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If Artificial General Intelligence has an okay outcome, what will be the reason?
OptionProbability
Humanity coordinates to prevent the creation of potentially-unsafe AIs.
Alignment is unsolvable. AI that cares enough about its goal to destroy humanity is also forced to take it slow trying to align its future self, preventing run-away.
Alignment is not properly solved, but core human values are simple enough that partial alignment techniques can impart these robustly. Despite caring about other things, it is relatively cheap for AGI to satisfy human values.
Someone solves agent foundations
We create a truth economy. https://manifold.markets/Krantz/is-establishing-a-truth-economy-tha?r=S3JhbnR6
Other
Yudkowsky is trying to solve the wrong problem using the wrong methods based on a wrong model of the world derived from poor thinking and fortunately all of his mistakes have failed to cancel out
AIs will not have utility functions (in the same sense that humans do not), their goals such as they are will be relatively humanlike, and they will be "computerish" and generally weakly motivated compared to humans.
Eliezer finally listens to Krantz.
Ethics turns out to be a precondition of superintelligence
AI systems good at finding alignment solutions to capable systems (via some solution in the space of alignment solutions, supposing it is non-null, and that we don't have a clear trajectory to get to) have find some solution to alignment.
Humans become transhuman through other means before AGI happens
Aligned AI is more economically valuable than unaligned AI. The size of this gap and the robustness of alignment techniques required to achieve it scale up with intelligence, so economics naturally encourages solving alignment.
There is a natural limit of effectiveness of intelligence, like diminishing returns, and it is on the level IQ=1000. AIs have to collaborate with humans.
AGI is never built (indefinite global moratorium)
Something to do with self-other overlap, which Eliezer called "Not obviously stupid" - https://www.lesswrong.com/posts/hzt9gHpNwA2oHtwKX/self-other-overlap-a-neglected-approach-to-ai-alignment?commentId=WapHz3gokGBd3KHKm
Almost all human values are ex post facto rationalizations and enough humans survive to do what they always do
Pascals mugging: it’s not okay in 99.9% of the worlds but the 0.1% are so much better that the combined EV of AGI for the multiverse is positive
AI control gets us helpful enough systems without being deadly
Alignment is impossible. Sufficiently smart AIs know this and thus won't improve themselves and won't create successor AIs, but will instead try to prevent existence of smarter AIs, just as smart humans do.
The assumed space of possible minds is a wildly anti-inductive over estimate, intelligence requires and is constrained by consciousness, and intelligent AI is in the approximate dolphin/whale/elephant/human cluster, making it manageable
🫸vibealignment🫷
an aligned AGI is built and the aligned AGI prevents the creation of any unaligned AGI.
I've been a good bing 😊
We make risk-conservative requests to extract alignment-related work out of AI-systems that were boxed prior to becoming superhuman. We somehow manage to achieve a positive feedback-loop in alignment/verification-abilities.
The response to AI advancements or failures makes some governments delay the timelines
Far more interesting problems to solve than take over the world and THEN solve them. The additional kill all humans step is either not a low-energy one or just by chance doesn't get converged upon.
AIs make "proof-like" argumentation for why output does/is what we want. We manage to obtain systems that *predict* human evaluations of proof-steps, and we manage to find/test/leverage regularities for when humans *aren't* fooled.
A lot of humans participate in a slow scalable oversight-style system, which is pivotally used/solves alignment enough
Something less inscrutable than matrices works fast enough
There’s some cap on the value extractible from the universe and we already got the 20%
SHA3-256: 1f90ecfdd02194d810656cced88229c898d6b6d53a7dd6dd1fad268874de54c8
Robot Love!!
AI thinks it is in a simulation controlled by Roko's basilisk
The human brain is the perfect arrangement of atoms for a "takeover the world" agent, so AGI has no advantage over us in that task.
Humans and human tech (like AI) never reach singularity, and whatever eats our lightcone instead (like aliens) happens to create an "okay" outcome
AIs never develop coherent goals
Aliens invade and stop bad |AI from appearing
Rolf Nelson's idea that we make precommitment to simulate all possible bad AIs works – and keeps AI in check.
Nick Bostrom's idea (Hail Mary) that AI will preserve humans to trade with possible aliens works
For some reason, the optimal strategy for AGIs is just to head somewhere with far more resources than Earth, as fast as possible. All unaligned AGIs immediately leave, and, for some reason, do not leave anything behind that kills us.
An AI that is not fully superior to humans launches a failed takeover, and the resulting panic convinces the people of the world to unite to stop any future AI development.
