For an operational definition of consciousness, I would use the memory
capacity of the agent as an upper bound. For the lower bound I could use
Wolfram's 2 state 3 symbol Turing machine as the simplest known machine,
but it is extremely difficult to program in practice. The input sometimes
has to be an infinitely repeating pattern. A better choice would be a
language like C because it's well known or brainfuck because it's simple.
But Kolmogorov complexity is not computable regardless of language, so it
doesn't matter.

A formal or operational definition of consciousness is mostly useful (or
useless) for philosophical arguments like whether animals or computers or
atoms are conscious.


-- Matt Mahoney, [email protected]

On Sun, Oct 18, 2026, 1:04 PM James Bowery <[email protected]> wrote:

> Of course I wholeheartedly agree that choice of UTM isn't the bugaboo that
> the pedantic twits make it out to be. Only it does matter in going from
> formal to operational definitions because the operations of the UTM are
> otherwise undefined.
>
> Presumably you would want some way of actually measuring the bits in what
> we refer to as "reality". Nor do I suggest that you should abide by my
> answer to said pedantic twits (NiNOR Complexity) since that answer is at
> the same level of pedant discourse as is their "critique" of Kolmogorov
> Complexity as information criterion for causal model selection.  That said,
> you are, of course, free to ignore my question regarding UTM as it is
> deferrable until such time as you wish to measure your definition of
> consciousness.
>
> On Sat, Oct 17, 2026 at 3:13 PM Matt Mahoney <[email protected]>
> wrote:
>
>> I'm defining formal consciousness. For operational consciousness we just
>> need to distinguish between neurological consciousness (being awake),
>> subjective consciousness (not a zombie) and moral consciousness (can suffer
>> and we should prevent it). My definition is closest to the first type
>> because it has a physical explanation and is observable. The others are
>> just opinions. I don't need to redefine them.
>>
>> I'm looking for criticisms and alternate suggestions for my formal
>> definition.
>>
>> We can measure consciousness as the rate of conscious experience in bits
>> per second. But it depends on the interval. In general, K(S3|S1) ≤ K(S2|S1)
>> + K(S3|S2) because of forgetting. The rate is lower over longer intervals.
>> In humans it's like 10 bits per second over 1 minute or 1 bit per second
>> over a year.
>>
>> I don't define a UTM because Kolmogorov's proof of UTM independence still
>> applies. In practice it is still useful even though Kolmogorov complexity
>> is not computable regardless of UTM.
>>
>> -- Matt Mahoney, [email protected]
>>
>> On Sat, Oct 17, 2026, 3:08 PM James Bowery <[email protected]> wrote:
>>
>>> "But feel free to offer an alternative definition."
>>>
>>> Presumably you are:
>>>
>>> 1) drawing a distinction between operational and formal definitions
>>> and/or
>>> 2) inviting others to contribute their might-be-hated definitions.
>>>
>>> BTW, I don't hate your formal definition but I'm curious how you propose
>>> to select the UTM.  I'm also going to presume that by "consciousness" you
>>> mean the recurrent generation of "bits of conscious experience" as you
>>> forward chain K(S2|S1) to K(S3|S2), etc.
>>>
>>> On Sat, Oct 17, 2026 at 1:17 PM Matt Mahoney <[email protected]>
>>> wrote:
>>>
>>>> Like Shane Legg did for intelligence, I offer a formal definition of
>>>> consciousness. I define the number of bits of conscious experience by an
>>>> agent in going from state S1 to S2 as K(S2|S1), where K is conditional
>>>> Kolmogorov complexity, the length of the shortest program that outputs a
>>>> description of S2 given S1 as input.
>>>>
>>>> This agrees with our intuitive definition of consciousness. Inanimate
>>>> objects with no memory are not conscious. Plants are not conscious. Animals
>>>> with large brains have more conscious experience than animals with small
>>>> brains. Accumulated conscious experience increases over time. You have no
>>>> conscious experience of anything you don't remember.
>>>>
>>>> You can hate my definition but you have to accept the fact that I have
>>>> defined it.
>>>>
>>>> Why might you hate it. Because:
>>>> 1. There is no distinction between positive and negative reinforcement.
>>>> Both result in a change in behavior that can be measured in bits.
>>>> 2. Computers are conscious. When you download a 1 GB text file, the
>>>> computer has as much conscious experience as you do in a lifetime.
>>>> 3. Your total conscious experience since birth after you die is 0.
>>>> 4. Consciousness does not require or imply paranormal perception.
>>>>
>>>> But feel free to offer an alternative definition.
>>>>
>>>> -- Matt Mahoney, [email protected]
>>>>
>>>> On Sat, Oct 17, 2026, 11:23 AM James Bowery <[email protected]> wrote:
>>>>
>>>>>
>>>>>
>>>>> On Fri, Oct 16, 2026 at 6:49 PM Matt Mahoney <[email protected]>
>>>>> wrote:
>>>>>
>>>>>>
>>>>>> ...
>>>>>>
>>>>>> Anyway, it is not clear to me why you would define consciousness this
>>>>>> way. What purpose does it serve?
>>>>>>
>>>>>
>>>>> To quote Shane Legg's Singularity Summit presentation on measures of
>>>>> machine intelligence:
>>>>>
>>>>> https://youtu.be/0ghzG14dT-w?t=1155
>>>>>
>>>>> "I've given you an equation that even if you HATE my definition, you
>>>>> have to accept the fact that I've actually defined it formally and said
>>>>> exactly what I mean.  I think that's a very good start.  At least we can
>>>>> argue on that basis." (applause)
>>>>>
>>>>> Use "operationally" in place of "formally", and accept that Ed May
>>>>> hasn't been a PhD advisor to anyone like Shane Legg who could write a
>>>>> thesis that would undoubtedly survey "definitions" of "consciousness" much
>>>>> better than anyone heretofore has bothered with, thence to provide a
>>>>> taxonomy of such definitions into which something like the operational
>>>>> definition I've proposed can reside and maybe we can start to have a
>>>>> collegial discourse.
>>>>>
>>>>> As to the "purpose" such an operational definition might serve, how
>>>>> about this:
>>>>>
>>>>> Finding a place for the very concept of "purpose" itself in our
>>>>> discourse, in that the so-called "time-reversibility" of the laws of
>>>>> physics may embody what the Greeks called "Telos" for "final cause" --
>>>>> rather than the folks endlessly yammering about "AI Alignment" are,
>>>>> themselves, "conscious" of at present.
>>>>>
>>>>>
>>>>> https://web.archive.org/web/20150925072222/http://www.boundaryinstitute.org/bi/EtterPubs.htm
>>>>>
>>>>> Etter was the colleague I mentioned previously who also arrived early
>>>>> with Solomonoff at the 1956 Dartmouth summer workshop, but because his
>>>>> family was independently wealthy, never had to genuflect to what Pirsig
>>>>> called "The Church of Reason" and its travesty of Newton's yeoman farmer
>>>>> homestead with The Church's "tenure" as the path to independent thought as
>>>>> the foundation of scientific revolutions -- independent thought once you'd
>>>>> been brainwashed and effectively castrated.
>>>>>
>>>>>
>>>>> *Artificial General Intelligence List
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