Balance on a Plate

Not long ago I wanted to throw a proper beer feast at home. Not just cook something meaty and open a bottle to go with it, but build the whole evening around a single idea: that the food and the drink shouldn't stand apart, but carry each other forward.

The centerpiece was a pork knuckle. I braised it slowly for four hours in Störtebeker Hanse-Porter with water, onion, and carrot. While it cooked, sauerkraut stewed separately with onion and thyme, and new potatoes boiled a few minutes in their skins and then waited for the oven. Once the knuckle turned tender, I moved it to a deep tray, scored the skin, and left it about another hour to roast at a low heat.

But the most interesting part turned out to be the broth it left behind. Over those hours the taste of the meat, the vegetables, the dark malt, and a good deal of gelatin had all gone into it. I reduced the whole thing to about a third of its original volume, then added honey, soy sauce, and coarse German mustard — and got a thick beer glaze.

I poured it over the potatoes and brushed the knuckle generously. Then I raised the temperature and, roughly every ten minutes, opened the oven again to lay on another coat. Layer by layer the glaze grew darker and denser, mixing with the pork fat and caramelizing on the surface. Last came the chanterelles, quickly fried in pork lard.

At some point I looked at all of it and realized I'd cooked four fairly heavy dishes at once: the knuckle, potatoes in pork juices, stewed cabbage, and mushrooms in pork fat. It doesn't sound much like equilibrium.

But then came the interesting part. First I served the chanterelles with the potatoes and opened a Weihenstephaner Hefeweissbier. It came out unexpectedly light: mushrooms, new potatoes, pork fat, and a cold wheat beer with its yeasty softness and freshness.

A few minutes later came the main event: the knuckle with cabbage and a Schneider Weisse TAP 6 Unser Aventinus. And here the pairing suddenly worked so well that I actually got up from the table and couldn't settle down for a few minutes. Not because I was especially pleased with myself, or because I'd spent so long cooking — the result simply turned out far better than I'd expected.

Taken on its own, almost everything on that plate was excessive. The knuckle was fatty and very rich. The glaze was malty, sweet, salty, a touch bitter, and thick with gelatin. The sauerkraut stayed sharp and sour. The Aventinus was dense, warm, bready, and caramel. And yet together they somehow never tipped into overload.

After the fatty meat I wanted cabbage. After its sourness the sweetness of the glaze came forward again. Then a sip of Aventinus carried the dark malt on beyond the plate itself, and its faint bitterness set up the next bite. It made almost a circle: fat gave way to sour, sweet to bitter, dense to fresh, and then it all began again.

That was probably the first time I felt so clearly a simple thing: balance doesn't have to mean moderation. Sometimes balance comes about in a wholly different way. You can make one element very strong, as long as there's another beside it able to hold it. Acidity doesn't have to soften if it has something to push against. Bitterness can stay bitterness, fat can stay fat, and sweetness doesn't have to be toned down. What matters isn't how bright each single part is, but what happens between them.

In music it might be tension and release. In a good beer — malt, yeast, and hops. In the food that evening it turned out to be pork, dark beer, and sauerkraut. Maybe that's why the strongest impressions are sometimes born not from a single perfectly measured thing, but from several completely different ones, each staying itself and somehow, at the same time, helping the others exist.

After the feast, though, my body was quick to remind me that philosophy is philosophy, but a knuckle, potatoes, pork fat, and Aventinus still carry a very real mass. I brewed myself a tieguanyin. After all that density it made an almost perfect end to the evening: a warm, light, floral tea that slowly lifted the heaviness and seemed to make the taste in my mouth clean again. A few small infusions, a calm rhythm, an entirely different intensity.

And I liked that the evening ended just like that. First I deliberately gathered richer and richer flavors, pushing them almost to the limit. And then I simply brewed tea.

An Orchestra of Models

Lately I keep coming back to a curious coincidence.

In programming there's a term — orchestration. It usually means a system that coordinates the work of many independent components. Each one handles its own small task, and together they form something far more complex.

It has always struck me how well they chose a musical metaphor for it.

In a good orchestra no one tries to play everything at once. The violin doesn't stand in for the trumpet, nor the drums for the flute. Each instrument does its own job — and that is exactly why music appears.

Something similar seems to be happening with today's language models.

Right now I'm experimenting with a small system where several models check and complement each other's work. The idea is very simple: if different "musicians" independently arrive at a similar conclusion, the chance of error drops a little. This doesn't rule out hallucinations, of course, and it guarantees no correct answer — it's more an attempt to make the system a touch more reliable.

Whether anything genuinely useful comes of it, I don't yet know.

But the process itself turned out to be unexpectedly interesting. Sometimes good ideas come not from the urge to build yet another complex algorithm, but from watching things that have existed for centuries.

Maybe the future of artificial intelligence really will resemble not the solo of a single virtuoso, but the work of an orchestra — where value arises not only from each participant's skill, but from how well they can listen to one another.