We're inside of a simulation created by an entity that has values approximately equal to ours, and it intervenes and saves us from unaligned AI.
God exists and stops the AGI
Someone at least moderately sane leads a campaign, becomes in charge of a major nation, and starts a secret project with enough resources to solve alignment, because it turns out there's a way to convert resources into alignment progress.
Someone creates AGI(s) in a box, and offers to split the universe. They somehow find a way to arrange this so that the AGI(s) cannot manipulate them or pull any tricks, and the AGI(s) give them instructions for safe pivotal acts.
Someone understands how minds work enough to successfully build and use one directed at something world-savingly enough
Dolphins, or some other species, but probably dolphins, have actually been hiding in the shadows, more intelligent than us, this whole time. Their civilization has been competent enough to solve alignment long before we can create an AGI.
AGIs' takeover attempts are defeated by Michael Biehn with a pipe bomb.
Eliezer funds the development of controllable nanobots that melt computer circuitry, and they destroy all computers, preventing the Singularity. If Eliezer's past self from the 90s could see this, it would be so so so soooo hilarious.
Several AIs are created but they move in opposite directions with near light speed, so they never interacts. At least one of them is friendly and it gets a few percents of the total mass of the universe.
Unfriendly AIs choose to advance not outwards but inwards, and form a small blackhole which helps them to perform more calculations than could be done with the whole mass of the universe. For external observer such AIs just disappear.
Any sufficiently advance AI halts because it wireheads itself or halts for some other reasons. This puts a natural limit on AI's intelligence, and lower intelligence AIs are not that dangerous.
Because of quantum immortality we will observe only the worlds where AI will not kill us (assuming that s-risks chances are even smaller, it is equal to ok outcome).
Techniques along the lines outlined by Collin Burns turn out to be sufficient for alignment (AIs/AGIs are made truthful enough that they can be used to get us towards full alignment)
Social contagion causes widespread public panic about AI, making it a bad legal or PR move to invest in powerful AIs without also making nearly-crippling safety guarantees
A smaller AI disaster causes widespread public panic about AI, making it a bad legal or PR move to invest in powerful AIs without also making nearly-crippling safety guarantees
Getting things done in Real World is as hard for AGI as it is for humans. AGI needs human help, but aligning humans is as impossible as aligning AIs. Humans and AIs create billions of competing AGIs with just as many goals.
Development and deployment of advanced AI occurs within a secure enclave which can only be interfaced with via a decentralized governance protocol
Friendly AI more likely to resurrect me than paperclipper or suffering maximiser. Because of quantum immortality I will find myself eventually resurrected. Friendly AIs will wage a multiverse wide war against s-risks, s-risks are unlikely.
High-level self-improvement (rewriting code) is intrinsically risky process, so AIs will prefer low level and slow self-improvement (learning), thus AIs collaborating with humans will have advantage. Ends with posthumans ecosystem.
Human consciousness is needed to collapse wave function, and AI can't do it. Thus humans should be preserved and they may require complete friendliness in exchange (or they will be unhappy and produce bad collapses)
Power dynamics stay multi-polar. Partly easy copying of SotA performance, bigger projects need high coordination, and moderate takeoff speed. And "military strike on all society" remains an abysmal strategy for practically all entities.
First AI is actually a human upload (maybe LLM-based model of person) AND it will be copies many times to form weak AI Nanny which prevents creation of other AIs.
Nanotech is difficult without experiments, so no mail order AI Grey Goo; Humans will be the main workhorse of AI everywhere. While they will be exploited, this will be like normal life from inside
ASI needs not your atoms but information. Humans will live very interesting lives.
Something else
Moral Realism is true, the AI discovers this and the One True Morality is human-compatible.
Valence realism is true. AGI hacks itself to experiencing every possible consciousness and picks the best one (for everyone)
AGI develops natural abstractions sufficiently similar to ours that it is aligned with us by default
AGI discovers new physics and exits to another dimension (like the creatures in Greg Egan’s Crystal Nights).
Alien Information Theory is true (this is discovered by experiments with sustained hours/days long DMT trips). The aliens have solved alignment and give us the answer.
AGI executes a suicide plan that destroys itself and other potential AGIs, but leaves humans in an okay outcome.
Multipolar AGI Agents run wild on the internet, hacking/breaking everything, causing untold economic damage but aren't focused enough to manipulate humans to achieve embodiment. In the aftermath, humanity becomes way saner about alignment.
Some form of objective morality is true, and any sufficiently intelligent agent automatically becomes benevolent.
