Quantum Technology Governance: The Daiki Quantum Governance Recipe and the World's First QT-QMS

Quantum technology arrives with a governance problem unlike the one that classical computing posed. The systems are powerful, dual-use, and—at the hardware level—physically fragile in ways that ordinary quality regimes never had to model. Daiki, the AI and quantum governance company co-founded by Mauritz Kop, has published the Daiki Quantum Governance Recipe to close that gap: a toolkit that turns responsible-innovation principles into an auditable management system, anchored by what Daiki calls the world's first Quantum Technology Quality Management System (QT-QMS).

A management system for a fragile technology

The QT-QMS is a coined framework, extending to quantum the system-level discipline that ISO 13485 brought to medical devices and ISO/IEC 27001 to information security. The case for a dedicated discipline is physical as much as legal: quantum information lives in fragile superposition states that decoherence degrades on short timescales, and measurement is irreversible, so fidelity, error rates, and calibration drift become first-order operational facts. A quality system built for classical software simply does not have vocabulary for these failure modes, which is why Daiki argues quantum needs a management standard of its own.

Three ingredients, one auditable trail

The Recipe is built around three pillars. A QMS Backbone supplies the ISO-aligned, auditable framework for quality and risk management, integrating ISO/IEC 27001, 27005, and 42001 alongside the proposed QT-QMS. An Ethical Compass operationalizes the Ten Principles for Responsible Quantum Innovation—grouped as Safeguarding, Engaging, and Advancing—through checklists, templates, and guided assessments. An Assessment Engine automates Quantum Impact Assessments across the lifecycle, logging every decision into a time-stamped audit trail that spans ex-ante, ex-durante, and ex-post review. Daiki frames the synthesis of the three as a path to Quantum-Resistant Constitutional AI: systems hardened against quantum attack and bound to an enforceable set of values.

Standards first, regulation later

The Recipe rests on a standards-first philosophy—voluntary, consensus-driven standards as the most workable foundation for a fast-moving field—and situates that approach inside a four-stage cycle running from principles through soft law to hard law. That sequencing matters for timing: by building governance on standards already taking shape through ISO/IEC Joint Technical Committee 3, IEEE, and NIST's post-quantum cryptography work, organizations turn today's best practices into tomorrow's compliance evidence as binding frameworks such as a future EU Quantum Act emerge. Daiki points toward system-level certification of a company's QT-QMS by an accredited body, on the medtech model, as the longer-term destination.

Why it matters now

The deeper argument is one of timing and proof. Quantum governance, like AI governance before it, is moving from voluntary commitment to a documented, auditable function—and the organizations best placed for that shift are the ones building a single coherent management system now, rather than assembling a reactive checklist once enforcement arrives. For a quantum ecosystem dominated by startups and research labs, the Recipe's promise is to lower the cost of doing this well, so that responsibility and speed stop being a trade-off.

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Quantum Technology, Governance, CertificationMauritz Kop8 augustus 2025Mauritz Kop, Quantum Governance, Standards, Governance, Stanford RQT, Ethics, Daiki, QT-QMS, Responsible Quantum Technology, ISO/IEC 42001, Quantum Impact Assessment, Quantum-Resistant Constitutional AI, EU Quantum Act

Quantum Event Horizon: Addressing the Quantum-AI Control Problem through Quantum-Resistant Constitutional AI

What happens when AI becomes not just superintelligent, but quantum-superintelligent? QAI agents with both classical and quantum capabilities? How do we ensure we remain in control?

This is the central question of my new article, where I introduce the concept of the Quantum Event Horizon to frame the urgency of the QAI control problem. As we near this point of no return, the risk of losing control to misaligned systems—machines taking over or seeing them weaponized—becomes acute.

A metaphorical Quantum Event Horizon can be thought of as an inflection point, or quantum governance 'tipping point' beyond which our ability to steward advanced quantum technology and AI towards beneficial outcomes for all of humanity, may vanish.

