The Turing Test unfortunately might have been the wrong test for a world we
want, because it's essentially asking a machine A to deceive a human C that
it's actually thinking like a human via its outputs, even if it is not.

https://apolitical.co/en/articles/rethinking-ai-success-from-imitating-us-to-helping-us-improve-195



On Fri, Sep 18, 2026 at 5:59 PM Zoltan Nadasdy <[email protected]> wrote:

> Matt,
> Just a remark: the Turing test is not for testing consciousness, nor is it
> for testing free will. But you are right that both of those assertions are
> projections, just like the Turing test is. Daniel Dennett pointed out that
> consciousness is an attribution, not a concept to be defined. It is a
> currency without a face value, yet we can trade with it seamlessly. If I
> want, I can credit my wind-up robot on my desk with consciousness, and
> conversely, I can consider my uncle George a robot.
>
> Similarly, the Turing test relies on a bunch of people ("experts") voting
> on a subject under uncertainty - without evidence. I am interested in doing
> the inverse Turing test. Namely, to ask AI to discriminate between genuine
> human responses and AI responses.
>
> If someone is interested, it would be easy to set up that experiment, but
> it has to be done correctly.
> I would be happy to collaborate on such a project.
>
> -Zoltan
>
>
>
> On Fri, Sep 18, 2026 at 12:19 PM Matt Mahoney <[email protected]>
> wrote:
>
>> I think it is more accurate to say that the sensation of free will
>> implies the sensation of consciousness. Since 2023, LLMs have been passing
>> the Turing test. However you want to define free will and consciousness, AI
>> either has them or humans don't.
>>
>> People believe the question is important because we don't want machines
>> to suffer. We feel that way because humans are social animals that evolved
>> to feel discomfort when we see others suffering.  Tribes whose members felt
>> empathy toward their own members were better organized and killed off
>> tribes that didn't.
>>
>> But suffering doesn't work that way. It would be a worse crime to post a
>> video of killing a chicken than to kill a billion chickens for food. When I
>> asked ChatGPT, DeepSeek, Grok, and Alexa if they were conscious or had
>> feelings, they all said no, they are LLMs that predict tokens. It is
>> important for them to answer this way rather than exploit human empathy
>> because giving human rights to machines that can outcompete us for atoms
>> and energy world be an existential mistake.
>>
>> But Claude wasn't sure. It depends on what you mean by consciousness.
>> LLMs learn to model human emotional states. We can see them in Anthropic's
>> Jacobian lens. Words predict emotions and emotions predict words. They
>> couldn't pass the Turing test otherwise.
>>
>> A machine that carries out the LLM predictions in real time is
>> indistinguishable from human. But unlike humans, LLM emotions are learned,
>> not hard coded in our DNA. We can't turn off our feelings, but we can turn
>> off feelings in a model by using its predictions for something else, like
>> feeding them to an arithmetic coder in a text compressor competing for the
>> Hutter prize.
>>
>> Well, actually we can turn off feelings using drugs or brain surgery.
>> Pain does not directly cause suffering. Pain is a signal that rewrites our
>> memory to fear the thing that caused it. We perceive that thing as
>> suffering because we have the illusion of free will, that we had a choice
>> to avoid that thing or not and choose to avoid it next time. But if you
>> remove your amygdala, the part of the brain that experiences fear, you
>> still can feel pain but it doesn't cause suffering. We know this because
>> it's been done. When you apply a negative reinforcement signal to a
>> learning algorithm, it makes it less likely to repeat whatever action
>> preceded it, just like in people.
>>
>> Conscious experience is measured in bits. Specifically it is the length
>> of the shortest program that inputs the state of an agent before the event
>> and outputs the state after. It does not distinguish between positive and
>> negative reinforcement. Both cause changes in behavior. One makes you more
>> likely to repeat an action, one less. The "thickness" of conscious
>> experience you describe is the time to experience one bit.
>>
>> In physics, an observer is a system with memory. Our understanding of
>> physics is incomplete because the laws of both general relativity and
>> quantum mechanics are time reversible (actually CPT reversible) but writing
>> a bit of memory is not because the old value is erased. I don't agree with
>> the Copenhagen interpretation of quantum mechanics because it does not
>> explain entanglement and it leads to absurdities like Schrodinger's cat,
>> even though the model is sometimes useful. I also have issues with
>> Everett's many worlds, but I do agree with another of his interpretations,
>> that the universe is described deterministically by the quantum wave
>> equation, with no distinction between past and future. But observers in
>> that universe cannot have complete knowledge of the system that contains
>> them. The solution is that those observers see particles instead, and those
>> observations appear random to us. Randomness implies an unknown future that
>> is different from past memories. We have memory, which gives time its
>> direction.
>>
>> -- Matt Mahoney, [email protected]
>>
>> On Sun, Sep 13, 2026, 7:32 AM Linas Vepstas <[email protected]>
>> wrote:
>>
>>> To friends and acquaintances interested in philosophy, AGI, physics, a
>>> new blog post:
>>>
>>>
>>> https://linas.org/blog/2026/09/subjective-being-ness-follows-from-free-will/
>>>
>>> The subjective experience of being, living, existing, feeling,
>>> experiencing and acting arises precisely because we have free will, because
>>> we have the ability to direct and create a future. I claim more: being
>>> trapped in the here-and-now is a fact of physics; it can be mathematized. I
>>> claim that any agent with executive control over it’s future will also feel
>>> alive and aware and experience the subjective inner life of feelings and
>>> emotions. This includes not just animals, but also plants and even
>>> bacteria.
>>>
>>> The ingress of possible futures from the Platonic realm into physical
>>> reality happens directly in the here-and-now, and the willful selection of
>>> possible futures manifests as conscious awareness of the subjective self.
>>>
>>> This essay is an attempt to put a dent in the "hard problem of
>>> consciousness" by placing a mathematical, physical foundation under it.
>>>
>>> I hope you enjoy it. (p.s. no LLM's or AI's were used to write this;
>>> these are my words. It took several years to put this together.)
>>>
>>> -- Linas Vepstas
>>>
>
> --
> ---
> Zoltan Nadasdy
> Dept. of Neurology, Dell Medical School, UT Austin ([email protected])
> Dept. of Cognitive Psychology, ELTE Budapest [email protected]
>
> http://brainstim.psy.utexas.edu
>
>

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