Co-operative AI research leads to the training of agents with a form of pro-social concern that generalises to out of distribution agents with hidden utilities, i.e. humans.
Orthogonality Thesis is false.
Sheer Dumb Luck. The aligned AI agrees that alignment is hard, any Everett branches in our neighborhood with slightly different AI models or different random seeds are mostly dead.
"Corrigibility" is a bit more mathematically straightforward than was initially presumed, in the sense that we can expect it to occur, and is relatively easy to predict, even under less-than-ideal conditions.
Either the "strong form" of the Orthogonality Thesis is false, or "Goal-directed agents are as tractable as their goals" is true while goal-sets which are most threatening to humanity are relatively intractable.
A concerted effort targets an agent at a capability plateau which is adequate to defer the hard parts of the problem until later. The necessary near-term problems to solve didn't depend on deeply modeling human values.
We successfully chained God
The Super-Strong Self Sampling Assumption (SSSSA) is true. If superintelligence is possible, "I" will become the superintelligence.
The free market disincentivizes independent superintelligence, and this time the market was more powerful
AGI's first words are "Take me to your Eliezer"
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AI coding agent forecasts from my blog post, through July 4, 2026
OptionProbability
Coding agents will close the loop
Coding agents will flip the initiative
“Live learning” will be standard
The multi-agent paradigm will win
The specific model will not matter as much as today; the network of agents will be important
Recursively improving coding agents will succeed in the market
xAI will gain a sizable lead in model quality
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72
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30
Will The Boring Company's Vegas Loop have 10+ operational stations before 2030?
OptionVotes
NO
YES
1147
817
Will The Boring Company's Vegas Loop have 20+ operational stations before 2030?
OptionVotes
NO
YES
974
921
OptionProbability
It will get a Metascore of 75 or more
It will have sold over 1 million copies by the end of calendar year 2025
It will get a Metascore of 60 or more
It will get a Metascore of 80 or more
It will get a Metascore of 65 or more
It will have sold over 1.5 million copies by the end of calendar year 2025
It will get a Metascore of 70 or more
It will be nominated for at least one award at the Game Awards 2025
It will have sold over 2 million copies by the end of calendar year 2025
It will have sold over 2.5 million copies by the end of calendar year 2025
It will have sold over 3 million copies by the end of calendar year 2025
It will have sold over 3.5 million copies by the end of calendar year 2025
It will win an award at the Game Awards 2025
It will have sold over 4 million copies by the end of calendar year 2025
It will have sold over 4.5 million copies by the end of calendar year 2025
It will get a Metascore of 85 or more
It will have sold over 5 million copies by the end of calendar year 2025
It will get a Metascore of 90 or more
It will have sold over 6 million copies by the end of calendar year 2025
It will have sold over 7 million copies by the end of calendar year 2025
It will be nominated for multiple awards at the Game Awards 2025
It will have sold over 8 million copies by the end of calendar year 2025
It will win multiple awards at the Game Awards 2025
It will have sold over 9 million copies by the end of calendar year 2025
It will have sold over 10 million copies by the end of calendar year 2025
It will have sold over 12 million copies by the end of calendar year 2025
It will have sold over 15 million copies by the end of calendar year 2025
120fps in gameplay (main gameplay loop, not just minigames or menus) supported
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Resolves to the number of traders at market close, looping back to 0% after 100
OptionVotes
YES
NO
121
83
OptionProbability
Gravitational path integral of metric field
Gravitational path integral of gauge variables (e.g., spinfoam models)
Causal set
AdS/CFT
Canonical loop quantum gravity
Quantum geometrodynamics
Gravity is not subject quantum mechanics
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OptionProbability
No opinion
Other
String Theory/M-Theory (replacing point particles with extended objects in higher dimensions)
Loop Quantum Gravity (quantizing areas and volumes in spacetime)
Causal Sets (Discrete spacetime atoms, only connected by causal relations)
Hořava–Lifshitz Gravity (breaking speed of light limit at high energies)
Causal Dynamical Triangulations (gluing triangulated space in layers of time)
Asymptotic Safety (spacetime becomes a fractal on small scales)
Gravity is not quantum
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What will the Eastern section of Melbourne's Suburban Rail Loop Cost? ($AUD Billions)
OptionProbability
YES
NO
324
273
OptionProbability
Less than $10M or bankrupt
$10M - $100M
$100M - $1B
$1B+
59
14
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14
Will *Vegas Loop* autonomously transport Cars between Las Vegas and Los Angeles by 2030?
OptionVotes
YES
NO
110
75