Why AI Gets Crimea Wrong – A Summary of Ivan Dobrovolsky’s Kyiv Independent Article

Photo: Locator map of Krym province.svg, dated November 29, 2010, by Urutseg

This summary is based on Ivan Dobrovolsky’s Kyiv Independent article entitled, Why AI Believes Crimea Is Russian – and what to do about it.

Dobrovolsky argues that leading AI models, including ChatGPT, Claude, and Gemini, often portray Crimea as part of Russia not because of isolated errors, but because they are trained on flawed digital infrastructure and datasets. He traces the problem to widely used open source mapping databases, web content, and even academic publications that incorrectly identify occupied Crimea as Russian.

The article argues that Russian disinformation has become deeply integrated into the digital sources that AI systems rely on, allowing inaccurate information to be repeated and reinforced across widely used AI tools. Dobrovolsky calls on AI developers, open source projects, and academic publishers to ensure their data complies with international law and accurately reflects Ukraine’s internationally recognized borders.

Overall, the article highlights that improving AI accuracy requires correcting the underlying data on which it is trained, not simply improving the AI models themselves. For a deeper analysis, Dobrovolsky’s original article examines how this digital infrastructure became contaminated and what can be done to address it. 

Zaporizhzhia Nuclear Plant Blackout: Putin’s Dangerous Game with Europe’s Security

Photo credits:

Description: IAEA Support and Assistance Mission to Zaporizhzhya (ISAMZ) arrives at the Zaporizhzhya Nuclear Power Plant in Ukraine.
Date: 1 September 2022
Photo Credit: Fredrik Dahl / IAEA Imagebank

Introduction: A Summary and Commentary on The Kyiv Independent’s Reporting

This article summarizes and comments on The Kyiv Independent’s report, “Putin is Playing with Nuclear Fire — Zaporizhzhia Power Plant Blackout Ends, but Experts Warn Risks Are Far from Over”.

The piece exposes how Russia’s occupation of the Zaporizhzhia Nuclear Power Plant (ZNPP) has turned one of Europe’s key energy assets into a geopolitical weapon, and a potential nuclear hazard.


A Nuclear Facility in the Crossfire

According to The Kyiv Independent, the ZNPP spent nearly a month disconnected from Ukraine’s grid, in what experts described as a dangerously prolonged outage.

Power was finally restored on October 23, but the delay, which could have been fixed within days, raised suspicions that Moscow intentionally prolonged the crisis to advance plans to connect the plant to Russia’s own energy network.

Experts told The Kyiv Independent that the plant’s reliance on diesel generators during the blackout showed how fragile its safety systems have become. Even in “cold shutdown,” a loss of power threatens the cooling systems that prevent radioactive leaks.

“Playing with Nuclear Fire”

The Kyiv Independent warns that the Zaporizhzhia situation exemplifies a new form of nuclear coercion, the use of nuclear facilities as political leverage.

By occupying and destabilizing the plant, Russia is effectively holding Europe hostage to nuclear risk.

International observers, including the International Atomic Energy Agency (IAEA), remain largely powerless as the safety situation deteriorates.

CEED’s View: Nuclear Safety as Strategy

CEED agrees with The Kyiv Independent’s conclusion: Russia is no longer merely endangering nuclear safety, it is weaponizing it.

As we wrote in our earlier pieces, “Russia’s Missile Expansion Exposes the Illusion of Peace” and “Europe’s Response to Russia’s Drone Threat”, Moscow seeks to undermine European stability through fear and unpredictability. The blackout at Zaporizhzhia is the latest expression of that strategy.

CEED’s Key Recommendations

1. Demilitarize the Zone
The ZNPP must be placed under a verified international safety zone, free from military forces and monitored by the IAEA.

2. Secure Reliable Power
Rebuild and safeguard Ukraine’s power link to the plant under international oversight.

3. Investigate the Outage
Treat the blackout described by The Kyiv Independent as a possible act of sabotage and demand accountability.

4. Include Nuclear Protection in European Security Plans
Europe’s defense strategies must address the protection of nuclear infrastructure as a matter of collective security.

5. Elevate Nuclear Safety Diplomatically
Make nuclear facility protection a central issue in negotiations, sanctions, and international pressure on Russia.

The Road Ahead

As The Kyiv Independent reports, the Zaporizhzhia blackout may have ended, but the danger persists.

Russia’s occupation turns a civilian plant into a standing threat, a reminder that nuclear safety in Ukraine is inseparable from Europe’s security.

For CEED, the message is clear: Nuclear safety is not technical — it is political.

Europe must act now to ensure Zaporizhzhia does not become the site of the next great European tragedy.