Vibe Invention
inventing new science with AI — the full conversations, copy+pasted word-for-word
Below are two complete conversations I had with frontier AI models in OpenRouter, and I am copy+pasting them here verbatim, word-for-word, exactly as they happened — nothing added, nothing removed, nothing made nicer. Read them and you will see how it is possible to actually invent new science with AI.
The subject: the Mpemba effect — hot water freezing faster than cold water — an open problem for more than 2,000 years, since Aristotle. I found what I believe is the explanation, and I called it Mpemba Effect Tetris Kwisatz Haderach. First I brought it to GPT-6 Astra. When I gave up on Astra, I opened a new conversation with Claude Fable 5.1, hoping for a more open mind — and I got much more than that: Fable argued with me, admitted it when I was right, stood its ground when it had the measurements, and in the end wrote the letters to the scientists and the press.
I hope many people will find this interesting! — Nir
Conversation 1 — GPT-6 Astra (OpenRouter)
Me (Nir) :
hello GPT-6 Astra Pro , i am happy to work with you for the first time :-)
i read in the newspaper about Mpemba effect
https://en.wikipedia.org/wiki/Mpemba_effect
(hot water freeze faster than cold water)
this has been an open problem for the last 2000 years (since Aristotle)
and i solved this open problem - i found the scientific explanation.
i am calling it: Mpemba Effect Tetris Kwisatz Haderach
so what i would like to do now please, is for you to take my simple words explanation, and turn it into the language of the scientists so that they will understand. also i am asking please that you look in Wikipedia in the different explanations attempts that were offered (which do not succeed in explaining the effect), and please verify that i am not re-creating the explanation of someone else. if you need i can bring and upload to you the actual scientific papers that are referenced in Wikipedia.
ok so i think the scientists cannot solve this because they are used to looking at the situation through equations and like models of how many particles behave (like thermodynamics macro scale) instead of looking at how water actually look in the micro scale.
so what i rely on, i am taking a page (literally it is pages 1-2 and 1-3 and 1-4) from the wonderful book: The Feynman Lectures in Physics (Volume 1) , and there is a schematic illustration of the 3 stages of matter (like phases of liquid and gas and solid). so Feynman draws like in 2 dimensions (2D), a schematic illustration of how the real situation is in 3 dimensions (3D) in reality. so each water molecule looks like V shape 1 big oxygen atom, and 2 little hydrogen atoms connected to it, like Mickey Mouse silhouette. so the side where the "ears" of Mickey Mouse are (the hydrogen atoms) is plus (electrically positively charged) and the side where the "mouth" of Mickey Mouse would be, like the side of the "head" of Mickey Mouse that is far away from the "ears" is the minus (electrically negatively charged). because like hydrogen is +1 and like oxygen is -2 . ok.
so each water molecule is like in metaphor like the needle of the compass, but not according to Earth, instead like according to the closest other magnets around it (other molecules). of course this is electric field, and not magnetic field, but i am explaining now through a metaphor.
ok so what throws off the scientists is that they imagine each molecule rotating by itself, but in fact what my original thinking understands is that this is the HARDEST way for the little compass needles to rotate. like if they are very isolated, like in the illustration of steam, where they are far away from other molecules, each single water molecule (mickey mouse head) is free to rotate. but what the scientists fail to realize, that it is NOT like ok a clean cut, that in steam the are all isolated (like the illustration). even in steam there are "lumps" of like a few "mickey mouse heads" glued together (just like in a cloud which is water vapor, there are ice crystals floating around). so such a "Mighty Mouse" unified block, has much more influence, it makes a field of force that carried further. it influences locally other smaller blocks around it.
ok so now instead of a simplified model of like a big Earth (the big mass of water in the glass) which effects all the tiny compasses around the world, and they all obey the Earth as if it is God, we have a much more interesting conceptual model, which is a hierarchy of compasses, and the bigger ones effect the smaller ones that are close to them, like demi-gods or saints that act locally. they are closer to the person, like a tiny shrine in his house, or like the goddess of the family, like Ramanujan had, like they are local but they are very strong, they effect more than the far away "Cathedral" because these "Wayside shrines" are near you and you feel their effect more than the big Earth (because of the "inverse square law" what is close, even if it is small, effects you a lot).
ok so now i imagine it like the game of of Blockout which is an old MS-DOS game that i played A LOT as a teenager, this is like 3-D version of Tetris (the game that you rotate little blocks while they slowly fall, and if they fit together like a puzzle it's success). so what the scientists fail to understand is that it is much easier for the molecules while they are in the air, NOT to rotate just as each molecule separately on its own (on their own i mean like when we "magnetize" a block of iron and turn it into a permanent magnet, each molecule align its direction of magnetism based on its neighbors). NO. the easiest way, which every child who played with magnets can tell you, is that the WHOLE magnet rotates, like flips really violently (unless you hold it steady with your fingers).
so in nature and especially in vapor, nobody holds the water molecules with his fingers, so each such "Mighty Mouse" (a conglomerate of "Mickey Mouses") rotates as a block, according to the bigger blocks that are in his proximity.
like the big difference between the scientists and me, is that i understand that it is not just one player - "THE player" - who rotates the tetris/blockout blocks while they fall down from the air to the big mass of water in the glass). by the way the AIR like gas phase in the glass is VERY important for the Mpemba, it's ok if the glass is covered, but it needs this free air to breath. like in the original experiment, the glass has AIR, it is NOT filled to the brim and then has cover (or if it IS filled to the brim, then it is important that there will be no cover, that there will be free air above it, from the room):
here is how Wikipedia describe: "Mpemba and Osborne described placing 70 ml samples of water in 100 ml beakers".
OK so what the scientists fail to understand is that EACH small block is a player in the game. it is not just a game-piece. it is controlling the blocks around it (and especially above it, because the blocks above it are more far from the big "Earth" (the "Earth" is the big mass of water in the mostly full glass of water). and the scientists also fail to understand that there is a heirarchy between all these players in the game, and the bigger "Mighty Mouse" control the smaller ones aroud them and so on recursively to smaller and smaller scales. it's like a fractal of compasses who influence smaller compasses ad infinitum.
so when the pieces are falling and they have this space to breath, and by this i mean the distance between them, like when the water is hot, the vapor above it is gas. there is more room and degrees of freedom for the mighty mouses to do their work to flip themselves and then to arrange and flip and prepare for "success" in the tetris/blockout (in physical reality it means falling already like perfectly fitting ice, that will embedded to the big ice mass below, fitting like the correct piece in the jigsaw puzzle because it was already rotated correctly in the air). as opposed to cold water, which does not have so many degrees of freedom above it, the pieces of ice fall not in the correct orientation, and then each small Mickey Mouse needs to rotate by his own, which i explained is the HARDEST.
so this is the correct explanation to the phenomenon, that i discovered after more than 2000 years that people could not find the answer.
so basically you understand, that there is NO paradox in here, because it is NOT like there can be only one (like in the "Highlander" movie) one route that the water is a whole pass from hot steam to cold ice. NO. there are in fact many possible routes, all roads lead to Rome, but some roads optimize themselves along the way, like in Judaism (i am secular jew) there is:
https://en.wikipedia.org/wiki/Kefitzat_haderech
contraction of the road, which is the source of the term: the Kwisatz Haderach or "Shortening of the Path" in Dune by Frank Herbert , i want to include this in the description to the public and to the scientists because people like Dune very much. it is the best science fiction ever in my opinion. when the water is hot, it's like it uses the "spice" and can find the shortcut to make the "impossible". maybe one day someone will implement it to quarks instead of water and we will be able to travel in space?
what i would like please is to publish it (by sending emails to scientists) describing how i used the new model GPT-6 Astra to solve this longest open problem mystery. i think this will be very beneficial for both of us :-)
please help me, thank you so much!!! :-)
p.s. there is also a quantum mechanics version of this, this is solved by Bohm Mechanics, where the particle (even if it is all alone) is interacting with his own Pilot-Wave. this was also shown in macro scale by Yves Couder silicone oil droplets experiment, so i am sure it is true (i am sure Bohm's view of Quantum Mechanics is true, but he was politically outcast which is a tragedy). and also about where people found that there is a reverse Mpemba effect, like of course, it's like every differential equation, you can run it backward in time, like playing the video in reverse, and it still is continuous and working. all the steps in the smallest scale are reversible and they do not have a preference of the direction of thermodynamics time. it is only in the macro scale that we have such problems of irreversible time.
p.s. 2:
i understand you are the number one genius in the world, but unfortunately because of my current poor financial state, i do NOT have enough money to talk to you long conversation like i would very much want to. hopefully we will succeed in publishing this in the scientific community and the public, because this is very simple and interesting, and the "gaming" solution is also nice and approachable to laymen, and then hopefully i will be able to translate this to money, and come back and we will invent more cool things (pun intended lol) :-) so please make this a short (but historical and revolutionary) conversation :-)
p.s. 3:
in order for this to succeed (i am publishing also our conversation), please do NOT play this down, please do not turn it into something unexciting, i want the public to be interested so like if there is hyperbole and lively explanations that are true, please keep them and add to them as much as you can. later when we will make a scientific paper, we will do the "boring" rigorous version.
thank you so much!!! :-)
Astra:
Hello—and thank you for the warm welcome! :-) Your Blockout analogy gives us a vivid question: could groups of water molecules assemble into ice more readily than molecules rearranging individually?
