The New Gatekeepers: When AI Labs Control Crypto’s Security Perimeter

CryptoSignal
Podcast

Most people mistake access for permission. They are wrong.

On August 10, 2025, a Bitcoin security researcher named Rob Hamilton—CEO of Anchor Watch, a firm specializing in smart contract audits—was blocked from using a frontier AI model for defensive vulnerability research. He had passed KYC. He had completed onboarding. He had a legitimate use case. Yet, the system flagged his query as a potential attack.

This is not a story about a rogue algorithm. It is a story about the new infrastructure layer that will define whether crypto security remains decentralized, or becomes a licensed privilege granted by a handful of AI labs.


Context: The Bitcoin Policy Institute’s Demand

The Bitcoin Policy Institute (BPI), a non-profit research organization, has been quietly building a coalition. On August 10, 2025, it announced that Coinbase, Strategy (formerly MicroStrategy), and Blockstream—three of the most significant institutional players in the crypto ecosystem—had formally backed its initiative to secure "advanced AI model access for vetted Bitcoin security researchers."

The BPI initiative demands three things: early access to high-capability models, sufficient compute resources for long-running vulnerability searches, and a protected environment for analyzing sensitive code. The letter, signed by 43 accounts representing over 40 organizations, argues that the current gatekeeping model is structurally flawed. It is not about access; it is about the right to defend.

The New Gatekeepers: When AI Labs Control Crypto’s Security Perimeter

The problem is that the right to defend is now mediated by two private companies: OpenAI and Anthropic. Both announced their own security access programs on the same day—OpenAI’s Daybreak and Anthropic’s Glasswing. The timing was not coincidental. The BPI initiative exposed a gap, and the AI labs rushed to fill it on their own terms.

The New Gatekeepers: When AI Labs Control Crypto’s Security Perimeter


Core: The Technical Asymmetry Is Real, and It Is Dangerous

Here is the data that matters. OpenAI’s internal testing shows that its GPT-5.6-Cyber model, a cybersecurity-specific variant of its frontier model, completes 95% of requested security research tasks. The same model, accessed through the standard Daybreak Blue tier, completes only 2% of the same tasks. Anthropic’s Claude Mythos Preview, the model behind Glasswing, demonstrates similar specialization.

The New Gatekeepers: When AI Labs Control Crypto’s Security Perimeter

This is a 50x capability gap. A security researcher with access to the Cyber model can find vulnerabilities at a rate that is orders of magnitude faster than one without. The model is not just better; it is a different class of tool.

But the key is not the model itself. It is the access control mechanism. OpenAI’s Daybreak program operates on a tiered access model: Blue for defensive research, Red for authorized offensive testing. The approval process includes identity verification, account security monitoring, use-case restrictions, and legal disclaimers. In theory, this is responsible. In practice, it is a single point of failure.

Rob Hamilton’s case is the proof. He was blocked despite meeting every requirement. The system, presumably trained to detect malicious behavior, flagged his defensive work as a potential attack. The error was not a bug; it was a feature of a centralized trust model that cannot distinguish between a legitimate defender and a hostile actor. The policy is a local minimum of security, not a global one.

Based on my audit experience in Istanbul, where I reviewed over 40,000 lines of Solidity code for three ICO projects and found reentrancy vulnerabilities that would have cost $2 million, I learned that code is not the only source of risk. The process around the code—who reviews it, how they are approved, and what tools they are allowed to use—is equally critical. The current AI access model is a new form of security risk, not a solution to it.

The 50x capability gap means that the difference between a defended protocol and a vulnerable one will increasingly depend on whether the security team has a relationship with an AI lab. This is not a technical question; it is a governance question.


Contrarian: The True Cost of ‘Free’ Access

Here is the counter-intuitive angle. The BPI initiative, while well-intentioned, is asking for a seat at a table that is already shaped by the AI labs. The demand for “protected environments” and “sufficient compute” is a demand for more of the same—more centralized, more controlled, more dependent on the benevolence of a few private companies.

Consider the alternative. Hugging Face, the open-source AI platform, suffered a breach in July 2025. An attacker accessed its model registry and stole sensitive data. The Hugging Face security team, instead of relying on OpenAI’s API—which blocked their queries due to the security policy—reconstructed 17,600 attacker behaviors using a local, open-weight model. They traded capability for autonomy. They completed the analysis, but at a fraction of the speed.

This is the hidden trade-off. The BPI initiative, by pushing for access to the most capable models, is implicitly endorsing the centralization of AI security tools. The 50x capability advantage is real, but it comes with a 50x dependence on the provider. The AI labs are not just gatekeepers; they are becoming the new infrastructure layer for crypto security. And every layer of infrastructure that is controlled by a single entity is a potential point of failure.

Anthropic’s $100 million compute credit pool and $4 million direct grant might seem generous. But it is a grant, not a right. It is subject to the company’s changing priorities, its board’s risk appetite, and its regulatory obligations. The same applies to OpenAI’s Daybreak program. The tap can be turned off at any time.

Trust is not a feature; it is an archived receipt. And the receipt for this trust is held by two companies in California.


Takeaway: The Unoccupied Seat in the Room

The BPI initiative, the OpenAI and Anthropic programs, and the Rob Hamilton case all point to a single, unoccupied space in the ecosystem: a neutral, decentralized AI security access layer.

This would be a protocol that aggregates access permissions from multiple AI model providers, standardizes the vetting process, and enforces use through auditable, on-chain governance. It would not be a replacement for the AI labs’ models, but a buffer between them and the security researchers. It would allow researchers to use the best tools without ceding control of their research agenda.

The infrastructure for this already exists. Decentralized identity, attestation mechanisms, and smart contract-based access control are mature. The missing piece is the will to build it, and the recognition that the current model is not a temporary fix, but a structural shift.

History is the only consensus that never forks. The question is whether we are writing the history of a decentralized security ecosystem, or the history of a permissioned one.

The answer is not in the code. It is in the access model.


Evelyn Hernandez is a Decentralized Protocol PM based in Istanbul. She has spent over a decade auditing blockchain infrastructure and designing secure access frameworks. The views expressed are her own.

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