No Horse Got Faster. The Rider Got a Library.

SF Scott Farrell September 15, 2026 scott@leverageai.com.au LinkedIn

Your AI got the work done faster. It left nothing behind.

That's the usual deal. You buy a tool, a named workflow speeds up, the saving is real and measurable, and when you switch the tool off, the capability goes with it. Nothing accumulated.

Here's what a different kind of investment looks like.

I have an AI system wired into my own archive — two decades of emails, repos, documents, half-finished drafts. I was chasing my own memory of a bug I shipped years ago in some chess-engine work. I asked for my recollection of it.

What came back was an email from a former colleague, Joel, warning me about that exact bug before I shipped it. I didn't know the email had survived. I couldn't have searched for it — his words and mine share almost no vocabulary. And it didn't flatter me. It showed I'd been told.

That same afternoon, the same archive rewrote a CV and answered a provenance question I'd only muttered aloud.

One asset, several jobs, none of them the job it was built for.

Now the uncomfortable part for anyone signing off AI spend. Your investment process almost certainly scores proposals against workflows you can already name. That's a sound discipline and it makes rung-one value legible: this task, this baseline, this percentage. But a capability nobody has seen yet cannot be written into a requirement. So it doesn't make the shortlist — not because it's weak, but because there's no column for it.

I'm not claiming the archive pays for itself, or that no human could ever have found that email. I'm claiming the evaluation frame has a blind spot, and the blind spot happens to sit where the compounding stuff lives.

Faster is fine. Faster is worth buying. Just notice that when the contract ends, faster ends with it — and connected knowledge doesn't.

No horse got faster. The rider got a library.

Originally posted on LinkedIn


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