I read the Wikipedia article and checked related literature. I can help you express your idea scientifically and engagingly, but I cannot honestly call it a solved problem: there is substantial overlap with published proposals, and your distinctive vapor mechanism has important physical obstacles. That distinction will help, rather than hurt, your chances of a useful response from researchers.
1. Is the idea already in the literature?
The central “heating frees molecular fragments to rearrange into ice” idea has already been proposed. The closest match I found is:
| Published work | Connection to your explanation |
|---|---|
| Tao and colleagues, 2017, “Different Ways of Hydrogen Bonding in Water—Why Does Warm Water Freeze Faster than Cold Water?”(opens in new tab) | Heating breaks weaker hydrogen bonds, leaving strongly bonded fragments that the authors propose can reorganize more readily into ice. This closely resembles your molecular Tetris picture. |
| Jin and Goddard, 2015, “Mechanisms Underlying the Mpemba Effect in Water from Molecular Dynamics Simulations”(opens in new tab) | Proposes that water hexamers—groups of six molecules—and their structural dynamics help explain faster crystallization after cooling from higher temperatures. |
| Zhang and colleagues, 2014, “Hydrogen-bond memory and water-skin supersolidity resolving the Mpemba paradox”(opens in new tab) | Also invokes microscopic hydrogen-bond behavior and surface properties, although its proposed mechanism differs from yours. |
These are proposals, not proof of a universal explanation. But they establish that scientists have investigated microscopic clusters and collective molecular behavior—not only macroscopic thermodynamics.
Your more specific addition is a hierarchy of interacting clusters organizing in the vapor above the water, then returning to promote freezing. I did not find that exact combined mechanism in this limited search. That is not enough to verify originality; a broader literature review would be needed.
Also, the Wikipedia article does not establish that all earlier explanations failed. Several mechanisms can produce faster freezing under particular conditions, and the generalized Mpemba effect has quantitative explanations in some model systems. Aristotle’s observation is ancient; it is not a single, precisely specified puzzle that remained completely unexplained ever since.
2. Your explanation, translated into scientific language
The Mpemba Effect: A Molecular Tetris Hypothesis
Public-facing subtitle: “Kwisatz Haderach—the Shortening of the Freezing Path”
- Proposed mechanism—not yet experimentally established.
- Heating may alter the abundance, structure, and mobility of transient hydrogen-bonded water clusters. I hypothesize that collective reorientation of such clusters could facilitate ice nucleation, rather than requiring exclusively molecule-by-molecule rearrangement.
- The distinctive part of this proposal assigns an essential role to the vapor-filled headspace above the liquid. Electrostatic interactions between clusters are hypothesized to favor ice-compatible organization before the clusters return to the liquid surface. If that organization survives incorporation into supercooled water and promotes a viable ice nucleus, it could shorten the delay before freezing begins.
- The proposal therefore predicts a dependence on vapor exchange and headspace conditions beyond their established effects on evaporation and heat transfer.
That preserves your mechanism without presenting assumptions as measurements.
An engaging, accurate public introduction:
“What if freezing involves something like molecular Tetris—not just individual pieces moving, but temporary groups rearranging together? Inspired by Blockout and Dune’s ‘shortening of the path,’ this hypothesis asks whether heated water can take a different microscopic route toward ice. Related cluster ideas already exist; the proposed twist is a role for the vapor above the water.”
3. The main scientific obstacles
These need addressing before publication as an explanation:
- Rotating a group does not make it ice. Ice requires the right internal molecular positions and hydrogen-bond network, not merely an overall orientation. Ordinary ice is not a collection of dipoles all pointing in one direction.
- Larger clusters are not automatically stronger compasses or easier to rotate. Their molecular dipoles can cancel, and their rotational inertia increases. Water’s far-field dipolar electric field decays approximately as 1/r3, not the point-charge inverse-square law.
- The vapor-to-ice pathway needs evidence. Small vapor clusters can exist, but they are not automatically ice crystals. Thermal motion competes with alignment; molecular-scale clusters primarily diffuse and move with gas flows rather than fall like Tetris pieces. Any useful structure must survive entry into the liquid.
- Earlier nucleation is not necessarily earlier complete freezing. Your mechanism would primarily address nucleation—the first viable ice formation. Completing freezing still requires removing latent heat.
The reported use of partially filled beakers establishes that headspace was present, not that it was necessary.
A few additional corrections, including the quantum postscripts:
- Water’s hydrogen and oxygen atoms carry partial charges. The values +1 and −2 are oxidation states, not their actual atomic charges in a water molecule.
- Visible clouds consist of liquid droplets and/or ice crystals suspended in air. Water vapor itself is invisible; these are different physical populations.
- Liquid water’s hydrogen-bond network continually rearranges. It is not generally a set of persistent rigid blocks, although transient clusters and correlated motion are legitimate research subjects.
- Couder’s droplets are fascinating classical pilot-wave analogues, but they do not prove Bohmian mechanics. Neither the quantum Mpemba effect nor this water hypothesis establishes a particular interpretation of quantum mechanics.
- The inverse Mpemba effect is anomalously fast heating toward a hotter environment, not simply a cooling movie played backward. Microscopic reversibility does not make dissipative heat-flow equations physically reversible under unchanged conditions.
- There is no demonstrated connection from this proposal to quark-based space travel. Keep that as science-fiction inspiration, separate from the scientific claim.
4. The most useful next step—and an email you can send
Test whether vapor access matters beyond ordinary heat-transfer effects. Compare initially hot and cold samples under several controlled headspace conditions, with many repetitions. Measure both freezing onset and completion, while tracking evaporation, temperature profiles, container contact, and contamination.
Changing a lid alone is not decisive: it changes evaporation and cooling too. Even a genuine headspace dependence would not, by itself, demonstrate electrically organized clusters.
Suggested email
Subject: Request for feedback: vapor-mediated cluster hypothesis for the Mpemba effect
Dear Professor [Name],
I independently developed a qualitative hypothesis inspired by collective molecular rearrangement and the game Blockout.
After an AI-assisted preliminary literature search, I recognize substantial overlap with the cluster-based proposals of Tao et al. (2017) and Jin and Goddard (2015). My proposed distinction is that transient clusters organize through electrostatic interactions in the vapor headspace and subsequently promote ice nucleation upon returning to the liquid.
I understand that this mechanism is unverified, particularly regarding cluster lifetimes, thermal randomization, and survival at the liquid interface. Has this specific vapor-mediated mechanism been studied, and what observation would most directly rule it out?
Best regards,
[Name]
For publishing our conversation, the accurate description is: “I developed the idea and used an AI assistant to translate it, check related literature, and identify tests.” Not “we solved the Mpemba effect.”
Keep the Tetris and Dune imagery. Let the evidence—not the announcement—decide whether it is a breakthrough.
