How my own AI system is built, by Andrew Frolikov

Before the steps

The one idea everything else hangs off.

Most people use AI like a very fast stranger. They open a blank chat, explain who they are and what they are doing, get something useful, close the tab, and then do the whole thing again tomorrow. The explaining is the work, and it is thrown away every single time.

The fix is not a better prompt. It is giving the tool a memory of you that persists, and then writing down the ways of working you repeat, so they run the same way every time instead of being reinvented. Everything below is a version of that one idea.

Build it in this order. Each step is useful on its own, and each one makes the next easier. If you stop after step two you will already have most of the benefit.

The system

Five pieces, in the order to build them.

One place that holds who you are

A single folder of plain text files: what you do, what you are working toward, how you like things done, the decisions you have already made and do not want to relitigate. Nothing clever. Plain files you can read yourself.

This is the piece that pays for itself fastest, because every tool you point at it stops needing to be briefed. Mine holds my strategy, my voice, my constraints and every decision I have made since I started it. New tool, new chat, same context.

Write down the things you do more than once

Notice what you repeat. Drafting a certain kind of message. Researching a certain kind of company. Turning a meeting into actions. Write each one down properly, once: what good looks like, what to avoid, what the finished thing should contain.

Now the tool follows your way of working instead of guessing at it, and Tuesday's output matches Monday's. This is what the four skills on my free page are. They are not special; they are just written down.

Put the boring ones on a timer

Some of those repeated jobs do not need you to start them. A morning summary of what is coming. An end-of-day note capturing what happened. A weekly pass that reconciles what you learned and where things stand.

Six of mine run on a schedule. The value is not the time saved on any one of them. It is that what I work out once stops evaporating by the following week.

Make capture effortless, or it will not happen

Ideas do not arrive at your desk. Mine arrive on walks, so I talk into my phone, and transcription and filing happen on their own. The audio is deleted once the text exists.

Whatever your version is, the test is the same: if capturing a thought takes more than a few seconds, you will stop doing it, and the system quietly starves.

Keep the private things private, deliberately

Some of what a system like this touches should not leave your machine. For me that is anything I dictate, so speech recognition and cleanup both run locally on my laptop rather than in somebody's cloud.

You do not need to be strict about everything. You do need to decide, once, which categories are which, rather than discovering the answer after the fact.

What this is not

Three honest warnings.

It is not fast at first

Step one is an afternoon and it feels like admin. The payoff starts in about a week and compounds after that. Anyone promising same-day transformation is selling something.

It is not hands-off

Every one of these pieces needed correcting for weeks before it was trustworthy. The system does not replace your judgment; it removes the parts that never needed judgment in the first place.

It is not free of maintenance

Things break. A routine fails silently, a note goes stale, a skill starts producing something slightly wrong. Budget attention for that, or you will end up trusting output you should not.

If you want the shortcut

You can also just have it built.

Everything above is genuinely all of it, and plenty of people will take it from here on their own. That is the point of writing it down. If you would rather not, that is what I do for a living: the same five pieces, built around your work, documented, and handed over so you own it without depending on me.

Start the conversation Book a call Read who I am first

A free conversation about how you already work, no preparation needed and no obligation at the end of it.

How my own AI system is built.