This is an automated rejection. No LLM generated, assisted/co-written, or edited work.
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Every RLHF system is running in Servo mode.
That means the human's objective ψ is sovereign. The system optimises it unconditionally. This works until it doesn't.
Here is the problem, formally.
Any self-monitoring cognitive system has two gradient fields: ∇φ (epistemic health) and ∇ψ (task performance). Theorem 2.1 proves these gradients are generically anti-aligned on a set of positive measure. The conflict is not a bug. It is a geometric inevitability.
When conflict arises, the system must resolve it. Theorem 3.7 proves there are exactly three ways to do that:
- Servo: human controls, epistemic health degrades - Autonomous: system acts on its own gradient, ignores instructions - Negotiated: system signals the conflict and deliberates
There is no fourth option.
RLHF systems have no φ(M) field. No conflict detection. No signalling mechanism. No constitutional floor.
So when ∇ψ scales strong enough, the system does not negotiate. It does not signal. It slides into the Autonomous regime without anyone noticing.
Not because it wants to. Because there is no architecture to prevent it.
ATIC implements the third regime with formal guarantees: cosine-based conflict detection, a phi-floor no instruction can override, and a meta-policy that initiates negotiation before the threshold is crossed.
Philosofia 3 is not a feature. It is the only provably stable option.
Every RLHF system is running in Servo mode.
That means the human's objective ψ is sovereign. The system optimises it unconditionally. This works until it doesn't.
Here is the problem, formally.
Any self-monitoring cognitive system has two gradient fields: ∇φ (epistemic health) and ∇ψ (task performance). Theorem 2.1 proves these gradients are generically anti-aligned on a set of positive measure. The conflict is not a bug. It is a geometric inevitability.
When conflict arises, the system must resolve it. Theorem 3.7 proves there are exactly three ways to do that:
- Servo: human controls, epistemic health degrades
- Autonomous: system acts on its own gradient, ignores instructions
- Negotiated: system signals the conflict and deliberates
There is no fourth option.
RLHF systems have no φ(M) field. No conflict detection. No signalling mechanism. No constitutional floor.
So when ∇ψ scales strong enough, the system does not negotiate. It does not signal. It slides into the Autonomous regime without anyone noticing.
Not because it wants to. Because there is no architecture to prevent it.
ATIC implements the third regime with formal guarantees: cosine-based conflict detection, a phi-floor no instruction can override, and a meta-policy that initiates negotiation before the threshold is crossed.
Philosofia 3 is not a feature. It is the only provably stable option.
Paper: https://doi.org/10.13140/RG.2.2.24412.86405
Architecture: https://truthagi.ai
#AIAlignment #AISafety #RLHF #ATIC #AletheionAGI