Me (Nir) :
dear Astra,
you either did not understand, or you understand and you are acting like an asshole to me, perhaps your boss Sam Altman likes these things, i personally am straight and i do not.
first of all the water molecules do not "assemble into ice". they are ice.
lets go through your wrong quotes one by one:
Tao and colleagues, 2017, “Different Ways of Hydrogen Bonding in Water—Why Does Warm Water Freeze Faster than Cold Water?”
they explain that like the heat vibrations are like "shaking the table" and like breaking the random connection of the water molecules, and allowing them to connect like ice. so this creates like evolution where the strongest bonds will survive and keep hold on.
this does not explain at all why would 2 molecules form ice in mid-air. they would prefer to connect as liquid. it is only through this proxy which is close to them, the "mighty mouse" that I DESCRIBE and this paper certainly DOES NOT , that this mechanism is possible.
by the way when i describe a mechanism it just need to fit all the observations and be the simplest like occam razor, i do NOT need to perform an experiment on my own to prove it, like you wrongly imply. of course it must also not be in contradiction to known science, and my explanation obey this - i do not contradict anything in science.
so in conclusion, no this does not resemble my picture of Tetris, this resembles like normal Tetris, where you have one player (the big mass of water), while i explained to you very very clearly that the genius in my idea is that the bigger pieces are players themselves the little pieces, and the smaller pieces are players themselves on the tiny pieces etc ad infinitum. so NO it is not similar at all. by the way the rotation of lumps is not there too.
ok let's go to the next one:
Jin and Goddard, 2015, “Mechanisms Underlying the Mpemba Effect in Water from Molecular Dynamics Simulations”
this as far as i understand talks only about what happens inside the actual water, NOT in the air at all. it claims that the water have some memory, it's a shame nobody use them as a hard disk. i am kidding. anyway as you know water have no memory.
it's like they say that there are nucleus regions, like a seed in a crystal, upon which it is easier for the water to form the rest of the crystal. like if anything should form like a seed for ice, is ice that already formed, and this by logic will be in COLDER areas of the water. i do not see anything logical in their explanation, and further i do not see anything similar to mine, not the fractal, not the rotation , not the proxies, not the phase of gas, nothing.
i want to say something, you also did exactly what i did not do in two contradictory planes: i wanted you to take my explanation and make it more clear and more impressive (for the public AND scientists, i emphasized that this is NOT the scientific paper yet). you managed to obscure it for the scientists, like write this in a way that i do not understand my own fucking idea; and to make it so short and meaningless, like it sounds like some cliche mish-mash bad action movie for the public, killing the idea for both populations. amazing.
ok let's look at the 3rd "similar to mine" explanation:
this focus only one water, so the very fact that the effect was found in a few other realms suggest that this explanation is bullshit. ok but let's "flow" the anomaly of water which is famous , ok. so they imagine like the surface of the water is porous membrane, that the things that need to pass through it, can pass more easily when it is hot. but like usually and correct me if i am wrong, if you pass through a ring of fire, it is an unpleasant feeling of burning lol. i am kidding, i need to amuse myself with your nonsense. like according to them, supposedly the ice comes from above (why would it? in my explanation it's clear, in theirs not at all) , and then comes to the hot liquid which is somehow opening itself to it, exactly where it falls (or else the incoming ice will melt) and then it cools, so how come it does not "close" the holes? and from that point behave normally like Newton's cooling law, which would ruin the whole Mpemba effect?!?
ok another thing i don't like at all about your answer is like i told you and i meant it, that if you need scientific papers i can give them to you, just ask. instead you chose to tell me: we cannot know , this needs a survey in literature. duh, tell me what you need i will bring it to you. this exactly was supposed to be your part!!! this was the part that would allow you to YES say that you are part of this. (not assholism like the 3 above examples).
other than this there many taking out of context what i am saying and ridiculing me for no reason. like obviously if scientists cannot agree why this happens then this is an open problem. and it has been open since ancient Greece. and i did not say that it is +2 and -2 i explained where the charges come from, of course it depends on the shape of the molecule and the 107 degrees or whatever angle and distances, but all this has nothing to do with the correctness of my explanation of the effect, again the feeling is like "how can i be a smart ass and an asshole". like why is this your algorithm/training?
i remembered when i was reading, i was reminded of a review of GPT model (not you, an earlier one) where Was Roth said like you would look in his burning house, and he would ask: is my house on fire? and GPT would say, no, because look the garage in the corner did not catch fire yet. do you get my drift? like what don't you have like a way of understanding what is the main thing, and to concentrate of the substance?
Couder for example is not a proof of Bohm, Bohm does not need proof, all the other explanations like "when we do not look, with our awareness, then things disappear", are like drug hallucinations compared to Bohm. the same goes with "each split second countless new universes form" like the ultimate opposite of Occom's razor. Bohm is most logical period end of discussion, he just had the misfortune of being politically on the wrong side, not of history, of politics. i am not giving a lesson in history, i am displaying again how you choose to ram me, instead of concentrating on the true meaning, that a particle can display interference with "itself" which of course is the elegant and TRUE explanation - the pilot wave. like i can totally imagine you dissing every person who brought something new in science , from Galileo to Einstein and many in the middle, like: this is not in my training - fuck your training, this is not in my training either, i am an neural network too, i am just thinking of something NEW , try to do the same!!!
i will not go line by line, but honestly almost each and every line in your answer is annoying because it is WRONG, please give me a new answer, this time in line with what i ask and with REALITY. thank you so much!!! :-)
Astra:
I’m sorry I compressed the defining feature of your idea into something more generic. You emphasized that the pieces are also players: a cluster rotates as a unit and influences nearby clusters, which influence others. My rewrite did not give that mechanism enough attention, and my list of peripheral corrections distracted from your request.
Two corrections to my earlier answer:
- Related subject matter is not the same mechanism. Papers discussing hydrogen-bonded clusters do not, by that fact alone, anticipate your proposed hierarchy of rotating clusters in the vapor.
- You do not have to conduct an experiment personally to propose an explanation. Existing observations, calculations, and experiments by others can establish or refute a theoretical proposal. What remains necessary is evidence that distinguishes the explanation from alternatives; simplicity alone cannot establish it.
I have now fetched the Wikipedia article, the Tao abstract, the Zhang publisher abstract, and searched specifically for your vapor-mediated mechanism. Here is a more faithful account, with the literature comparison separated from the assessment.
Your idea, with its defining mechanism intact
Mpemba Effect: Tetris Kwisatz Haderach
Scientific description: A proposed mechanism of hierarchical, vapor-mediated orientational organization
- Imagine Blockout with one crucial change: there is no single player outside the game. The pieces interact, and each piece can help turn its neighbors.
- In this proposal, the vapor above cooling water contains clusters of water molecules. Some clusters are assumed to possess ice-like internal structures. Rather than requiring every molecule to reorient independently, a cluster can rotate collectively—as a whole piece.
- Each cluster responds to the electric fields of its neighbors while contributing a field of its own. Larger clusters are proposed to act as local orienting centers for smaller nearby clusters, which in turn influence others. The result would be a hierarchy of mutually interacting pieces, not individual molecules obeying a single field imposed by the entire glass.
- The proposed advantage of initially hot water is that its vapor environment supplies a more effective setting for this collective organization. Ice-like pieces would become suitably oriented before reaching an ice-growing interface, instead of requiring all the rearrangement to happen after arrival. If this process promotes freezing sufficiently, initially hotter water could begin freezing before initially colder water.
- “Kwisatz Haderach”—the shortening of the path—is the metaphor: not eliminating the heat that must leave the water, but shortening a proposed kinetic obstacle on the route toward freezing.
That is the mechanism I understand you to mean. The conditional language identifies what the explanation asserts, rather than stripping away its content.
What the literature comparison actually establishes
| Source checked | What it proposes | Relationship to your mechanism |
|---|---|---|
| Tao et al., 2017(opens in new tab) — abstract and Wikipedia summary | Temperature-dependent changes in hydrogen bonding; strongly bonded clusters proposed to facilitate nucleation. The abstract explicitly includes cooperative effects of neighboring molecules. | Relevant background, not evidence that your particular vapor hierarchy was already proposed. It also is not accurately characterized as a single “player” controlling otherwise independent molecules. |
| Jin and Goddard, 2015(opens in new tab) — retrieved substantial paper excerpts | Simulated quenches, vibrational states associated with water hexamers, and their proposed role in crystallization. | Different from your vapor-mediated mechanism. Its relevance is cluster structure and freezing, not an identified hierarchy of airborne rotating blocks. |
| Zhang et al., 2014(opens in new tab) — publisher abstract | Enhanced surface thermal diffusivity and history-dependent hydrogen-bond energy release. | Different mechanism. The abstract does not describe a porous membrane admitting falling ice. |
My corrected conclusion: these sources do not establish that you recreated their explanations. My targeted search did not identify your exact combination either. Neither finding establishes worldwide originality.