Composition in a Glass

When people talk about beer, the conversation usually slides fast toward strength, price, or how much got drunk. And the older I get, the more it surprises me how rarely we talk about the other side of it — about attention.

There was a time when it was all simple: tasty or not, pale or dark. Over time you start noticing details — at first by accident, then more deliberately. One wheat beer turns up notes of banana, another of clove. In some the yeast steps forward; in others it gives way to the soft sweetness of malt. One porter tries to impress you with power, another turns out surprisingly calm and warm. Little by little you understand: a good drink isn't a set of bold features, it's a composition.

That word feels like the most exact one to me. A brewer works not only with ingredients but with balance — with the way one detail supports another: malt lays the foundation, yeast adds character, and hops don't break the picture but only place the accents.

It's strangely like music. At first you hear only the melody. Then you start picking out the instruments, noticing the transitions, the pauses, the tension and its release. At some point the music stops being a set of sounds and becomes a space you can stay inside.

But it probably isn't about the beer itself. You could say the same about tea. About a good album. About a photograph. About a walk through a city you know well. About a conversation with someone you've known for years. Maybe the value of pursuits like these lies not in the object of attention but in the ability to notice more than you used to.

We live in a world that keeps offering new impressions — faster, brighter, louder. And slowly an illusion takes hold, as if depth must require intensity. But my own experience says the opposite. Sometimes the greatest depth hides in familiar things: in a cup of oolong that opens up infusion after infusion; in an old album that, years later, sounds entirely different; in a glass of wheat beer where, behind the familiar taste, something that used to slip past suddenly comes through.

I don't think beer makes a person more attentive. If anything it's the other way around: an attentive person, in time, begins to notice that even the most ordinary thing holds a surprising depth. And then a glass of good beer stops being just a drink. It becomes a reason to pause — a reminder that the world is made not only of large events but of the countless small details that, in the end, are what a life is made of.

Why a sysadmin should learn Python

For years I kept other people's Windows systems in order and was sure that writing code wasn't for me. But over time the work itself changed: more and more got solved with scripts rather than clicks, and the line between "administering" and "programming" all but vanished.

Python turned out to be the language I couldn't get around. It's what automation is written in, what calls APIs, what glues different tools together — and it reads easily even without much background. Not knowing it today is a bit like driving a car with no idea what's under the hood.

I'm not learning to become a developer. The goal is humbler and more honest: to understand what's going on — to see where a script lies, and where the "magic" is really just plain logic someone couldn't be bothered to explain. And my main rule: first think through what you're changing and why, and only then ask a tool for help. That way the code stays yours, instead of becoming a black box you're afraid to touch.

Tea as a way to slow down

I don't brew tea for the taste — or rather, not only for it. For the few minutes it takes to pour an oolong, infusion after infusion, the mind stops running somewhere. It's the shortest meditation I know: no special posture, no silence, no right mood needed — just a teapot and a bit of patience.

A few things I've come to understand:

1. It's not about the tea, it's about the rhythm. The same oolong in a hurry and without one is two different drinks. Attention turns out to matter more than the leaf.
2. Small vessels change everything. A gaiwan makes you pour often and in small amounts — so you stay in the process instead of drifting to your phone between sips.
3. Evening tea is a boundary. It separates the workday from whatever comes after. Without that boundary the day smears all the way into the night.
4. In time you notice a strange thing. What calms you isn't the caffeine or the warm cup, but the simple fact that for fifteen minutes you weren't trying to do anything else.

What I resisted longest was the simplicity itself: I thought I needed a special grade, special water, the right mood. Turns out it's enough to just sit down and brew a cup.

NAJIN

Sometimes the most important projects in our lives don't end with a loud finale — they just slowly dissolve into the everyday.

NAJIN was exactly that kind of project.

We had an idea. A real one — strong and alive. Not just another attempt to start a band "because we felt like playing music," but a desire to create something with a face and a character of its own. A project where the energy of the heavy scene, a northern spirit, and the urge to tell a story that couldn't be told any other way all came together.

And for a while, it really worked.

On our own, we managed to put together a big show. Not without mistakes, not without sleepless nights and the constant feeling that we were making something far bigger than ourselves. Of our two performances, one won the project first place in a local contest. That was the moment when it felt like everything was only just beginning.

But life rarely follows the script.

Some things we couldn't pull off the way we'd hoped. In some places we lacked experience, in others resources, and sometimes circumstances simply proved stronger than enthusiasm. And one day the project that had taken up so much space in our thoughts and conversations simply stopped.

Time has passed, but I've never been able to think of NAJIN as something finally over.

Probably because good ideas don't disappear. They can fall silent for years, gather dust, turn into a box of old photos and posters — yet they keep living somewhere inside. As a reminder that once, we already managed to do the impossible.

I'm sorry it ended the way it did.

But honestly, the hope of reviving this project has never faded. And it seems it never will.

Maybe some stories don't end. They just take a very long pause between chapters.