PRACTICAL AI · HUMAN JUDGMENT

Make more.
Stay human.

I'm George Cousineau. For 25+ years, I've led software development teams and built useful systems. I bring that practical perspective to AI learning for staff, students, and small business owners: start with a useful task, understand the tools, and check the result.

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25+ years leading & building·AI, automation & creative toolsScroll to explore ↓
THE SIGNAL

The best result is more than a finished task. It is a person who understands what they made—and feels ready to try the next thing.

AI
+
HUMAN
JUDGMENT
curiosity
agency
craft
LEARNING TOGETHER

A useful first step
for your people.

Looking for someone to teach your staff, students, or business community how to use AI? Let's discuss learning built around their experience and the work they want to do. These are possible activities, with examples of the approach in the free lessons.

POSSIBLE ACTIVITY

For your staff

Turn fictional meeting notes into a draft update. Check the names, dates, missing decisions, and what needs a person's approval.

See the review approach →
POSSIBLE ACTIVITY

For educators and students

Compare two AI responses to a classroom task, identify unsupported claims, and improve the answer. Start with approved tools and school policies, with an educator guiding their use.

See how to compare tools →
POSSIBLE ACTIVITY

For small business owners

Draft a product description from a fictional product's verified details. Capture your preferred voice and make sure the draft invents no benefits or delivery promises.

See a reusable playbook →
HOW I THINK

Useful beats flashy.

The most exciting part of AI is the moment someone realizes they can make a tool, improve a workflow, or bring an idea to life—and still understand and own the result.

01

Start with real work

Begin with the task already taking too long, then find the smallest useful way AI or automation can help.

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02

Keep people in the loop

The goal is better judgment and clearer accountability—not a black box making decisions for people.

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03

Make ability accessible

Give more people the tools to build software, streamline work, and create things that once felt out of reach.

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Explain. Try. Review. Improve.

This is the teaching approach behind the lessons: small steps, room to ask questions, and a result the learner can inspect.

  1. Explain

    Name a useful task and explain the next step in plain language.

  2. Try

    Work with a small example and let learners direct the tool.

  3. Review

    Check the facts, notice what is missing, and decide what is ready to use.

  4. Improve

    Revise the result and keep the instructions that help next time.

SEE THE TEACHING APPROACH

A better draft starts
with a better question.

A fictional staff update shows the kind of small, useful lesson I want people to take away: compare the answer with the evidence before you use it.

THE NOTES WE ACTUALLY HAVE

Flyer wording approved. Sam owns printing.
Launch date not agreed. Printing cost still needs checking.

A POLISHED DRAFT CAN STILL BE WRONG

“The flyers are printed.
We launch Friday.”

Approval is not the same as printing. Friday is a date the notes never supplied.

WHAT A CHECKED DRAFT CAN SAY

“Flyer wording approved.
Launch date to confirm.”

Sam is responsible for printing. Confirm the cost and launch date before making a commitment.

See the question I would teach you to ask

“Compare this draft with the notes. Which claims are unsupported? Rewrite it using only verified facts, and list what a person still needs to decide.”

The useful habit is checking the gap between source and answer. You can apply it to a staff update, a classroom resource, or a customer reply.

Try a short review activity
PUT IT INTO PRACTICE

Possibility in practice.

Three starting points from the learning path. Pick the one that matches the work you want to do.

AI / Everyday work↗

AI for the work you already do

Practical ways teachers, small teams, and independent business owners can reclaim time and move ideas forward.

Systems / Automation↗

Workflows people can trust

Notes from designing useful automation with a human responsible for the decisions that matter.

Learning in public↗

Build your first useful tool

Make a three-task desktop app with a focus timer, guided prompts, and small checkpoints you can test.

G·C
LET'S TALK ABOUT LEARNING

What could your
people make possible?

If you want to help a group take a practical step with AI, I'd be glad to hear what they need. We can discuss a starting point that fits their work and experience.

A helpful first message

Tell me who the learners are, one task they want to try, their current experience with AI, and which tools your school or organization approves. Use a fictional or anonymized example for the task.

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