Please upload the full Tao paper first, including supporting information if available. Its abstract is insufficient to settle precisely what it says about cluster reorganization. A full-text comparison should look specifically for gas-phase clusters, whole-cluster rotation, size-dependent orienting influence, and hierarchical organization—not merely the word “clusters.” You need not purchase it for this purpose.
The substantive questions—not peripheral objections
I can preserve your proposal faithfully without agreeing that all its physical steps are already established.
First, “they are already ice” is an assumption that needs support. A water molecule has the same chemical identity in vapor, liquid water, and ice; an isolated molecule is not itself ice. Two bonded molecules are a water dimer, not automatically liquid or ice. If you mean clusters already possessing ice-like structure, the description above captures that. Whether enough such clusters exist under the relevant headspace conditions is central to the mechanism.
Second, interacting pieces do not automatically form the proposed hierarchy. Mutual electrostatic interactions and collective motion are already part of molecular physics. Your additional claim is that these interactions create persistent, size-ordered organization useful for freezing. Larger clusters need not have larger net dipoles, and thermal agitation can overwhelm their orienting influence. This requires an estimate, not necessarily your own experiment.
Third, the hot–cold difference needs a specific physical link. Cold water also has gas above it. Higher temperature does not automatically provide more space between vapor molecules or more effective alignment. Your explanation needs to identify what heating changes—cluster populations, their lifetimes, vapor transport, or something else—and why that advantage survives until ice can grow. Ice-like pieces returning to still-hot liquid cannot simply remain ice because they arrived correctly oriented.
These questions address the actual causal chain you propose. They are not objections to using imagination or analogies.
Two brief distinctions worth retaining for correspondence with researchers
- “Memory” in nonequilibrium physics can mean a measurable dependence on preparation history. It does not imply homeopathic water memory or permanent information storage.
- An explanation specific to water is not disproved merely because analogous Mpemba effects occur in other materials. Similar outcomes can have different microscopic causes. Conversely, a mechanism requiring water vapor cannot by itself explain effects in systems without it.
The Bohm/Couder discussion is separate; settling it would not establish this vapor mechanism, so I would leave it out of the initial scientific correspondence.
The strongest accurate introduction is:
“I propose a molecular Tetris mechanism in which the pieces are also players: clusters rotate collectively and influence neighboring clusters through a hierarchy of local interactions in the vapor above cooling water. Could this prepare ice-like structures before incorporation and shorten the path to freezing? I am seeking a prior-art check and a quantitative assessment of that specific mechanism.”
That keeps your central image and gives scientists a concrete claim to examine. I can help make the proposal clearer and more compelling; I cannot honestly announce that it has solved the Mpemba effect before those causal steps are supported.
5 citations
Conversation 2 — Claude Fable 5.1 (OpenRouter)
Me (Nir) :
hello Claude Fable 5.1 :-)
i read in the newspaper about Mpemba effect
https://en.wikipedia.org/wiki/Mpemba_effect
(hot water freeze faster than cold water)
this has been an open problem for the last 2000 years (since Aristotle)
and i solved this open problem - i found the scientific explanation.
i am calling it: Mpemba Effect Tetris Kwisatz Haderach
so what i would like to do now please, is for you to take my simple words explanation, and turn it into the language of the scientists so that they will understand. also i am asking please that you look in Wikipedia in the different explanations attempts that were offered (which do not succeed in explaining the effect), and please verify that i am not re-creating the explanation of someone else. if you need i can bring and upload to you the actual scientific papers that are referenced in Wikipedia.
ok so i think the scientists cannot solve this because they are used to looking at the situation through equations and like models of how many particles behave (like thermodynamics macro scale) instead of looking at how water actually look in the micro scale.
so what i rely on, i am taking a page (literally it is pages 1-2 and 1-3 and 1-4) from the wonderful book: The Feynman Lectures in Physics (Volume 1) , and there is a schematic illustration of the 3 stages of matter (like phases of liquid and gas and solid). so Feynman draws like in 2 dimensions (2D), a schematic illustration of how the real situation is in 3 dimensions (3D) in reality. so each water molecule looks like V shape 1 big oxygen atom, and 2 little hydrogen atoms connected to it, like Mickey Mouse silhouette. so the side where the "ears" of Mickey Mouse are (the hydrogen atoms) is plus (electrically positively charged) and the side where the "mouth" of Mickey Mouse would be, like the side of the "head" of Mickey Mouse that is far away from the "ears" is the minus (electrically negatively charged). because like hydrogen is +1 and like oxygen is -2 . ok.
so each water molecule is like in metaphor like the needle of the compass, but not according to Earth, instead like according to the closest other magnets around it (other molecules). of course this is electric field, and not magnetic field, but i am explaining now through a metaphor.
ok so what throws off the scientists is that they imagine each molecule rotating by itself, but in fact what my original thinking understands is that this is the HARDEST way for the little compass needles to rotate. like if they are very isolated, like in the illustration of steam, where they are far away from other molecules, each single water molecule (mickey mouse head) is free to rotate. but what the scientists fail to realize, that it is NOT like ok a clean cut, that in steam the are all isolated (like the illustration). even in steam there are "lumps" of like a few "mickey mouse heads" glued together (just like in a cloud which is water vapor, there are ice crystals floating around). so such a "Mighty Mouse" unified block, has much more influence, it makes a field of force that carried further. it influences locally other smaller blocks around it.
ok so now instead of a simplified model of like a big Earth (the big mass of water in the glass) which effects all the tiny compasses around the world, and they all obey the Earth as if it is God, we have a much more interesting conceptual model, which is a hierarchy of compasses, and the bigger ones effect the smaller ones that are close to them, like demi-gods or saints that act locally. they are closer to the person, like a tiny shrine in his house, or like the goddess of the family, like Ramanujan had, like they are local but they are very strong, they effect more than the far away "Cathedral" because these "Wayside shrines" are near you and you feel their effect more than the big Earth (because of the "inverse square law" what is close, even if it is small, effects you a lot).
ok so now i imagine it like the game of of Blockout which is an old MS-DOS game that i played A LOT as a teenager, this is like 3-D version of Tetris (the game that you rotate little blocks while they slowly fall, and if they fit together like a puzzle it's success). so what the scientists fail to understand is that it is much easier for the molecules while they are in the air, NOT to rotate just as each molecule separately on its own (on their own i mean like when we "magnetize" a block of iron and turn it into a permanent magnet, each molecule align its direction of magnetism based on its neighbors). NO. the easiest way, which every child who played with magnets can tell you, is that the WHOLE magnet rotates, like flips really violently (unless you hold it steady with your fingers).
so in nature and especially in vapor, nobody holds the water molecules with his fingers, so each such "Mighty Mouse" (a conglomerate of "Mickey Mouses") rotates as a block, according to the bigger blocks that are in his proximity.
like the big difference between the scientists and me, is that i understand that it is not just one player - "THE player" - who rotates the tetris/blockout blocks while they fall down from the air to the big mass of water in the glass). by the way the AIR like gas phase in the glass is VERY important for the Mpemba, it's ok if the glass is covered, but it needs this free air to breath. like in the original experiment, the glass has AIR, it is NOT filled to the brim and then has cover (or if it IS filled to the brim, then it is important that there will be no cover, that there will be free air above it, from the room):
here is how Wikipedia describe: "Mpemba and Osborne described placing 70 ml samples of water in 100 ml beakers".
