A Decade Later: Snow, Survival Shopping, and American Winter Woes | January 23 2026, 15:56

Exactly ten years ago, on this day, my family tried to enter the USA, but it started snowing. The day after a plus 12°C

snowfall came and blocked all the roads.

And now it’s all happening again. Waiting for snow. Nadia just sent a message that there are three times more people in the grocery store than usual. Americans, when a possible zombie apocalypse approaches, stock up on food and ammunition. Ten years ago, the roads were cleared the next day, but schools, universities, and almost all offices remained closed for another week. Grocery stores opened fairly quickly (but not immediately)

To me, it’s just a typical winter

My Ambitious 2026 Plan: From Galapagos Travel to Academic Achievements and Creative Pursuits | January 20 2026, 04:44

My plan for 2026:

– Travel to the Galápagos Islands, Ecuador for a week (summer)

– Finish and release a book on Information Retrieval (also summer, progressing slowly, first couple of chapters are already written. Already spent about 50-100 hours on this, the easy part)

– Release at least one scientific paper, probably on Data Mining (spring). Ideally, submit it somewhere to a journal (challenging). Already spent about 30 hours on this topic, a lot left to do.

– Make a step towards a PhD. Find professors, visit universities, understand the cost and assess my capabilities and resources.

– Continue studying fundamental mathematics and not die (linear algebra, calculus, probability theory, statistics, classical ML). In 2025, I spent about 200-400 hours on this topic.

– Continue studying Deep Learning and reach the “can teach” level. In 2025, I spent about 100-200 hours on this topic.

– Continue studying Data Mining/NLP.

– Update my book on RecSys, releasing version 2.0 with updates and corrections (autumn 2026)

– Make noticeable progress in painting and playing the piano. Specifically, learn Schubert’s serenade (Ständchen, D 889) completely and create at least one canvas that I wouldn’t be ashamed to give as a gift.

Exploring Identity and Survival in “Avatar 3: A Journey of Relocation” | January 06 2026, 17:34

After watching Avatar 3, we decided to rewatch the first and second movies. Watched it like it was the first time, but here’s what I thought.

For the family, relocation was an urgent rescue from physical annihilation or forced participation in a war. Moving, they encountered the necessity to “learn to swim” in a new legal, linguistic, and social environment, starting from scratch and losing their former social weight. The feeling of “we are strangers here” is the central emotion. Severance of ties with friends and colleagues, only the “nuclear family” remains as the sole island of identity. Essentially, Jake’s decision to flee to save his children is the fundamental dilemma of any parent in a conflict zone: fight to the end on their own land or leave to preserve the life of the next generation.

Upon arrival, they hardly receive a visa, and permanent residency isn’t promised. But eventually, it becomes clear that it’s impossible to hide from a global conflict geographically. Sooner or later one has to participate in protecting their new “reef.”

Jake’s children and he himself have five fingers, whereas purebred Na’vi have four. Plus, the accent. This is a constant visual reminder of their origin. Even if you are fully integrated, there is always a detail that marks you as an outsider. Your children may become “one of them” faster, but they still carry the mark of “hybridity.”

By the way, in the third part, all the blues already speak English. The Na’vi language was completely displaced by them.

P. S. By the way, it’s interesting that Jake didn’t bring any of humanity’s achievements to the new culture of Pandora at all. I don’t know, the wheel, fire, medicine, some mechanical stuff. Nothing.

The Unintended Consequences of Misguided Incentives | January 04 2026, 13:30

About KPIs. In English, there’s a concept called perverse incentive, “a harmful stimulus.” It occurs when you try to quash evil, but the methods become the perfect fertilizer for it. There’s a saying, “When a measure becomes a target, it ceases to be a good measure” (Marilyn Strathern based on Goodhart’s Law).

A classic example is the “Cobra Effect.” In colonial India, the British decided to reduce the snake population and offered a reward for every head. The plan seemed as reliable as a Swiss watch until Indians began breeding cobras on farms for the “harvest.” When the authorities realized they were being duped and cancelled the payments, the farmers simply released the now-useless snakes into the wild. As a result, there were many more cobras than before the program started 🙂

In a similar way, the French in Hanoi battled rats by paying money for severed tails. The city became overrun with lively yet tailless rats: the Vietnamese cut off the “currency” and released the creatures to breed further, to not lose a stable income.

In the 19th century, archaeologists searching for dinosaur bones and ancient fossils paid locals for every piece found. As a result, resourceful diggers intentionally shattered whole, priceless skeletons into small pieces to earn more by submitting them separately. Science wept, but the KPI for “number of finds” soared. A similar tragedy occurred with the Dead Sea Scrolls: Bedouins cut the found scrolls into small pieces to sell each fragment separately.

In the USA, this malady struck infrastructure. When building the Transcontinental Railroad, the government paid Union Pacific subsidies for every mile laid. In Nebraska, engineers, in a single corrupt impulse, drew a huge loop—the Oxbow Route. The extra 9 miles of detour made no sense for logistics but brought the builders hundreds of thousands of dollars “out of thin air.”

