A Harvard-Born Geopolitical AI on Taiwan, Russia, and Why Japan Thinks Differently About Uncertainty

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Overview

Most forecasting asks whether something will happen. Will China invade Taiwan? Will Russia escalate? In this PIVOT interview, Tinatin Japaridze, director of geopolitics at Anadyr Horizon, argues that this is the wrong question. Their company runs simulations of decision-makers' choices and produces many possible futures instead of a single prediction. Japaridze believes this approach fits Japan unusually well, because, in their view, Japan is comfortable preparing for several outcomes at once instead of trying to make the future certain.

19 min read

The conversation covers four areas: Japaridze's route from music into geopolitics, how the company's engine works, its findings on Taiwan and on Russia and Japan's Northern Territories, and what Japaridze thinks Japan, and the United States, should take from all of this.

1:56

From a touring singer to the UN, Columbia, and Eurasia Group

The host opened by admitting confusion about Japaridze's background: press secretary for New York City, UN radio host, Eurasia Group analyst, and professional singer. Japaridze said the host was not the only one confused, and described a career with many pivots.

They started in music very young and were sure they would be a singer. They began touring professionally at 14 in France and later worked in the United Kingdom. Japaridze described themselves as a kind of "export" from the post-Soviet space to the West, at a time when Georgia, Russia, and other countries in the region were opening up. They then moved to New York and worked in musical theater. That work included songwriting for an off-Broadway show called Matryoshka, about the multiple identities people carry, a theme Japaridze connected to growing up with many identities.

Around then they were asked to write an anthem based on the United Nations Charter. That song became their "ticket to the United Nations." Getting a song approved by the UN takes a long time, and during that process Japaridze began writing about the UN for a New York newspaper and eventually became a UN correspondent. For a while they led a dual life: journalist at the UN by day, in the studio at night.

The next pivot came over dinner with friends who studied and taught at Columbia University. Japaridze had dropped out of college at 16 to tour and had never been a student. They applied and got in, studying part-time while still rehearsing and performing. After the first year they chose academia and left the show. Their studies focused on Russia, Russia–China relations, and especially the tech sector, over four to five years. After graduating they worked in New York City government and then spent several years on the Eurasia desk at Eurasia Group. When Russia launched its full-scale invasion of Ukraine, they focused entirely on covering the war, and that was when they decided geopolitics was where their heart was. Music still matters to them, but they said geopolitical risk and technology are now impossible to ignore in daily life.

8:02

What Anadyr Horizon does: simulating decisions, not events

Japaridze described the move to Anadyr Horizon as a chance to step back from one region and look at the whole world, with a strong technology component. The company analyzes geopolitical risk through simulations. Human analysts still do desk analysis, and the company adds its own engine, North Star, which Japaridze described as an "agentic systems intelligence powered engine."

The core idea is to change the question. Instead of asking "Will China invade Taiwan?", the engine looks at the signals it collects and maps out pathways that could materialize as the world evolves. It then estimates which of those pathways are more likely than others. It does this by simulating decisions. Japaridze's reasoning is that the geopolitical world turns on decisions made by political leaders and by leaders in the public and private sectors more broadly. The company builds what Japaridze called "digital clones" of these decision-makers and simulates their choices to see which pathway is most realistic for a given question, whether about Taiwan, Russia–Ukraine, or the United States.

10:37

The Taiwan simulation: a gray zone, not a conventional war

Asked for a concrete example, Japaridze described a recent simulation on a Taiwan crisis, which the host called the biggest single concern for Japanese viewers. Most coverage Japaridze has seen asks whether there will be a military, kinetic invasion. The company instead framed it as a choice between war, peace, or a gray zone.

According to North Star, a conventional war is less likely than a non-conventional, hybrid, gray-zone situation. Japaridze warned against reading this as good news. In their view, the gray zone is unstable in its own way. Sanctions, cyber operations, and other destabilizing factors could produce a long period of instability, with "lots of different black swans and gray swans."

Japaridze said the engine also surfaced something they had not prompted it to look for: Japan's role. Western analysis of Taiwan usually does not think about Japan right away, or imagines Japan joining crisis management only after events turn hot. The simulation instead gave Japan a key role in deterrence, together with the United States and South Korea. The simulation generated up to 100 possible futures. Japaridze said a strong Japan–South Korea–US alliance appeared in every one of them.

13:58

What to do with that: preparing for pathways instead of predicting China

Asked what can be done more specifically, Japaridze said the first step is to stop thinking in a war-versus-peace binary. Their simulations usually produce two or sometimes three broad pathways, each containing clusters of possible futures. Trying to change what China will do is, in Japaridze's words, impossible. The realistic option is to prepare for each possible future. That means reading signals and analyzing decisions at the top of the power structure to see which pathway is emerging, instead of waiting to find out whether China has intervened militarily. Japaridze said Japan is naturally very skilled at this kind of preparation.

