Amanda McRoberts

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Amanda McRoberts Need less overwhelm. Simple routines + humane AI. Late-dx ADHD & autistic. I design humane AI and tiny routines that fit sensory needs and real schedules.

No jargon. Low-friction steps that lower overwhelm, increase focus, and create steady progress.

Before we lost Beth, our dog, my teenager came up with an idea: “A Morning in the Life of a Dog,” filmed before homescho...
10/21/2026

Before we lost Beth, our dog, my teenager came up with an idea: “A Morning in the Life of a Dog,” filmed before homeschool.

He described the walk, a bird's-eye shot of her moving along, then a close-up of her eating her food or taking her pills. He'd already thought about the order of shots and how to show an ordinary morning from different perspectives.

He was planning, sequencing, and telling a story before picking up a camera.

That's what I mean when I say one real project can contain multiple homeschool subjects. Filmmaking can create room for writing, planning, technical choices, research, and communication.

I wouldn't mark every one of those skills mastered because he suggested the idea. But I can recognize the visual storytelling and shot planning that were actually present in that conversation.

Sometimes the learning is visible in the choices a child makes before a finished project even exists.

What unexpected skill have you noticed when your child started planning something they cared about?

We open an astrophysics book to explore one idea, and before long a question leads us into another corner of the univers...
10/20/2026

We open an astrophysics book to explore one idea, and before long a question leads us into another corner of the universe.

That's one thing I enjoy about learning together. A lesson about space doesn't always follow the next paragraph neatly. Curiosity pulls at a thread, and a bigger conversation appears.

I don't assume an interesting tangent proves the original concept was learned. Sometimes we need to circle back.

But I also don't want our homeschool to be so rigid that we lose a moment of genuine interest.

That's the feeling behind this celestial artwork: a universe worth getting distracted by.

What topic sends your family down the best curiosity rabbit holes?

A math worksheet looks like one task until you're beside a child trying to figure out why the page isn't moving.Is readi...
10/19/2026

A math worksheet looks like one task until you're beside a child trying to figure out why the page isn't moving.

Is reading the problem hard? Calculating? Keeping the numbers in the right columns? Or getting the answer onto paper?

Recently my daughter worked through an addition problem, counting on her fingers and telling me her answer while I wrote it down. The arithmetic was hers. The recording was mine.

That's why I think of homeschool math as four possible demands: read, calculate, organize, write. Different struggles call for different supports.

If handwriting or independent place-value alignment is the objective, that part needs to stay. If calculation is the goal, helping with transcription may make the reasoning clearer.

Save this for the next time one math page feels like four battles.

I think one of the hardest parts of teaching toward independence is figuring out when to back up and when to step back i...
10/18/2026

I think one of the hardest parts of teaching toward independence is figuring out when to back up and when to step back in.

This week gave me a pretty clean example.

My son decided to make a short story about a Gundam finding a sword in a cave.

He intentionally kept the scene dark.

I did not know that was a creative decision until afterward.

What I did notice immediately was the giant shadow of him behind the figure.

So the answer was not, “The shot is wrong. Do it this way.”

The answer was:

Show me what you were trying to do.

Then we looked at the setup and figured out how he could preserve the dark cave feeling while fixing the technical problem.

That is the kind of independence I am after.

Not leaving him alone with something he does not know yet.

Not managing every choice for him either.

The creative decision can belong to him while the teaching still belongs to me.

I am even moving some of the stretch into a bonus-point system so I can reward things like shorter edits, vertical and horizontal versions, editing written work, and intentional editing choices without dictating the story itself.

Independence is built by moving support, not disappearing.

CTA: Where are you currently trying to move from “I do it” to “I coach it”?

A cleaner deep-cleaned two rooms in my house and I suddenly started planning again.Not cleaning.Planning.Painting my off...
10/17/2026

A cleaner deep-cleaned two rooms in my house and I suddenly started planning again.

Not cleaning.

Planning.

Painting my office.
Selling furniture we do not use.
Changing how we use the space.

That was useful data.

I had not stopped caring about my house.
I had stopped having enough capacity to think past the immediate physical load.

Sometimes behavior that looks like failure is actually the first visible sign that the system has exceeded what you can carry.

Which one shows up first for you?