But if the “loop” in Nebraska was just theft, then the mistakes of U.S. Secretary of Defense Robert McNamara were a tragedy. An aficionado of numbers and mathematical models, he tried to manage the Vietnam War like a Ford assembly line.

When General Edward Lansdale timidly noted that McNamara’s formulas lacked the variable “the spirit and will of the Vietnamese people,” the secretary noted it in pencil in his notebook. And then erased it. He said that if something cannot be measured, it’s unimportant. The main metric became the body count. Officers onsite, eager to curry favor, began labeling everyone indiscriminately as “enemies,” painting an illusion of imminent victory in Washington, while the actual situation spiraled into the abyss.

In science, there’s a radical principle similar to Occam’s Razor— “Newton’s Flaming Laser Sword” (also known as “Alder’s Razor”). Its essence: if something cannot be tested by experiment (or measurement), it’s not even worthy of discussion.

It sounds reasonable for physics, but in life, it’s a direct path to what sociologist Daniel Yankelovich called the degradation of perception. He described this as a descent through four steps:

1. First, we measure only what is easy to measure.

2. Then we ignore what is difficult to measure or requires qualitative assessment.

3. The third step—we decide that what cannot be measured is not so important.

4. And the final step—we declare that what cannot be measured actually does not exist.

And at that moment, we become blind. We view the world through the keyhole of metrics, while in the room behind the door, cobras are bred, dinosaur bones are broken, and wars are lost.

Dreams of Power: Cocaine, Rare Earth Metals, and Unexpected Diplomacy | January 03 2026, 13:40

I slept through everything. What are you betting on 1) all the cocaine is ours now? 2) they’ll release them in exchange for a deal on rare earth metals and oil? 3) Maduro turns up in Saratov?

Exploring Nature’s Design: How Insect Bites Transform into Palm Leaf Patterns | January 03 2026, 02:15

This is a palm leaf in the jungle about 60-70 centimeters wide. I stopped and wondered how it is that beetles chew through to create such a pattern.

I mean, when you think about it, the answer is obvious. They make one hole in a folded leaf, and then the leaf unfolds, creating many holes – like a paper snowflake. Upon contemplating this, I realized that palm leaves grow as a “cigar,” a rolled-up tube. I didn’t know this, but the very regular holes leave no other explanation.

But there is another thing – the holes are a bit large for a beetle or an ant. Obviously, if they were to eat a leaf that’s rolled up into a tube, they would end up biting through several layers at once, because if they ate the layers separately, the structure wouldn’t appear as regularly. But their mouths aren’t huge enough, of course, to eat such multi-layered leaves.

Apparently, an ant or beetle was eating the leaf while it was still small. Afterwards, the leaf grows evenly throughout and, obviously, the hole increases along with the leaf. The holes don’t heal; the leaf is alive and grows. A hole made by a beetle could initially be only a couple of millimeters in size, but then it grows to the size of a finger.

The Uncertain Future of Automation and Employment Disparities | December 21 2025, 15:27

Everyone is waiting for a cyberpunk future where each cafe table is served by an android. But it seems that it will never happen. The automation of the service sector is stagnating and will continue to do so for one simple reason: maintaining a human is becoming cheaper than servicing an industrial robot.

Food and clothing are rapidly depreciating. Production volumes are such that feeding and clothing a “bag of skin” today costs pennies. Now compare this with the cost of developing, software, and maintenance of a complex robot waiter or cleaner. A human is a self-regulating system that fuels and updates itself. And if worn out, easily replaced. Pure economy!

In the “First World,” the motivation to labor hard will disappear. Why go to a hard, boring job if basic needs are met with minimal effort, and everything else is done by others who really need to? People in developed countries will work only where there is thrill and pleasure. Eventually, we will face a shortage of hands where it is “not cool,” but there won’t be robots there either – too expensive.

Poor countries will be stuck in the past. Their populations are growing like yeast. Choosing a job there is a luxury available only to a few. An excess of labor makes work almost free.

I think the world is facing a harsh imbalance. Developed countries will likely permanently close their borders to avoid diluting their comfort, and all industries that are still difficult or expensive to automate will simply move to poor regions. Perhaps, developed countries will become less likely to conflict with one another, as there will be too many resources to make every resident happy.

But it will be harder with poor countries. Why invent a complex robot if you can relocate a factory where thousands are ready to work for food, which becomes cheaper every year? This has long been happening and will most likely continue for a long time.

Conventional programmers in the USA won’t be replaced by AI, but by programmers from Southeast Asia and South America. Several layers of AI for quality control and one manager approving AI conclusions and automatic layoffs and hiring will oversee them. And those programmers who remain in developed countries will focus more on orchestration than on coding. This role requires even more intelligence, and only one in ten current individuals will be capable. Only, the reason for such a crisis will not be AI.

Also, I think that the borders of the future world may close in one direction. It will become increasingly difficult to enter developed countries from developing and poor ones, but the opposite will be facilitated by authorities. Africa is growing so fast that it will surely become a problem if people there are not already prepared for life beyond their villages.

The future is not about the uprising of machines. It’s when some work for pleasure, and others because they are cheaper than electricity and gears.

Do you agree, or am I exaggerating too much?