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Frontline of Governance: The Dawn of the 'Agentic State' in Estonia and Ukraine

Miki Sadinov
9月28日
読了時間: 6分

At the global technology summit SusHi Tech Tokyo 2026, the discussion surrounding digital governance took a major leap forward on the Innovation Stage. During a panel session titled "Governments at the Frontline in the Age of Agentic AI: Towards a Resilient Society through Global Collaboration," digital leaders from Estonia and Ukraine outlined a profound shift in how nations operate. Modern states are transitioning from passive "digital portals" into active, autonomous "agentic states."


Moderated by Takashi Asanuma, a consultant at the Digital Agency of Japan, the panel brought together Liisa-Ly Pakosta, Estonia’s Minister of Justice and Digital Affairs, and Natalia Denikeieva, Deputy Minister of Digital Transformation of Ukraine. The conversation made one thing clear: artificial intelligence is no longer just a passive tool for public administrators. It is rapidly becoming an autonomous public servant capable of independent decision-making, proactive service delivery, and real-time defense.



1. Explaining the Trajectory: From Digital Portals to the Agentic State

To understand this paradigm shift, it is helpful to outline the progression of state governance from basic digitalization to full agentic autonomy. While a traditional graph would plot this evolution as a curve of increasing system independence and declining bureaucratic friction, the transition can be explained through four distinct structural phases:

  • Phase 1: The Passive Digital State (Traditional E-Government)

    • Mechanism: Governments host online databases and forms.

    • Citizen Role: Active. Citizens must manually search, fill out applications, and navigate disparate agency portals to receive services.

  • Phase 2: The Interoperable State (The X-Road Foundation)

    • Mechanism: Secure, distributed data-exchange layers link municipal, regional, and national databases. Both Estonia and Ukraine utilize the secure X-Road data exchange system.

    • Citizen Role: Semi-Active. Citizens still request services, but the government can instantly pull data across departments, minimizing repetitive form-filling.

  • Phase 3: The Algorithmic Proactive State (Early Proactivity)

    • Mechanism: Automated workflows trigger public services based on life events. For example, Estonia's pioneering 2012 initiative automatically assigns a pediatrician, child benefits, and parental registry data upon a child’s birth registration without requiring a single manual application.

    • Citizen Role: Passive recipient of highly structured, non-AI programmatic rules.

  • Phase 4: The Agentic State (Autonomous AI Public Servants)

    • Mechanism: Conversational, self-learning AI agents interpret unstructured citizen requests in natural language, process real-time environmental data, make automated decisions, and instantly execute complex administrative tasks.

    • Citizen Role: Conversational collaborator with an AI-native government.


The Metrics of Ukraine's Digital Acceleration Curve

Ukraine's rapid ascent up the global digital hierarchy illustrates how quickly a state can move through these phases when driven by necessity:

  • E-Government Leap: Over just six years, Ukraine climbed from 102nd place to 5th place globally in the United Nations E-Government Survey, reflecting an unprecedented acceleration in digital service adoption.

  • AI Readiness: According to Oxford Insights’ Government AI Readiness Index, Ukraine ranks 41st among 194 nations, establishing a strong institutional and technical foundation for its transition into an AI-native state.


2. Estonia’s Practical Applications: From Proactive Life Events to 'Maritime AI'

Estonia’s transition to the agentic state is built upon the full interoperability of its national data registry and a 100% digital public service ecosystem. With approximately 200 AI-based public services currently in operation, Estonia is actively demonstrating how AI can bridge high-level policy with local, practical application.

A prime example of this synergy is Estonia’s newly deployed "Maritime AI" system:

  • The Ecological Monitoring Challenge: Historically and culturally, coastal fishing is a vital economic pillar for Estonian families. To manage fish populations sustainably, the government partnered with national universities to install advanced underwater cameras along the coastline.

  • Real-Time Population Assessment: Specialized AI models continuously analyze the murky, low-visibility undersea footage to automatically count fish, identify species, and monitor ecological trends.

  • Instant Quota Allocation: Rather than relying on annual manual surveys, the AI continuously updates sustainable quota limits based on live data. When a fisherman applies for a permit, the AI instantly evaluates local ecological conditions and automatically issues a tailored permit.

  • Engineering Insights: Interestingly, the primary technical bottleneck was not taxonomic classification, but rather training the neural networks to process visual data in highly turbid, unclear underwater environments.


3. Ukraine’s Wartime Resilience: Speed as a Matter of Life and Death

For Ukraine, the integration of Agentic AI is not a matter of administrative convenience; it is a critical instrument of survival and national defense under full-scale military invasion. Deputy Minister Natalia Denikeieva emphasized that speed of decision-making is Ukraine’s primary strategic advantage.

