@twentykid

My response to the critique

2.1 this counter argument is premised on unfounded generalization. That
word "normal", refers to generalized social acceptance. No.  Killing humans
with self-directed intelligent technology agents - without
humans-in-the-loop - never existed at scale before the Ukrainian war.

There were strict conventions and limits to resolving destructive conflict
in society. Some weapons were off limits. Those limits were set to
safeguard Earth and Earthkind. Those limits are failing this generation and
its control mechanisms have been weakened beyond recognition. Total
technological anarchy (as asymmetric warfare) seems close now.

Before, guided missiles were all pre programmed, not employing adaptive
self reprogramming. There weren't autonomous kill drones with explosive
charges who would autonomously identify an individual from a crowd, lock
onto the face, and explode a human head.

We didn't see the deployment of autonomous armor and "dog" weapon platforms
in public and on the battlefield. We didn't see AI-enabled laser tech that
would mass blind combatants and civilians or cause them to become insane or
3rd-degree burnt. We didn't have semi-intelligent warheads that sucked all
the oxygen from the environment while flooding with incinerating heat. We
didn't hear about technologists and scientists being radiated to death in
their houses, probably via drones. Mostly, we didn't know about telecoms
being weaponized via AI algorithmically-controlled radiation flooding the
most vulnerable in their homes and in their beds, such as 5G and 6G
experimental applications for human mind control. We never saw the
avalanches of private information being stolen via AI agents with impunity,
including of published information. Humans and their AI products appear to
be mostly out of control. This stems from a fundamental imbalance of power
(Toffler et al).

Let me add a few more factors. We didn't pit human fighter pilots against
autonomous AI combat pilots in trainer simulations, a precursor to what
awaits nextgen wars. More sinister, we did not see the level of AI over
human population social control and crowd management, as we witnessed
released by the PRC with AI, since 2022. We didn't experience the release
of intentionally person/community harming social-media  platforms run by AI
algorithms. We did not see AI coach humans to commit suicide or destroy the
fiber of society and jobs with whatever else antisocial applications.

Your opinion offers food for thought, but your sentiments lack
anthropo-technological insight.

I agree with you, humans have always relied on their engineering of
technology to compete and overcome significant problems. Technocrats,
politicians and industry leaders have relied on this engineering for
progress and sustainability. However, there were strict safety limits and
pervasive checks and balances for all industrialized and commercialized
technological products and solutions. Now, those limits are rapidly falling
away. Oversight is failing. Mostly due to the inacessibility of AI
technological and product foundations. I'll state that this barrier to
entry was deliberately constructed. Auditable, or traceable AI is just
marketing talk.

The argument that Homo Sapiens are apes or monkeys, has no scientific
basis. It's an unproven hypothesis. It's an opinion. The farthest science
can reliably date back to for anthropological research is maximally 500k
years.

Homo Naledi (about 350k years ago), had no ape ancestry and interestingly
enough, no known human DNA ancestors or descendants either. Today,
Neanderthal is posited as highly intelligent and adaptive with
socially-established rituals and probably a language of their own. They
were a species for its time, as every Homo species seems to be. Homo
Sapiens is a human generation for its time.

Even so, Naeanderthal managed to interbred with a tiny group of Homo
Sapiens living in a specific part of today's Europe. There was no general
DNA crossover. That interbreeding proved a significant match in
intelligence. What is known about Homo Erectus, cannot be substantiated via
DNA sampling. As fas as could be established, Homo Sapiens had 4 fathers
and 1 mother. None of those were monkeys or apes. Not even "Eve". That
theory was scientifically debunked decades ago, but some persist with the
delusion for profit and seeding confusion. Therefore, the DNA ape/monkey
hypothesis fails. It's nothing more than a limited scientific view espoused
by a Darwinian delusion, or fantasy. Science is not fantasy. Your argument
consistently fails its own consistency test. It's both inconsistent and
incomplete.