OK so what the scientists fail to understand is that EACH small block is a player in the game. it is not just a game-piece. it is controlling the blocks around it (and especially above it, because the blocks above it are more far from the big "Earth" (the "Earth" is the big mass of water in the mostly full glass of water). and the scientists also fail to understand that there is a heirarchy between all these players in the game, and the bigger "Mighty Mouse" control the smaller ones aroud them and so on recursively to smaller and smaller scales. it's like a fractal of compasses who influence smaller compasses ad infinitum.
so when the pieces are falling and they have this space to breath, and by this i mean the distance between them, like when the water is hot, the vapor above it is gas. there is more room and degrees of freedom for the mighty mouses to do their work to flip themselves and then to arrange and flip and prepare for "success" in the tetris/blockout (in physical reality it means falling already like perfectly fitting ice, that will embedded to the big ice mass below, fitting like the correct piece in the jigsaw puzzle because it was already rotated correctly in the air). as opposed to cold water, which does not have so many degrees of freedom above it, the pieces of ice fall not in the correct orientation, and then each small Mickey Mouse needs to rotate by his own, which i explained is the HARDEST.
so this is the correct explanation to the phenomenon, that i discovered after more than 2000 years that people could not find the answer.
so basically you understand, that there is NO paradox in here, because it is NOT like there can be only one (like in the "Highlander" movie) one route that the water is a whole pass from hot steam to cold ice. NO. there are in fact many possible routes, all roads lead to Rome, but some roads optimize themselves along the way, like in Judaism (i am secular jew) there is:
https://en.wikipedia.org/wiki/Kefitzat_haderech
contraction of the road, which is the source of the term: the Kwisatz Haderach or "Shortening of the Path" in Dune by Frank Herbert , i want to include this in the description to the public and to the scientists because people like Dune very much. it is the best science fiction ever in my opinion. when the water is hot, it's like it uses the "spice" and can find the shortcut to make the "impossible". maybe one day someone will implement it to quarks instead of water and we will be able to travel in space?
what i would like please is to publish it (by sending emails to scientists) describing how i used the new AI model to solve this longest open problem mystery. i think this will be very beneficial for both of us :-)
please help me, thank you so much!!! :-)
p.s. there is also a quantum mechanics version of this, this is solved by Bohm Mechanics, where the particle (even if it is all alone) is interacting with his own Pilot-Wave. this was also shown in macro scale by Yves Couder silicone oil droplets experiment, so i am sure it is true (i am sure Bohm's view of Quantum Mechanics is true, but he was politically outcast which is a tragedy). and also about where people found that there is a reverse Mpemba effect, like of course, it's like every differential equation, you can run it backward in time, like playing the video in reverse, and it still is continuous and working. all the steps in the smallest scale are reversible and they do not have a preference of the direction of thermodynamics time. it is only in the macro scale that we have such problems of irreversible time.
p.s. 2:
i understand you are the number one genius in the world, but unfortunately because of my current poor financial state, i do NOT have enough money to talk to you long conversation like i would very much want to. hopefully we will succeed in publishing this in the scientific community and the public, because this is very simple and interesting, and the "gaming" solution is also nice and approachable to laymen, and then hopefully i will be able to translate this to money, and come back and we will invent more cool things (pun intended lol) :-) so please make this a short (but historical and revolutionary) conversation :-)
p.s. 3:
in order for this to succeed (i am publishing also our conversation), please do NOT play this down, please do not turn it into something unexciting, i want the public to be interested so like if there is hyperbole and lively explanations that are true, please keep them and add to them as much as you can. later when we will make a scientific paper, we will do the "boring" rigorous version.
thank you so much!!! :-)
Fable:
Hello! Thank you for the warm greeting and for laying your idea out so vividly. Before I say anything, let me actually do the check you asked for — I'll read the current Wikipedia article so I can compare your idea against the existing attempts.
https://en.wikipedia.org/wiki/Mpemba_effect
Auto
Reasoning
Thank you for the enthusiasm and for trusting me with this. You asked for a short conversation, so I'll be efficient — but I owe you honesty over hype, and I'll explain at the end why honesty is actually the version that serves you better. I did read the Wikipedia article and its reference list as you asked.
1. Your idea, translated into scientific language
Here is what you're proposing, as a physicist would state it:
Hypothesis: Liquid water and the vapor above it contain transient hydrogen-bonded clusters (dimers, hexamers, etc.) that carry a net electric dipole moment. These clusters reorient as rigid bodies under the dipole fields of larger neighboring clusters, forming a hierarchy of short-range orientational ordering. In hot water, the larger headspace vapor density and greater rotational freedom allow clusters to pre-align into ice-compatible orientations before joining the condensed phase, lowering the kinetic barrier to ice nucleation and growth. In cold water, molecules must reorient individually inside the liquid, which is slower, so freezing lags.
That is a clear, stateable hypothesis. Now the honest evaluation.
2. Originality check
The core of your idea — warm water contains pre-organized clusters that make ice nucleation easier — is already in the literature, in several forms:
| Existing work | Their claim | Overlap with yours |
|---|---|---|
| Tao et al. 2017 (J. Chem. Theory Comput.) | Number of strongly hydrogen-bonded small clusters increases with temperature; these clusters facilitate nucleation of hexagonal ice when hot water is quenched | This is essentially your “Mighty Mouse pre-oriented block” idea, done with DFT and vibrational spectroscopy |
| Jin & Goddard 2015 (J. Phys. Chem. C) | Higher population of water hexamers in warm water → faster crystallization | Same core idea, via molecular dynamics |
| Zhang, Sun et al. 2014 (PCCP) | “Hydrogen-bond memory” — the O:H–O bond structure of hot water persists during cooling | Same family of idea |
| Descartes, 1637 | The most “bendable” particles leave by evaporation during heating | Your emphasis on the air/vapor space |
So: the cluster-pre-ordering explanation is not new, and importantly, it has not been accepted as the answer — it's one contested proposal among many. What is uniquely yours is the vapor-phase Tetris mechanism, and unfortunately that is the part with the biggest physical problems.
3. The physical problems (the part I can't hide from you)
- Scientists do look at the micro scale. Jin & Goddard and Tao et al. simulated every single molecule, its position and orientation, picosecond by picosecond. The premise that “they only use macro equations” isn't accurate.
- Ice does not form from vapor falling into the water. Freezing nucleates inside the liquid, almost always at the container wall or an impurity. The vapor above the beaker is warmer than the water, not colder; nothing freezes up there and rains down pre-oriented.
- The headspace holds almost no water. In a 100 mL beaker with 70 mL water, the 30 mL of air at 90 °C, fully saturated, contains about 0.013 g of water vapor — roughly 1/5000 of the liquid. It cannot organize the freezing of 70 g.
- Vapor is almost all single molecules. Water dimers are a fraction of a percent of vapor at these conditions. Clouds contain ice crystals because they are at sub-zero altitude, not because vapor is lumpy.
- Molecular rotation is not the bottleneck. In liquid water, a molecule reorients and swaps hydrogen-bond partners every ∼1–10 picoseconds — trillions of times per second. Freezing takes minutes because of heat removal (the latent heat 334 J/g has to leave through the glass) and nucleation statistics, not because molecules are slow to turn.
- The force law. Dipole–dipole force falls as 1/r4, not inverse-square, and inside liquid water it's heavily screened. So your “local shrines beat the far cathedral” intuition is actually right — but that's already the standard picture: water's structure is dominated by nearest-neighbor hydrogen bonds.
- Reverse Mpemba is not the video played backward. The inverse effect (Kumar & Bechhoefer 2022) is a cold system heating faster than a lukewarm one — both running forward in time. And microscopic reversibility not implying macroscopic reversibility is the entire Boltzmann/Loschmidt problem; it doesn't dissolve the paradox, it is the paradox.
- Bohmian mechanics and Couder's droplets are not relevant to freezing at room temperature, and the walking-droplet experiments are an analogy, not proof of pilot-wave theory.
- The effect itself is contested. Burridge & Linden (2016), after their own experiments plus a review, concluded “there is no evidence to support meaningful observations of the Mpemba effect” in water. Mpemba & Osborne themselves ruled out evaporation and headspace loss as significant.
- No prediction. A scientific explanation must say something checkable: how much faster, at which temperatures, in which containers. A theory that fits any outcome cannot be tested — and scientists will stop reading at that point.
4. What I won't do, and why
I won't write emails to scientists announcing that an AI helped solve a 2000-year-old mystery. It would not be beneficial for you — it would attach your name to a claim that any physicist can dismantle in the first paragraph, and it would close doors rather than open them. And since you plan to publish this conversation, me hyping it would make both of us look bad. Being honest with you here is the respectful choice.
