Blog

Tracking My Wine Taste Until It Knew My Next Bottle

How a BlackOps Brain turns tasting notes into a model that predicts what you'll actually buy.

Tracking My Wine Taste Until It Knew My Next Bottle

Tonight I drank three glasses of a Portuguese red called Lutra and liked it enough to walk over and buy a bottle on the spot. Then I did something that used to be completely pointless. I took a photo of the label.

Pointless, because for years my wine notes lived where everyone's notes live. A graveyard. A long scroll of "this one was good, dark fruit, would buy again" that I never once went back and read. I wrote it all down and then abandoned it. It described my taste and did absolutely nothing with it.

A while back I stopped doing that. I built a Brain instead.

A notebook holds. A Brain learns.

A BlackOps Brain is not a folder you dump things into. You feed it, and it builds a model of whatever you are feeding it. With wine, that meant I gave it a couple of bottles I love and one rule (I don't drink white, ever) and it went to work pulling apart structure I never bothered to write down myself. Body. Tannin. Acidity. Oak. Region. Grape. The kind of food each bottle actually wants to sit next to.

A notebook could never do that. It just holds the words you typed and waits.

So back to tonight. I finished the glass, snapped the label, and dropped the photo in. The Brain did not log it as a five star rating. It logged it as something more honest: I drank three glasses and then spent money on a fourth. That is the strongest signal a person can give about a wine, and it has nothing to do with a number. It is behavior.

Here is what the Brain did with that:

  • Promoted Lutra from "might be a keeper" to confirmed house wine
  • Raised its buy-again score, because I voted with my wallet, not my mouth
  • Regenerated what I should try next, in my actual price range, in regions I already lean toward

That last part is the whole game. The thing recommends in dimensions I was never tracking by hand. It knows the difference between a steak-night wine and a random Tuesday wine. It noticed, on its own, that I buy interesting bottles under twenty-five dollars and not trophy bottles off the top shelf. I never told it that rule. It watched me and worked it out.

Where this is headed

Here is the part I am actually fired up about, and I have not even done it yet.

Next time I am in Fort Worth, I am going to walk into some wine shop I have never been in and will never see again. A wall of bottles, most of them strangers. Normally that is a guessing game. You read a few back labels, you recognize maybe two names, you grab something and hope it is not a mistake.

This time I am going to take one photo of the shelf.

The Brain reads every bottle it can pick out of that picture and runs each one against everything it has learned about me. The dark fruit. The soft tannins. The Portugal and Italy lean. The under twenty-five rule it figured out on its own. Then it tells me which bottle to carry back to the hotel. Not the one with the most reviews. Not the one with the prettiest label. The one most likely to be mine.

That is the difference between a list and a model. A list sits in a drawer. A model walks into a strange shop in a city you barely know and makes the call for you.

Built by me. For people like me.

This whole post lives inside BlackOps.

Research. Write. Publish to your custom domain. Schedule X, LinkedIn, and Threads. Send the newsletter. Generate the video. All from one Claude conversation. No tab-switching. No CMS dashboard. No copy-paste.

A content operating system for people who write.

Wine is the toy example

I want to be clear that none of this is really about wine. Wine is just the easiest way to show the machine working, because everyone gets it. You like a thing, you track it, the tracking gets smarter, you make better calls. No code required to follow along.

But it is the same primitive doing every other heavy job in my week.

My training runs on one. It knows my split, the weight I pushed last time, and what the next progression should be, so I am not standing in the gym guessing. My product runs on one too. Every bug, every feature, every decision I have made gets compiled into a single map I can actually ask questions of, instead of fourteen scattered docs nobody opens.

Anything where your judgment piles up over time belongs in a Brain. A craft. A client. A market. A cellar. The pattern is always the same. The more you feed it, the sharper it gets, and the sharper it gets, the more it does for you instead of just sitting there looking organized.

The part most tools get wrong

There is a whole category of apps that promise you a "second brain." Most of them are filing cabinets with nicer fonts. You put things in, they stay exactly as you left them, and the burden of remembering and connecting it all stays on you. That is not a brain. That is storage that learned to charge a subscription.

Storage remembers what you put in it. A Brain gets to know you.

Tonight mine watched me drink one glass of wine and got a little smarter about who I am. Tomorrow it will be a little smarter again. I did not have to do anything except live my life and let it watch.

That is the difference, and once you have felt it, the graveyard of notes stops looking like a system and starts looking like what it always was. A pile.


If this is the kind of thing you want more of, I send a weekly note on building systems like this, the wins and the things that broke. Subscribe and I will see you in your inbox.

I wrote this post inside BlackOps, my content operating system for thinking, drafting, and refining ideas — with AI assistance.

If you want the behind-the-scenes updates and weekly insights, subscribe to the newsletter.

Related Posts