. A new tool every day. If your plan is to stay current, you have already lost, because current does not exist. The tools change. The job does not. The job is knowing what good looks like, briefing clearly, and deciding. Learn that once and every new model is a free upgrade to a system you already own.

Stop learning AI.Nobody learned email. They had one thing to send and figured it out. Same here. Pick one job, do it with AI, fix what is off.
Start building with it.A prompt is a one-off. Instructions, a voice profile, and a scheduled task are a system. Systems survive the next model. Prompts do not.
You are not behind. You are buried.Under the inbox, the quotes, the follow-ups. That is not an AI problem. It is a setup problem, and setup is fixable in an evening.
Old way, new way

Same business. Same standards. One person and a system instead of a handoff chain.

Take one job you did this week. A proposal, a client update, a job posting. Trace where it went. Every arrow is a place where context leaks and days disappear.

The old way

A proposal, the handoff chain

Every arrow is a wait. Every wait is a chance to forget what the client actually said.

  1. 1You take the callThe details live in your headDay 1
  2. 2You brief someoneHalf the context makes it acrossDay 1
  3. 3They draft itIn between their other jobsDay 2
  4. 4It comes back, you fix itPricing wrong, tone offDay 3
  5. 5Back to them for the changesRound twoDay 3
  6. 6Out the doorThe client has moved onDay 4
People touched: 3Time to send: 4 days
The new way

Same proposal, you and a system

The system already knows your pricing, your voice, and your last five wins. You bring what the client said on the call.

  1. YouYou brief itPaste the request. Add what the client said.Minute 1
  2. AIAI does the workDraft in your voice, your prices, your rulesMinute 2
  3. YouYou say yes or noRead it. Fix the one thing that is off.Minute 10
  4. →Out the doorWhile the client is still thinking about youMinute 15
People touched: 1Time to send: 15 minutes

This is not about replacing people. The handoffs that disappear are the ones about typing, formatting, and first drafts. The handoffs about judgment stay, and they get more of your attention because they are no longer buried under the other kind.

Human in the loop

AI does the work. You decide if it is right.

That sentence is the whole model. The AI is not your replacement and it is not your intern. It is the part of the loop that does the work. You are the part that decides. If you are still doing the work yourself, you are not in the loop, you are the loop.

The loopYou own two of the four steps.
Step 1You brief it
Step 2AI does the work
Step 3You say yes or no
Step 4Out the door

Three rules for the yes or no step

  1. Never send what you have not read.

    Your name is on it. The AI does not get the phone call when the price is wrong. You do.

  2. Every fix becomes a rule.

    If you change the same thing twice, stop fixing the output and fix the instructions. Paste the rule into the project. That is how the system learns you.

  3. Watch your own yes and no.

    Saying yes with no edits five times in a row? That step can run on a schedule without you. Saying no every time? The brief is wrong, not the AI. Rewrite the brief.

Your edge

Four things the AI does not have. Three of them you can hand over. One you keep.

Everyone in the room tonight has the same tool. Same model, same price. The difference between someone who gets a generic draft and someone who gets a draft that sounds like a ten-year operator is what they put in. Here is what you have that it does not.

01

Knowledge

What you know. Your prices, your process, what your best clients have in common, what a bad-fit client looks like on the first call.

How to hand it overWrite it into the project instructions once. Facts, not feelings. If a new hire would need it on day one, the AI needs it too.
02

Taste

What good looks like. You know a bad proposal in three seconds. You cannot always say why. That is taste, and it took years.

How to hand it overExamples beat adjectives. Three pieces you are proud of and two you would never send again. Tell it which is which.
03

Experience

What you learned by doing. The rules you only know because you got burned. Never quote without a site visit. Always name the exclusions.

How to hand it overThese are the lines that start with never and always. Every one of them goes in the instructions. The autopsy on the fixes page pulls them out of your old work.
04

Judgement

What matters and what to do next. Which client to chase, which to let go, when the right answer is no. This does not go in a file.

This one you keepJudgement is the yes or no step. It is the part of your day that was always the real job. Now it is the whole job.
The split

AI can get you 80% of the way. Your 20% is what makes it right.

Here is the trap. People hear 80% and think the AI did most of the work, so they skim the last bit. The last bit is the part with your name on it.

AI: the draft, the format, the first pass, the research
You: 20%
The contextWhat the client said on the call that never made it into the email.
The standardIs this good enough to send under your name? Only you know the bar.
The judgementIs this the right move at all, or should this one be a phone call?
The final callYes or no. Nobody else in the loop can make it.
The responsibilityWhen it lands wrong, it is your name. The AI does not take that call. That is the job.

The 20% is not the small part. It is the whole job. It just used to be buried under the other 80.

What to do with this

Three moves that hold up no matter which model ships next.

You do not need to follow AI news. You need these three, done once, and then maintained the way you maintain anything else in the business.

MOVE 01

Write down what good looks like

Your voice, your prices, your never-and-always rules. Most owners have never written this down because they never had to. Now it is the most valuable file in the business.

You did this tonightThe voice profile from the Email section is this file. Keep adding to it.
MOVE 02

Put yourself in the loop on purpose

Decide which step is yours. Not the typing. The reading and the yes or no. If you are still opening a blank page, the loop is set up wrong.

TestFor any job, ask: am I doing the work, or deciding if the work is right? Move toward deciding.
MOVE 03

Build systems, not prompts

A prompt you type once is gone. A project with instructions, a skill, and a scheduled task runs next week without you remembering it. That is the difference between using AI and building with it.

Order of operationsProject first. Instructions second. Scheduled task last, only once you are saying yes without edits.
Where this framework comes from

The old way, the new way, and the human in the loop are not slides I made for tonight. They are how the team at xsparks.ai thinks about putting AI into a real business, and I work alongside them as AI strategist. Their line is accountable from idea to outcome, and it is the cleanest way I have found to say what this whole page says: the AI can do the work, but somebody has to own the result.

The one idea worth stealing. Every AI project should be able to answer one question: who is accountable for the outcome? If the answer is the AI, the project is set up wrong. If the answer is a person who never looks at the output, it is also set up wrong. The answer is you, in the loop, on purpose.

That is the standard I hold my own businesses to, and the one I would hold yours to.

xsparks.ai →
Now go build

You are not leaving with notes.

Pick one job from this week. Put it through the loop once before you close the laptop. Brief it, read it, fix the one thing, write that fix into the instructions. That is the whole future. It starts with one.

Back to the fixes→ Book a 30 min call