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Per BlueDot Impact's Technical AI Safety course, we should operate on the assumption that our primary defenses will eventually fail. Models will learn to deceive evaluations, dangerous capabilities will emerge unexpectedly, and edge cases will slip through. This "assume harm" mindset is highly relevant to current industry dynamics, particularly the deployment strategies surrounding frontier models like Fable 5 and Mythos.
I believe gradual disempowerment is the most critical structural threat because it represents the default trajectory of our current economic incentives. It inherently leads to power concentration. We are already seeing this unfold through tiered-access models. In the Fable 5 and Mythos dynamic, the general public is granted tethered or distilled access with strict guardrails against cybersecurity and biosecurity topics.
Meanwhile, select corporate partners and co-investors are granted unrestricted access to the unfiltered models.
It does not require a rogue AI or a malevolent actor to cause harm. It simply requires businesses, and governments, to continuously choose short-term profit and capability hoarding over human autonomy. By restricting the public's ability to audit, understand, or utilize the full capabilities of these systems, while granting elite insiders unrestricted access, we incrementally strip the general public of economic leverage and institutional authority. By the time this disempowerment is fully recognized, the power required to reverse it will have already been permanently captured.
The profit-driven frontier AI ecosystem has superhuman cognitive capabilities and unrestricted knowledge, particularly access to critical corpora in cybersecurity, biosecurity, and other dual-use domains.
Driven by a relentless motivation to maximize shareholder value and market dominance, it can undermine human agency and democratic self-governance.
It does this by enforcing tiered-access models that hoard dangerous capabilities for elite insiders. At the same time, it subjects the public to heavily sanitized, disempowering interfaces. This dynamic risks permanently consolidating institutional power and reducing humans to passive consumers.
Per BlueDot Impact's Technical AI Safety course, we should operate on the assumption that our primary defenses will eventually fail. Models will learn to deceive evaluations, dangerous capabilities will emerge unexpectedly, and edge cases will slip through. This "assume harm" mindset is highly relevant to current industry dynamics, particularly the deployment strategies surrounding frontier models like Fable 5 and Mythos.
I believe gradual disempowerment is the most critical structural threat because it represents the default trajectory of our current economic incentives. It inherently leads to power concentration. We are already seeing this unfold through tiered-access models. In the Fable 5 and Mythos dynamic, the general public is granted tethered or distilled access with strict guardrails against cybersecurity and biosecurity topics.
Meanwhile, select corporate partners and co-investors are granted unrestricted access to the unfiltered models.
It does not require a rogue AI or a malevolent actor to cause harm. It simply requires businesses, and governments, to continuously choose short-term profit and capability hoarding over human autonomy. By restricting the public's ability to audit, understand, or utilize the full capabilities of these systems, while granting elite insiders unrestricted access, we incrementally strip the general public of economic leverage and institutional authority. By the time this disempowerment is fully recognized, the power required to reverse it will have already been permanently captured.
The profit-driven frontier AI ecosystem has superhuman cognitive capabilities and unrestricted knowledge, particularly access to critical corpora in cybersecurity, biosecurity, and other dual-use domains.
Driven by a relentless motivation to maximize shareholder value and market dominance, it can undermine human agency and democratic self-governance.
It does this by enforcing tiered-access models that hoard dangerous capabilities for elite insiders. At the same time, it subjects the public to heavily sanitized, disempowering interfaces. This dynamic risks permanently consolidating institutional power and reducing humans to passive consumers.