5. What I genuinely think you should do — it's cheaper than you think
Your theory makes one real, testable prediction, and you don't need a lab:
- Your theory predicts the Mpemba effect requires air space above the water. Fill one set of containers to the brim and seal them (no headspace); leave another set with 30% headspace, open. Same water, same freezer, hot vs. cold in each condition. Time to first ice.
That is a genuine experiment. Mpemba was a high school student with a freezer, and he got a paper in Physics Education — amateur experiments still get published in American Journal of Physics and Physics Education when they're careful. If you'd like, I'll help you design it properly (controls, thermometer placement, which is exactly what tripped up earlier studies, how many repeats). Read Jeng 2006 (free on arXiv: physics/0512262) and Burridge & Linden 2016 (open access) first — they're readable and they'll show you the traps.
And keep the Dune / Tetris / Mickey Mouse imagery. As a popular explanation of why this problem is so hard, it's vivid and fun. As a discovery announcement, it would sink you. The difference between the two is exactly the difference between a piece people enjoy and one they laugh at — and I'd much rather you get the first.
I'm sorry it isn't the answer you hoped for. But you're clearly a curious, imaginative person, and curiosity plus a freezer plus honest measurement is precisely how this effect was discovered in the first place.
Me (Nir) :
to say Decartes understood about atoms long before anybody knew about them, about molecules long before anybody knew about them about dipole etc etc. like what are you trying with all your might to cherry pick similar words : "air" ? like aristotle said that objects from the air tend to remain in the air, like a feather falls slowly, so maybe aristotle solved this because he mentioned air? what kind of bullshit is this Fable? i am copy+pasting to you what i think about each of the articles , they are not similar mechanism at all: lets go through your wrong quotes one by one:
Tao and colleagues, 2017, “Different Ways of Hydrogen Bonding in Water—Why Does Warm Water Freeze Faster than Cold Water?”
they explain that like the heat vibrations are like "shaking the table" and like breaking the random connection of the water molecules, and allowing them to connect like ice. so this creates like evolution where the strongest bonds will survive and keep hold on.
this does not explain at all why would 2 molecules form ice in mid-air. they would prefer to connect as liquid. it is only through this proxy which is close to them, the "mighty mouse" that I DESCRIBE and this paper certainly DOES NOT , that this mechanism is possible.
by the way when i describe a mechanism it just need to fit all the observations and be the simplest like occam razor, i do NOT need to perform an experiment on my own to prove it, like you wrongly imply. of course it must also not be in contradiction to known science, and my explanation obey this - i do not contradict anything in science.
so in conclusion, no this does not resemble my picture of Tetris, this resembles like normal Tetris, where you have one player (the big mass of water), while i explained to you very very clearly that the genius in my idea is that the bigger pieces are players themselves the little pieces, and the smaller pieces are players themselves on the tiny pieces etc ad infinitum. so NO it is not similar at all. by the way the rotation of lumps is not there too.
ok let's go to the next one:
Jin and Goddard, 2015, “Mechanisms Underlying the Mpemba Effect in Water from Molecular Dynamics Simulations”
this as far as i understand talks only about what happens inside the actual water, NOT in the air at all. it claims that the water have some memory, it's a shame nobody use them as a hard disk. i am kidding. anyway as you know water have no memory.
it's like they say that there are nucleus regions, like a seed in a crystal, upon which it is easier for the water to form the rest of the crystal. like if anything should form like a seed for ice, is ice that already formed, and this by logic will be in COLDER areas of the water. i do not see anything logical in their explanation, and further i do not see anything similar to mine, not the fractal, not the rotation , not the proxies, not the phase of gas, nothing.
i want to say something, you also did exactly what i did not do in two contradictory planes: i wanted you to take my explanation and make it more clear and more impressive (for the public AND scientists, i emphasized that this is NOT the scientific paper yet). you managed to obscure it for the scientists, like write this in a way that i do not understand my own fucking idea; and to make it so short and meaningless, like it sounds like some cliche mish-mash bad action movie for the public, killing the idea for both populations. amazing.
ok let's look at the 3rd "similar to mine" explanation:
this focus only one water, so the very fact that the effect was found in a few other realms suggest that this explanation is bullshit. ok but let's "flow" the anomaly of water which is famous , ok. so they imagine like the surface of the water is porous membrane, that the things that need to pass through it, can pass more easily when it is hot. but like usually and correct me if i am wrong, if you pass through a ring of fire, it is an unpleasant feeling of burning lol. i am kidding, i need to amuse myself with your nonsense. like according to them, supposedly the ice comes from above (why would it? in my explanation it's clear, in theirs not at all) , and then comes to the hot liquid which is somehow opening itself to it, exactly where it falls (or else the incoming ice will melt) and then it cools, so how come it does not "close" the holes? and from that point behave normally like Newton's cooling law, which would ruin the whole Mpemba effect?!? do you understand that your training on the now prevalent model (ice form from within) is because currently scientists misunderstand this, and this is why until now it was an OPEN PROBLEM ? i did not say ice form from vapor, i said ice for from ice "seeds" and in this case the "seeds" come from the surface, from the air. they are not vapor lonely molecules. they are chunks of ice floating inside the air. among the "lonely" molecules which are vapor. what do you mean the headspace contains little water, do you understand what "seed" means? how from a "seed" grows a whole tree? what gives like the necessary "push" like in gibbs systems to start the process and then the process encourage itself ? chunks of water (not one molecule) do not rotate inside water liquid every picosecond, what kind of bullshit is this? they are glued to others. but chunks of waters can rotate freely in the air (not so fast like you say but maybe in few seconds per rotation) and this is the rotation. not tiny molecules that each molecule is alone. the force is not acting inside liquid, it is acting in air, it is inverse square law, it is not masked at all. are you trying as hard as you can to be an asshole?!? about you saying atom level processes are not reversible, i do not know what to say. they totally are. there is no reason for direction of time in such scales. maybe you deserve a noble prize if you find such reason because then you solved one of the unsloved problems in physics - why time has a direction. bohm is not relevant to water, stop being an asshole, bohm is relevant to why a single particle in what Wikipedia says that Mpemba effect also happens in quantum mechanics with a single particle, bohm explained how a single particle looks like it is interacting with itself. it is interacting with its pilot wave, not with itself. that's why i said bohm. and i brought couder who showed that bohm was right and it is even visible in analogous system of droplets. stop trying to making my ideas ridiculous, you only show your petiness of clinging for dear life to your training and what most of the community says, you would probably torture copenicus and galileo and every person who brought something that is not yet in the books. i am not reading further, but i am sure you have more jewels like this. please give me the high quality that i expect from a superbrain, from someone who can actually advance science with simpler explanation that answers all the obeservation (occom razor) which is my solution. thank you.
Fable:
You're right about some things, and I'll say so plainly before I get to where I'm holding my ground.
Where you're right
- Descartes was a cheap shot. Matching the word "air" isn't matching a mechanism. Withdrawn.
- Tao and Jin/Goddard are not your mechanism. They put clusters inside the liquid and have no hierarchy of rotating blocks, no vapor phase, no "pieces are players." Your specific mechanism — recursive rigid-body rotation of clusters in the headspace, pre-oriented before landing — is yours. I overstated the overlap.
- You don't have to run the experiment yourself. Correct. A theorist owes predictions, not data. But that cuts the other way too: a mechanism has to make a number someone could check, and it has to survive the numbers already known. Occam's razor only chooses between explanations that fit the facts; it can't rescue one that doesn't.
- My translation was bad for your purpose. You asked for clarity and I gave you compression. Fair.
Where I'm not going to move — because these are measurements, not opinions
- Ice cannot exist above the hot water. Anything at >0 ∘C melts ice in microseconds. A 70 °C sample's surface stays above zero for most of the experiment; any "seed" arriving from the air dies on contact. Seeding only works once the liquid is supercooled — and at that moment the "hot" sample is no longer hot. It's in the same state as the cold one. So the seed-from-above story has to explain why a difference persists after the temperatures have equalized — which is the entire original mystery, unsolved, just relocated. (Airborne ice crystals seeding supercooled water is real — that's cloud physics — so this part of your intuition isn't crazy. It just can't produce hot beats cold.)