Japaridze highlighted one finding in particular: Taiwan's own domestic politics. Analysts usually think about China, Russia, and the United States first and Taiwan's internal decision-making last. The simulation indicated that what happens in Taiwan's legislature will be extremely important and very telling about how a crisis could develop.

On what the private sector can do, Japaridze emphasized resilience over prediction. If a hybrid gray zone is more likely than conventional war, companies as well as governments need to strengthen their defenses in several areas:

  • cyber operations
  • disinformation
  • possible sanctions, both Chinese measures and US sanctions on China, as the situation heats up

The goal, they said, is to stay agile, and that applies to the United States as much as to Japan. Countries can do a lot about their own resilience and very little about what other countries do. Cyber operations, economic instability, and sanctions-related restrictions came up repeatedly throughout the simulation.

17:28

Russia: surviving sanctions by becoming dependent on China

Japaridze then turned to Russia, drawing on a separate Japan–Russia simulation about the Northern Territories. Russia has been weakened by Western sanctions since the full-scale invasion of Ukraine. Even so, Japaridze said it has kept some agility, imperfectly, by finding other ways to stay afloat despite new rounds of US and EU sanctions.

The pattern across the company's simulations, they said, is Russia growing more dependent on China. That support can look like a strength, but Japaridze sees it as a weakness, because Russia is losing autonomy. They said this has been developing for a long time, since before the full-scale invasion. Russia restricted its internet and its technology sector to make itself more sovereign and autonomous. Japaridze called the result ironic: very little technological development, and more reliance on China and on countries such as North Korea for technology. They mentioned Iran in the context of drones but said they were speaking specifically about innovation. The simulations show this dependence deepening over time.

20:11

The Northern Territories: constant pressure, no thaw

Japaridze said the Northern Territories question was not something most analysts examined until recently. After what Japaridze described as Vladimir Putin's visit to the territories in August, attention increased, and Anadyr Horizon decided to simulate it.

The results resembled the Taiwan case. The simulation showed no signals of a conventional all-out war. It did show hybrid operations and a deepening division, with Russia, China, and their allies strengthening each other on one side and a stronger alliance between the United States and Japan on the other. Japaridze found the US–Japan side promising. Their point was that beyond official statements about each country's importance to the other, they see real support between the two, "actions do speak much louder than words," especially if escalation becomes possible.

Asked what to expect, Japaridze stressed that crises are interconnected. Russia is heavily committed in Ukraine, and they see no sign the war will end soon, even if there is a pause or a brief, weak ceasefire. Because Russia is stretched thin, the simulations show no new military escalation elsewhere. What they do show is constant pressure, with all actors repeatedly holding back from conventional war. A warmer Japan–Russia relationship "does not seem to be on the cards" in the simulations. Japaridze offered an imperfect analogy to the Cold War. Japan, South Korea, and others in the region are aligning with US help and focusing on deterrence over escalation. Russia, meanwhile, is deepening its tech and innovation ties with China.

23:40

Track record: the 50-day ultimatum and the Kursk example

The host asked whether the simulations had anticipated past events. Japaridze said the company watches Iran and the wider Middle East closely, mentioning a blockade the previous year. Since then the engine has flagged both broad pathways and specific events based on the signals it detects.

Their main example came from the Russia–Ukraine war. When President Trump gave Russia an ultimatum to negotiate an end to the war, the company simulated the 50-day period that followed. It then compared the engine's predictions with what actually happened over those 50 days. Japaridze reported accuracy of upward of 80% across the events that unfolded, and said many small and large predictions were "absolutely spot-on."

They singled out one result as counterintuitive, saying many analyst colleagues at other firms got it wrong. When Ukraine pushed into Russia's Kursk region, the common view was that Russia would not tolerate it and would prioritize expelling Ukrainian forces before any further offensive in Ukraine. According to Japaridze, the engine predicted the opposite. It expected Russia to keep pressing its offensive inside Ukraine, particularly around Pokrovsk, betting that Ukraine would be focused on Kursk. Japaridze said that is what happened.

Their explanation for why the engine catches such outcomes is that humans think rationally and assume leaders at the political helm do too, which is not always true. A system fed the right data keeps challenging analysts' assumptions about how people behave in different situations. Japaridze stressed the combination of "human and simulant" intelligence instead of relying on AI alone. The most accurate answer, they said, usually lies somewhere in between.

27:38

Will AI replace analysts?

Japaridze's answer was no, for now. Speaking about AI in general and not specifically about the company's proprietary system, they said AI still has limits in judgment and empathy and cannot yet replicate a lot of what humans do. That could change over time, but for the foreseeable future both are needed. Japaridze said they find that comforting as a human being.