Simple guardrails are not enough. The solution must be architectural. I propose a new paradigm: Quantum-Resistant Constitutional AI, a method for engineering our core values into the foundation of QAI itself. This is a crucial discussion for policymakers, researchers, builders, and industry leaders.

Navigating the Quantum Event Horizon

This paper addresses the impending control problem posed by the synthesis of quantum computing and artificial intelligence (QAI). It posits that the emergence of potentially superintelligent QAI agents creates a governance challenge that is fundamentally different from and more acute than those posed by classical AI. Traditional solutions focused on technical alignment are necessary but insufficient for the novel risks and capabilities of QAI. The central thesis is that navigating this challenge requires a paradigm shift from reactive oversight to proactive, upfront constitutional design.

The core of the argument is framed by the concept of the ‘Quantum Event Horizon’—a metaphorical boundary beyond which the behavior, development, and societal impact of QAI become computationally opaque and practically impossible to predict or control using conventional methods. Drawing on the Collingridge dilemma and the Copenhagen interpretation, this concept highlights the risk of a "point of no return," where technological lock-in, spurred by a "ChatGPT moment" for quantum, could cement irreversible geopolitical realities, empower techno-authoritarianism, and present an unmanageable control problem (the risk of machines taking over). Confronting this requires a new philosophy for governing non-human intelligence.

Machines Taking Over

The urgency is magnified by a stark geopolitical context, defined by a Tripartite Dilemma between the existential safety concerns articulated by figures like Geoffrey Hinton, the geopolitical security imperative for rapid innovation voiced by Eric Schmidt, and the builder’s need to balance progress with safety, as expressed by Demis Hassabis. This dilemma is enacted through competing global innovation models: the permissionless, market-driven US system; the state-led, top-down Chinese system; and the values-first, deliberative EU model. In this winner-takes-all race, the first actor to achieve a decisive QAI breakthrough could permanently shape global norms and our way of life.

An Atomic Agency for Quantum-AI

Given these stakes, current control paradigms like human-in-the-loop oversight are inadequate. The speed and complexity of QAI render direct human control impossible, a practical manifestation of crossing the Quantum Event Horizon. Therefore, governance must be multi-layered, integrating societal and institutional frameworks. This includes establishing an "Atomic Agency for Quantum-AI" for international oversight and promoting Responsible Quantum Technology (RQT) by Design, guided by principles such as those outlined in our '10 Principles for Responsible Quantum Innovation' article. These frameworks must be led by robust public governance—as corporate self-regulation is insufficient due to misaligned incentives—and must address the distributive justice imperative to prevent a "Quantum Divide."

Towards Quantum-Resistant Constitutional AI

The cornerstone of our proposed solution is Quantum-Resistant Constitutional AI. This approach argues that if we cannot control a QAI agent tactically, we must constrain it architecturally. It builds upon the concept of Constitutional AI by designing a core set of ethical and safety principles (a 'constitution') that are not merely trained into the model but are formally verified and made robust against both classical and quantum-algorithmic exploitation. By hardwiring this quantum-secure constitution into the agent's core, we can create a form of verifiable, built-in control that is more likely to endure as the agent's intelligence scales.

Self-Aware Quantum-AI Agents

Looking toward more speculative futures, the potential for a Human-AI Merger or the emergence of a QAI Hive Mind—a networked, non-human consciousness enabled by quantum entanglement—represents the ultimate challenge and the final crossing of the Quantum Event Horizon. The foundational governance work we do today, including projects like Quantum-ELSPI, is the essential precursor to navigating these profound transformations.

In conclusion, this paper argues that for the European Union, proactively developing and implementing a framework centered on Quantum-Resistant Constitutional AI is not just a defensive measure against existential risk. It is a strategic necessity to ensure that the most powerful technology in human history develops in alignment with democratic principles, securing the EU’s role as a global regulatory leader in the 21st century.