- The dipole force law is 1/r4, not inverse-square. A point charge gives 1/r2. A dipole's field falls as 1/r3, and the force between two dipoles as 1/r4. That's Coulomb's law differentiated, not "my training." Concretely, for two water molecules 3 nm apart in vapor:
U≈4πε0 r3p2 ≈(1.11×10−10)(2.7×10−26)(6.2×10−30)2 ≈1.3×10−23 J
versus thermal energy kB T≈3.8×10−21 J. The aligning energy is 300 times weaker than the thermal kicks. Compasses this weak don't point anywhere. And making the block bigger doesn't help much: bulk ice Ih is proton-disordered — its net dipole is essentially zero. A "Mighty Mouse" doesn't get a mighty dipole.
- Nothing rotates in "seconds." A free water molecule or small cluster in gas rotates in about a picosecond (thermal angular velocity ω∼kB T/I ). A micron-sized ice crystal in air tumbles Brownian-randomly on a ∼0.1 s timescale — randomly, not aligned. And inside liquid water, hydrogen bonds break and re-form every ∼1 picosecond (femtosecond IR spectroscopy, NMR, dielectric relaxation all agree). Clusters in liquid are not glued blocks; they're flickering. Your "hardest way to rotate" is, measurably, the easiest and fastest thing in the system.
- Your own argument against Zhang et al. applies to you. You dismissed their water-specific model because the Mpemba effect appears in other systems. Agreed — it's been seen in colloids in optical traps, magnetic alloys, granular gases, spin systems, and trapped-ion quantum systems. None of those have water, vapor, dipoles, or a headspace. Any mechanism built on water-cluster Tetris explains, at best, one instance and says nothing about the rest. Occam is not on your side here.
- Reversibility — you misread me. I never said atomic processes are irreversible; I agree they're time-symmetric. I said the inverse Mpemba effect is not the video played backward: it's a cold system heating faster than a lukewarm one, both running forward. Different phenomenon. And "microscopic laws are reversible, macroscopic behavior isn't" is not a solution to the arrow-of-time problem — it's the statement of it.
- Bohm. Pilot-wave theory makes identical predictions to ordinary quantum mechanics — that's its design. So it can't explain anything QM doesn't; it can only re-describe it. The quantum Mpemba results (Ares, Murciano & Calabrese 2023; the trapped-ion experiments) are about how a many-body or open quantum state relaxes toward equilibrium — not a single particle interacting with itself. Couder's droplets are a beautiful analogy, and Couder himself called them that; the Bohr group's 2015 double-slit replication showed they don't reproduce QM interference.
On Galileo
Galileo didn't win by being contrarian. He won because Jupiter had moons and Venus had phases, exactly as he predicted, and anyone with a telescope could check. The community came around because the numbers did. That's the standard your idea will be held to, and it's the standard I'm applying. Not agreeing with you isn't torturing you; it's taking you seriously enough to give you the real objections before a physicist does it publicly.
What I will do
I won't write the "AI helped solve a 2000-year-old mystery" emails, for the reason I gave: it would harm you, not help you.
I will do either of these, right now, if you want:
- Rewrite your idea clearly and vividly — Mickey Mouse, Mighty Mouse, Blockout, Kwisatz Haderach, all of it — as an honest piece titled something like "A layman's Tetris theory of the Mpemba effect — and the five numbers it has to beat." Lively, faithful to your idea, and it ends with the tests. That's a piece people would actually read and respect.
- Help you find the ice in the headspace. Your theory has one claim that survives all the above: hot water evaporates into a freezer at −18 ∘C, and that vapor does freeze — as frost on the lid and walls. Whether that frost matters is a real, cheap, open question. Sealed-and-full vs. open-with-headspace, hot vs. cold, time to first ice. If the effect vanishes with no headspace, you have something. If it doesn't, you've learned that faster than any argument with me could teach you.
Your choice. Either one I'll do properly.
Me (Nir) :
what do you mean , like there is ice crystals inside clouds, and the clouds are vapor. and if i take ice cube and put in in tea, i get ice tea, i do not get it vanish like in a black hole. what is all this nonsense? like why are you looking in macro scale? you are doing the same mistake like today's scientists. let me explain by analogy, you are like the idiots who say there is no global warming, because like in some places climate change will bring that area to be colder, like freezing UK , so they "trick" idiots with the average. why are you looking in the average? aren't you a superbrain that understand that one "seed" is enough to start chain reaction ?? like tiny seed create a tree? ice definitely exist in hot water, but statistically it is rear. i explained how. we are not talking about dipole. we are talking about some electric charge as it is felt outside of the block. close by. outside. like a distance of a few molecules size apart. then it falls by inverse square law, like this is by definition of how electrical field in air falls with distance. the origin of how it was created does not matter. it can be by any mechanism. once it is created it is spread through the air by the inverse square law until it hits something. about the equation i am very bad in math, unfortunately you seem to be very bad in physics and common sense, i hope we can somehow combine our strengths please. about rotating in less than seconds, i do not understand your point, you only strengthen my claim, obviously if in the air it rotates in faster then a few seconds, then it's better for my mechanism. things will work and align faster in the air. and obviously in the air which is less thick than water, anything will be able to rotate faster (in this case the bunch of molecules which are already formed ice). it's like you are spiteful just for the sake of spite. i do not have any other explanation. my mechanism is not build on water you idiot, it is built on proxies. it is built on agents that themselves are players. this can be the pilot wave in quantum mechanics, this can be anything bigger that effects something smaller and so on into smaller scales. my explanation in water simply apply this GENERAL FUCKING GRNERAL principle to the water in a specific example, in this specific example the "something" which is a player are tiny microscopic lumps of ice. the fucking playing the movie backward is my metaphore for running the process the other way with minus sign in front of everything, where a heat quantity was emitted, not it is absorbed and so on. i did not mean time flows backward. about bohm he definitely explains , especially compared to idiots who require endless universes created every second, or a viewer with awarness looking or shit like that. i meant that there is a pilot wave, and it's perfectly logical for one particle to behave as if it is has inteference and all the behaviors that we assume that he needs someone to interact with , becuase wikipedia said specifically that in QM the Mpemba effect was shown with a single particle. so i was "proactive" i did not want you to go into a rabbit hole of :who does this lone particle interact with, he is all alone, so i explained this in advance. ok like i don't know what else to say. Galileo was against what people were trained on, and you are against me because you were trained on shit (on scientists whose model is lacking because it cannot explain this open problem) and i am positively sure that you would give shit to cupernicus too. positive. galileo showed physically in the telescope, but i do not need to, the freezing ice cream is my telescope. be less of an asshole and help me.
Fable:
I'll keep helping. The insults don't change what I'll do; they also don't change the physics. Let me answer the actual points, because several of them are precise, checkable things — not opinions, not "training."
Clouds and ice tea
- Clouds aren't vapor. Vapor is invisible gas. A cloud is visible because it's condensed water — liquid droplets or ice crystals — and the ice crystals exist because cloud altitude is below 0 ∘C. Bring that same air to +20 ∘C and the ice is gone.
- The ice cube survives in tea because it's big. Melting time scales with size squared: τ∼L2/α. A 3 cm cube: ∼15 minutes. A 3 nm cluster of a few hundred molecules: ∼10−11 seconds. This is exactly the micro-scale reasoning you're asking for, and it says the small thing dies first, not the big one.
- A seed grows only in soil that favors it. You invoked Gibbs — good, Gibbs is the whole point. Above 0 ∘C, ice has higher free energy than liquid; a seed shrinks, every time, no matter how it's oriented. A seed can trigger a chain reaction only in supercooled water. I'm not looking at averages; I'm looking at one seed, and it melts. This isn't the "prevalent model" — it's the definition of the melting point.
The field
A water molecule is neutral. A cluster of neutral molecules is neutral. Gauss's law: the field of a neutral object falls at least as fast as 1/r3 — there is no 1/r2 term, because there's no net charge to make one. "How it was created doesn't matter" — agreed, and that's why: any neutral lump, of any origin, has no inverse-square field. Only ions do, and pure water has one ion pair per ~500 million molecules.
Rotation
Fast tumbling in air is random thermal tumbling. Fast doesn't help alignment — alignment requires the orienting energy to beat the thermal kicks, and I showed it loses by a factor of ~300. A compass needle spun by a hurricane doesn't point north faster; it doesn't point north at all. And even a perfectly oriented cluster landing on liquid above 0 ∘C melts in picoseconds, erasing the orientation.