The same applies to clients. Governments and companies want a person who can explain what the findings mean for them specifically. Japaridze said they do not foresee the human element being eliminated for a long time, while admitting they might be "overly optimistic." The opposite risk is just as real: desk analysis without AI and technology is no longer enough. The bigger danger, they said, is careless data. People assume more data is better, and Japaridze said that is not the case.

29:15

What goes into the engine

Japaridze declined to reveal the company's proprietary data, calling it "part of our secret sauce," but described three components.

The first is expert input. The company works with country, regional, and sector experts. The Japan model was built largely with help from Japan experts, including some in Japan. Every political system governs differently, so the US, Japan, and Russia models cannot be treated the same way without losing important nuance.

The second is data hygiene. Data is cross-checked so it is not contaminated or "poisoned." The company does not just scrape the internet without examining what it feeds the engine.

The third is behavioral and psychological modeling. Because the engine simulates decisions and not events, it uses psychological portraits of decision-makers based on how they have behaved historically. That includes how they behave under stress, when sleep-deprived, or when things are going well, since people are influenced by internal and external factors and do not always decide rationally. Japaridze said what makes the engine distinctive is the combination of all three.

31:13

How clients receive the results

Clients, both governments and companies, get access to a North Star portal where they can browse all 100 possible futures if they want. The company also provides written and verbal briefs. Every Monday, Japaridze and colleagues hold an online briefing on the latest simulation, and each week covers a different geopolitical hotspot.

Japaridze emphasized that the company also simulates issues that are not yet in the news. The Northern Territories simulation is an example: it was not a top-of-mind issue, but the engine had gathered enough signals to suggest it mattered. The aim, in their words, is to look at "what is not yet in the headlines, but could hit the headlines" and be ahead of the curve. The company also gives one-on-one briefings tailored to each client's interests and vulnerabilities, whether the client is in government, finance, or the commercial sector.

32:59

Why Japan: comfort with uncertainty

Asked why they are bringing the technology to Japan now, Japaridze said they have long been fascinated by Japan and worked with Japanese clients at Eurasia Group. They said the world looks different from every vantage point. The Ukraine war, for example, looks different from the United States than from Japan, and being able to move between those lenses is critical.

Their main argument was that Japan is one of the rare countries that adapts to multiple pathways instead of focusing on a single outcome. Japan has complicated neighbors and several hotspots nearby, and Japaridze named China, Russia, and North Korea as examples. In their view, Japan understands it often cannot influence decisions in Pyongyang, Beijing, or Moscow. What it can influence is how it adapts and strengthens itself.

Japaridze said this reflects where forecasting is heading: "I don't think it's about predictions." What matters, they argued, is the window between the first signal that something is coming and the moment it erupts into the headlines. People often forget that this pre-escalation period is the only time when they can change something for themselves. They see Japan as agile and flexible in using that window to build resilience regardless of what happens.

Japaridze contrasted this with the West. "Uncertainty does not frighten Japan," they said, whereas in the United States and Western Europe people are often frightened by uncertainty and want to make it more certain, assuming more information will deliver certainty. Japaridze said it does not. Japan, they observed, is most interested in and comfortable with navigating different futures, and that is what their company offers: options instead of one clear answer, "unless somebody has a crystal ball."

36:32

US clients ask for a percentage; Japanese clients ask for pathways

Japaridze said they could speak freely on this because they have spent more than 20 years working in the United States, and the difference shows in the questions clients ask. An American client, in government or business, tends to ask what percentage chance there is that China intervenes militarily in Taiwan. Japaridze's view of that question was blunt: "quite frankly, who knows." Analysts can try to put a number on it, but that is not the most useful output.

Japanese clients, they said, ask which pathways could materialize and which signals would show whether "arc A or arc B" is emerging. Japaridze noted that this is exactly how the company's technology is built.

38:09

Advice for Japanese viewers

Asked for a message to viewers, Japaridze offered three points.

The first was about AI. Responsibility matters, but "there is no stopping this car. It's already going." Either AI will use us, or, for now at least, we can use it ethically and responsibly for our own purposes. Pretending it will go away is naive, and no country can afford that view. Japaridze said this is less about embracing AI as such and more about embracing technology and innovation, which they said Japan has historically been good at.

The second was about history. Japaridze, a long-time student of history, said new alliances are forming and the world is changing fast. History is useful but can become an obstacle when people assume a similar situation will produce an identical outcome. Fixating on past parallels risks missing something new and "invisible." Their example was probability: a 3% outcome is still 3%, and sometimes that is the one that happens, while everyone over-prepared for the 97% outcome because historical precedent seemed to point that way. History, they said, "has many answers, but not all of them."

The third was the US–Japan alliance, which Japaridze said matters "now more than ever." In meetings in Tokyo and Kyoto, they saw an openness to doing more together and many shared interests and objectives. Their closing point was that Japan shows strong alliances do not require giving up sovereignty or autonomy. Allies can strengthen each other while staying autonomous. Japaridze said this is something the United States can learn from Japan.