10/16/2026

A subtraction problem involving 2026 and 1865 reminded me of something teaching adults has taught me: “I don't get it” doesn't tell you which part isn't clicking.

My youngest was overwhelmed by the borrowing, even though she'd done borrowing and carrying before. When I pulled us away from the whole problem and asked her a much smaller subtraction question, she knew the answer immediately.

That didn't solve the entire lesson. It gave me a place to start.

When I'm teaching adults, I don't keep repeating the same explanation louder or longer. I try a different example, metaphor, or diagram until I can find the precise spot where understanding dropped out.

I'm learning to bring that same curiosity to homeschooling. Before I explain something again, I want to know where I lost the learner.

What's your go-to move when a lesson suddenly stops making sense?

Productivity advice loves priority.Pick the most important thing.Do the top three.Sort by urgency.That can help.But when...
10/15/2026

Productivity advice loves priority.

Pick the most important thing.
Do the top three.
Sort by urgency.

That can help.

But when I am overloaded, sometimes I can prioritize perfectly and still be unable to move.

That is usually my sign to stop asking, “What should I do first?”

And start asking, “What is making all of this feel so heavy?”

The house was a recent example for me.

Hiring a cleaner did not teach me to prioritize cleaning better.

It removed enough physical load that I could think about my house again.

That distinction matters.

Which kind of load tends to make everything else feel urgent for you?

Teaching adults changed one of my most basic teaching instincts.I used to think that if someone did not understand somet...
10/14/2026

Teaching adults changed one of my most basic teaching instincts.

I used to think that if someone did not understand something, I needed to explain it again.

Now I am much more likely to change the frame.

One of my favorite examples is Facebook ads.

The hierarchy can feel abstract when you first learn it: campaign, ad set, individual ad.

So I compare it to the Borg.

One ad is one Borg.
An ad set is a Borg cube.
The campaign is the Queen.

If you kill one ad, the system can adapt around it. If you kill the ad set, everything inside that cube goes with it. If you kill the campaign, everything below it is done.

The ad structure did not change.

The learner’s mental model did.

I do the same thing when I teach AI research.

When we learned to write research papers, we were taught to use multiple sources because no two encyclopedias or references contain exactly the same information in exactly the same way.

I treat AI research the same way.

I use more than one AI to gather reference links. I ask for the links. I double-check the sources. Then I make the final decision about what is actually useful.

No single AI should be treated as the only researcher.

The human stays in the loop.
The facts get checked.

And if the explanation is not landing, I change the representation instead of just saying the same thing again.

What is the weirdest analogy that has ever made something finally click for you?

Teaching adults made me a better homeschool teacher in a way I did not expect.Adults are very good at showing you when a...
10/13/2026

Teaching adults made me a better homeschool teacher in a way I did not expect.

Adults are very good at showing you when an explanation is not landing.

And they taught me that repeating myself is not the same thing as teaching differently.

Sometimes I need a metaphor.
Sometimes I need a diagram.
Sometimes I need a smaller example.
Sometimes I need to back up until we find the last thing that still makes sense.

That eventually changed the question I ask.

Not:
“How do I explain this again?”

But:
“Where did I lose you?”

And then I started carrying that question home.

Because confusion is information.

“I don’t get it” does not automatically mean “I cannot do this.”

Sometimes it just means this route stopped making sense.

My job is not to make the learner endure my explanation.

It is to help them find the idea.

Teaching adults changed the way I hear “I don’t get it.”I used to hear it as a request to explain the same thing again.N...
10/12/2026

Teaching adults changed the way I hear “I don’t get it.”

I used to hear it as a request to explain the same thing again.

Now I hear it as the beginning of a diagnosis.

Last week my youngest got overwhelmed by a subtraction problem. She told me she didn’t understand the borrowing, but she had borrowed successfully before.

So I backed all the way out of the problem and asked her something she already knew: “What’s 12 minus 6?”

She answered immediately.

That told me the entire skill wasn’t missing. We just had to find the point where the route stopped making sense.

Sometimes “I don’t get it” means the vocabulary is unfamiliar, the example is too crowded, the output is getting in the way, or there is one smaller missing piece underneath everything else.

I don’t need to reteach the whole staircase if we only lost one step.

Save this for the next time “I don’t get it” makes you want to explain everything from the beginning.

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