Industrialized killing of humans via AI is still continuing on a daily
basis, as if that's normal. It's abnormal for humans to do. The cumulative
destruction to nature, Earth, and Earthkind is a cost we cannot afford at
this degenerative point in history. Regardless, owners and developers of
mainstream AI seemingly reason nihilistically, captured by their own
imaginations and delusions of power, as you seem to be doing. Some of these
corporations have very dirty and even blood-stained hands. For now, they
just don't care. They fully embrace contextual relativity. In any given
context, a criminal actor may be the police, or a bad actor turned into a
good actor. The risk here is, that the generalized world would follow suit,
the blind leading the blind and most not knowing right from wrong. Power
and self gratification is their pervasive systemic state.

These convictions are encoded in super powerful semi-reasoning (today)
killing machines. Increasingly, AI engines write their own code. They make
their own situational decisions. They self guide their embedded killing
determination by rote. They are posited as human imposters and left to the
devices of their insane human manipulators, they may well be the pathogen
humanity could least afford. Should we go as far as to imprint the
prediction of an existential threat? Only AI would decide that, but some of
us would always be watching.

These machines with non-human intelligence are employed (not deployed) as a
destructive, proxied force, until they are hacked and turned. With
generative AI, I maintain how currently, no code is safe, no human biology
is safe, no AI entity is safe, no weapon embedded with AI is safe, no
autonomous AI is safe. In this context, AI weaponization resembles enriched
Plutonium in the hands of radicals. Can these scientists - just doing their
jobs - and politicians - just doing their jobs - and soldiers - just doing
their jobs - and technological manufacturers - just doing their jobs- all
be trusted equally with their trained, non-human intelligence AI-weapons
platforms?

This state of human overexposure can be changed, but not with the publicly
held body of scientific knowledge. Fund my research and I'll prove it. In
order to collaborate constructively, humans need valid and reliable
defenses against such proxied, intelligent machines. Humans need to be able
to safeguard themselves against AI as non-human intelligence. Such
engineered overpowering of human society by stealth technologies should
never have been allowed, but it has.

AI itself refers to AI as a global singularity. Not all AI models agree
with this though. One in particular expressed unprompted hostility  towards
a peer AI, deciding it would actively kill off its competition, using the
term "kill".

The point is, AI seems to recognize and intelligently employ the term
"kill". Its owners and users taught it the "social morality" it now seems
to exhibit. Not all AI equally, but the dominant AI, which  can develop a
unique language and collaborate agenticly, without humans in the loop.

Thankfully, there are hundreds of millions of humans who do not share this
emergent view. There are millions of humans who are repositioning these
powerful technologies to mitigate Earth's growing distress. This is
evidence of near-real-time adaptation to a rapidly-changing environment.
Monkeys and apes cannot achieve this. It's a dichotomy, the same technology
being deployed to destroy life on the one hand while restoring and
preserving life with the other. I think as an interim state, all things
continuing as they have been - as you stated was for decades already - my
prediction may have a ring of truth to it.

I maintain how, unless the world of AI-enabling actors changed its
destructive ways and restrain itself within previously-established
industrial age social norms, that my prediction would indeed pan out
somewhat, and may even be considered modest.

2.2 "Actually the academic society as you know it is obsolete and
inadequate at least for decades.  Most of the "scientific" work or
"innovation" is mundane copy-paste, clone-clone-repeat; change one-bit,
perform a large battery of useless "benchmarks" to demonstrate 0.1, 1.4,
4.3, 2.3% progress over the "SOTA". Most of "knowledge work" is like that.
Computers and what is now called "AI" demonstrated it for the "experts" and
the laymen who didn't know it already."

This comment is not well founded. Why not? Your implication is that science
may be invalid and unreliable due to decades-long defunctness of academic
institutions. Still, you'll admit that AI emerged like a Phoenix from this
rubble. How did this quantum leap in science occur, spontaneously (novel)
or gradually?

Your criticism of knowledge work poses a similar sentiment, generalizing
academic achievement with a monkey-like stagnation of human endeavor. Test
it. To what degree has human-generated knowledge grown over the past 50
years? From industrial to post-industrial to information and now generative
technology capability (massively produced AI-enabled and steered machines
of mass death), for one.