Ukraine is currently pioneering several frontline AI applications:

  • Military and Cyber Defense: AI agents are deployed to analyze massive, multi-domain intelligence datasets in real time, enabling defense forces to make rapid strategic decisions. Simultaneously, AI systems continuously monitor national critical infrastructure to detect and neutralize Russian cyberattacks instantly.

  • Administrative Optimization: By deploying AI agents to handle labor-intensive, routine tasks—such as reviewing regulatory acts and legal drafts—the Ministry of Digital Transformation has compressed government document processing times from several days down to just 72 hours.

  • European Union Legal Integration: To achieve full EU membership, Ukraine must align its national laws with approximately 30,000 European legal acts. While a manual legal audit would take decades, Ukraine is leveraging Agentic AI to accelerate this cross-referencing process exponentially.

  • Conversational Public Services (Diia AI): Ukraine has launched a pilot for Diia AI, a conversational national assistant built into its flagship public services platform. Users can request official documents via simple chat. During its pilot phase, Diia AI has recorded over 300,000 citizen interactions and successfully issued more than 7,000 digital income certificates.

  • The "Mriya" Educational Ecosystem: Ukraine is piloting Mriya (meaning "Dream"), a personalized educational platform. Every child is paired with an autonomous AI mentor that tracks their unique talents, learning speed, and interests to build a fully customized educational roadmap.


4. Overcoming Budget Gaps: Public-Private Partnerships and Procurement Innovation

Implementing cutting-edge sovereign AI requires substantial resources, yet government budgets are strictly capped. Estonia and Ukraine have developed two highly distinct, yet complementary, models for resource allocation and private sector co-creation:

Ukraine's Public-Private Partnership (PPP) Model

Faced with tight wartime budget constraints where resources must be heavily prioritized toward physical defense, Ukraine has actively collaborated with global and local technology giants:

  • The "AI Factory" with Nvidia: To build the high-performance computing clusters required for modern AI modeling, Ukraine has partnered with Nvidia to develop its national computational infrastructure.

  • Sovereign Language Modeling with Kyivstar: To protect its cultural and linguistic sovereignty, Ukraine is co-developing its national Ukrainian Large Language Model (LLM) in partnership with Kyivstar, the nation's largest private telecom operator. This ensures sensitive citizen data is processed locally on secure, sovereign infrastructure.

  • AI and Blockchain Regulatory Sandbox: Late last year, Ukraine launched a national regulatory sandbox, allowing tech startups to legally test and refine AI solutions under government supervision, ensuring data protection and human rights are designed into products from day one.

Estonia's Multi-Vendor, Smart-Customer Procurement Model

Estonia’s digital state was built entirely by private IT contractors. The Estonian government views its role as a "calculated risk-taking, smart customer":

  • Mitigating Vendor Lock-In: To ensure systemic resilience, Estonia splits its public service procurements across multiple independent private vendors. If one vendor suffers an outage, another can instantly step in, ensuring uninterrupted service for citizens.

  • Economic Export Engine: By serving as the first reference customer for local startups, Estonia validates innovative technologies. Once proven successful domestically, these private companies export their interoperable software models globally—fostering international commercial growth.


5. The Democratic Redline: Value-Based Global Alliances

As AI systems gain greater autonomy, both Estonia and Ukraine stress that technology cannot be separated from fundamental values. Cyber security and digital sovereignty have become synonymous with state sovereignty.

  • Geopolitical Cyber Frontlines: Because both nations are subject to constant, aggressive cyber warfare and sophisticated AI-driven disinformation campaigns (including hyper-realistic deepfake videos designed to destabilize society), they view cyber defense as the absolute foundation of the agentic era.

  • The Trilateral Digital Memorandum: In November, Ukraine, Estonia, and the United Kingdom signed a trilateral digital cooperation memorandum aimed at establishing open standards and secure cross-border data exchange systems.

  • The AI Safety Anchor: Ukraine is a signatory to the Bletchley Declaration, actively advocating for international accountability frameworks that attribute clear legal and ethical responsibility to the human organizations behind autonomous AI agents.

  • An Uncompromising Ethical Border: Minister Pakosta made it clear that Estonia’s digital collaboration is strictly limited to like-minded democracies that protect individual liberties. Estonia refuses to cooperate with governance models that utilize AI for state surveillance and the suppression of freedoms, drawing a clear geopolitical line between democratic alliances and authoritarian regimes.


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