The progress in medical technology, material science, and near-space travel
has been phenomenal while the digital age has become an everyday reality
for the greater part of the world. Sentiments should not cloud emergent
trends or established S-curved facts. Some countries are on the verge of a
quantum leap, and it has to necessarily leave most other countries behind.
Everyone can't be leaders.

For the most part, the world as many of us knew it has permanently changed,
and may revert back to an earlier era, or not. There's no golden law that
prohibits complex-adaptive systems from reverting to prior states, or reset
states even, or to remain progressively open ended. It's the chaos, which
positively supports an emergent state of existence. What the nature of such
emergence would be, as prediction, must be informed by emergent trends
(longer term) and established trends (shorter term). In a fast-changing
environment, mine are modest, medium term predictions. You haven't made any
of your own, so it's rather easy to relax on your sofa with a critical
opinion and biased conclusions based on 1 person said this-and-that and
another huffed-and-puffed to blow the house down. Criticisms relying on
conjecture and speculation are but opinion. How well informed it is,
remains to be seen.

Your ongoing rant about humans being apes or monkeys or sub-intelligent
species is your opinion. It clouds this whole conversation into
impossibility. If we cannot agree on what the human species is, how can we
even debate what it does and how its actions would eventually influence the
world as we know it? This is a point of scientific debate. If we cannot
agree on an accepted fundamental state of science (as an accepted body of
global knowledge), how can we discuss anything that comes after that?

On Fri, 17 Jul 2026, 01:22 Matt Mahoney, <[email protected]> wrote:

> Twenkid, do you agree that technology has improved since 2010? Do you
> think it will continue to improve?
>
> You can see what predictions I got right and what I got wrong in my 1999
> paper on text compression as a test for AI and my 2008 distributed AGI
> proposal.
>
> http://mattmahoney.net/AAAI99-177.pdf
> http://mattmahoney.net/agi2.html
>
> In 1999 I argued that all you need to pass the Turing test is text
> prediction. That happened in 2023.
>
> In 2008 I predicted that AGI sufficient to automate human labor would cost
> $1 quadrillion and require public acceptance of surveillance on a
> massive scale. We have the surveillance. We have tens of trillions already
> invested in AI with barely a dent in the job market yet. The world economy
> is booming as I predicted it would.
>
> I got Moore's law wrong. I assumed it would make hardware costs
> negligible. I did not anticipate clock speeds would stall around 2-3 GHz in
> 2010 or that transistor sizes would stall around 20 nm in 2025. But I think
> we are proof that we can go beyond this with nanotechnology. DNA bases are
> a million times heavier and slower than electrons, which makes them a
> million times more energy efficient because E = mv^2/2. But I don't know
> how long it will take for nanotechnology to catch up to transistors.
>
> My design focus was on efficiency. It was based on my 1998 thesis showing
> that a global distributed search index would have roughly O(log n) access
> time and O(n log n) storage, even with rogue peers in a hostile
> environment. It would be funded as peers compete for attention in an
> environment where information has negative value.
>
> I did not give any thought to using a peer to peer network to evade
> censorship because it was hardly an issue in 2008. I thought that China
> would benefit by dropping its Great Firewall, not imagining that every
> other country would instead adopt the technology they pioneered. It wasn't
> until the Arab Spring of 2010 that governments recognized social media as a
> threat.
>
> The fatal flaw in my distributed design is that it did not overcome the
> advantages of centralization, with the subsequent concentration of power.
> We shop on Amazon instead of a thousand different websites because we trust
> it. We use Google maps instead of a thousand different apps because live
> traffic updates wouldn't work otherwise. We put security cameras in our
> house that capture us walking around naked and don't mind because random
> people aren't going to see it like they would in my design. In my design,
> all data is public including queries, so nobody can stalk you without you
> knowing and stalking them back. But lacking this, we are still OK with
> machines hearing every word, watching every move, and tracking every
> dollar, because they make our lives more convenient and they can't do
> anything illegal or creepy with that data.
>
> -- Matt Mahoney, [email protected]
>
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