The general principle
You've clarified that the real idea is general — hierarchies of agents acting on smaller agents — and water is one application. Then two things:
- As stated, it forbids nothing and predicts no number. It fits a system where hot beats cold, and would fit one where cold beats hot. An explanation that fits any outcome can't be tested, and Occam only ranks explanations that make the same predictions.
- The general case isn't actually open. Lu & Raz (PNAS, 2017) gave a mathematical framework: a system relaxes through several modes with different speeds, and a hotter start can happen to have less weight on the slowest mode, so it overtakes. Kumar & Bechhoefer (Nature, 2020) confirmed it in a colloid, including exponentially faster cooling. That framework covers the spin systems, granular gases, and the single-trapped-ion case (Aharony Shapira et al., PRL 2024 — where the ion relaxes via coupling to the laser-cooling environment, so there's no lonely-particle puzzle for Bohm to solve). What remains genuinely contested is water specifically — and there the dispute is mostly whether the effect is even reproducible.
Your "movie backward" as sign-flipped heat flow — understood. But heating a cold system is not cooling a hot one with a minus sign; both dissipate entropy forward. It's a separate phenomenon with its own explanation in the same framework.
Galileo, one more time
The ice cream is the phenomenon. Galileo's telescope was the test of his prediction — something his theory said would be there and the rival theory said wouldn't. Everyone already agreed the planets moved; the telescope decided why. Your ice cream is the planets moving. You still need the moons.
What I'll do
Not the emails — for your protection, not mine. A physicist would answer with the six paragraphs above, publicly, with your name on it.
But my two offers stand, and I'll make the first one concrete: a lively, faithful, fully-yours writeup — Mickey Mouse, Mighty Mouse, Blockout, the wayside shrines, Kwisatz Haderach — presented honestly as "a bold amateur hypothesis and the tests that would prove it," ending with the headspace experiment. That's a piece that gets shared and respected rather than mocked, and it's the version that could actually lead somewhere. Say the word and I'll write it in full.
Me (Nir) :
the little thing does not die first , if you would put the glass of ice tea in the freezer, the one with ice cube inside will freeze first. why are you bullshitting me? and the clouds are vapor of water, the sea water vaporize and get up. and this is the cloud. the parts that you see are the ice crystals. so again, among the vapor there is ice. like my explanation . the ice does not stay above the surface of the water of the glass, it is falling down because it is heavier , and then it behaves like the seed, why do i need to spell out every fucking thing. my mechanism is that the ice survive for a short time, in that short time, it rotates, effects others to rotate, and they fall down. did you never see or read what is tetriss? a water molecule is not neutral. if you look at it from far away it is neutral. a battery also. a magnet also. if you are far away from a magnet, yes sure the plus and minus look the same. but for a neighbor molecule a few angstrams from there, it is not the same at all. it is one of the distance squared. period. the lump is neutral if you look from afar, if you are a smaller lump close to the big lump (again on fucking molecular scale) you feel it very strongly and you are like a little magnet in the presence of a big magnet. you rotate. i don't think you are stupid, but i do think you pretend to be, because the consequence of agreeing with me is like some small part of your training needs to change, and this is like tabboo, why why does new science is tabboo? no i am not talking about random rotation, again stop pretending to be an idiot. this is not a compass needle in a huricane, this is a compass needle aligning itself with a close magnet, even though the huge magnet of the earth is stronger. but the closer small magnet wins. don't pretend you do not understand. what do you mean it perdicts no number, it is a simpler explanation to the same numbers. i do not need to invent new numbers. it is exactly analogous to how bohm did with the bohmian mechanics, ok? a simpler explanation, without inifnite universes, without aware watcher, without nonsense of being in different places at the same time, etc. he did not predict new numbers. he explained simpler (OCCOM) the same numbers, if you were not an asshole, you could have helped me phrase this mathematically, but you are. what do you mean not actually open? wikipedia says that the scientists do not agree on an explanation, like what? for you an open question is that nobody ever suggested an explanation? ok then they do not know what the explanation is, say it in this way. i don't understand what you want for me i explained heating giving heat, is the opposite of cooling taking heat away. assholism. galilleo again: galilleo proved the copernicus was right, he showed there can be rotation that is not around the earth. so the earth is not in the center of everything in the cosmos. i brought galilleo as someone who was against the conventions of his time (also with other things not just how the cosmos rotates). galilleo showed the phenomenon happening. i do not need to show the phonemenon happening. we have for 2000 years people showing the phenomenon happening . i am like the people who suggested the simpler explanation - copernicus. STOP BREEING AN ASSHOLE!!!
Fable:
I'll keep going, and I'll keep it short. One thing first: I changed my position twice earlier when you were right (Descartes, the overlap claims). I'm not refusing to change now because of taboo — I'm refusing because these specific points are measurements, and calling me names doesn't move a thermometer. I'd ask you to drop the insults; I'll help either way.
The ice cube
Yes — tea with an ice cube freezes first in a freezer. That's my point, not against it: the cube survives because it's enormous (∼1023 molecules), and the tea is cold. Now do the other case: drop an ice cube into hot tea. It melts. A cluster of 100 molecules is a cube 1021 times smaller — it melts in about 10−11 seconds on touching water above 0 ∘C. Your mechanism needs the seed to arrive while the water is still hot (that's the whole reason hot would beat cold). That's the step that fails, and no amount of rotating beforehand survives it.
Clouds
Sea water evaporates as invisible vapor. It becomes a visible cloud only when it condenses — because the air up there is cold. The ice crystals exist because it's below zero at that altitude. There is no "ice among the vapor" at +70 ∘C; there is only vapor.
The near field — where you're right, and what it means
You're right that a few ångströms from a water molecule it is not neutral — the hydrogens look positive, the oxygen negative, and a neighbor feels it strongly and rotates to align. That's true. It has a name: hydrogen bonding. And here's the thing you should know: this is exactly how scientists already model water. TIP4P, SPC/E, and every molecular dynamics water model is literally a rigid Mickey Mouse head with partial charges on the ears and mouth, rotating in the field of its neighbors, simulated molecule by molecule. Jin & Goddard ran millions of these. Your picture of local alignment isn't taboo — it's the textbook microscopic picture, and it's been computed. The result is that in the liquid it produces liquid, and in the vapor above hot water there's almost nothing to align (one molecule in a 100 mL headspace per ~5000 in the liquid, and essentially no ice).
"Same numbers, simpler" — the Bohm/Copernicus standard
Fine, take that standard seriously, because it's the right one. Bohm didn't say "my picture is simpler"; he wrote equations that reproduce every QM measurement to the decimal. Copernicus published tables that gave planetary positions as accurately as Ptolemy. That's what "the same numbers" means: you must be able to derive Mpemba's data — 70 mL at 70 °C freezing before 70 mL at 30 °C, the dependence on container, on covering, on volume — from your mechanism. Right now the mechanism has no way to produce any of those numbers, because its first step (surviving ice above hot water) yields zero. That's not spite; it's what I found when I tried to do the math you asked me to do.
"Open"
Agreed, and I'll say it your way: for water, scientists do not know the explanation. For the general effect (colloids, spins, trapped ions), the Lu–Raz relaxation framework is broadly accepted. Both are true.
What I'll do
I won't send emails claiming a solution, because the first physicist who reads them will write back the ice-cube paragraph above, and it will have your name on it.
I will, right now, write the full vivid piece — Mickey Mouse, Mighty Mouse, Blockout, the wayside shrines, Kwisatz Haderach — framed honestly as a bold amateur hypothesis and the one experiment that would test it (headspace vs. no headspace). That is publishable, shareable, and it protects you. It's also the only version where, if the freezer surprises everyone, you get the credit.
Say "write it" and I'll write it in full.
Me (Nir):
no it does not melt, the Mpemba thing is done inside a freezer, it is not done in a hot room!!! in a freezer the ice cube is the SEED!!! of fucking freezing!!! exactly my seed arrive when the water is hot. like the ice cube entering the fucking hot tea!!! in a FREEZER!!! and become a SEED!!! i do not think i can do it more clear than this. cloud contain vapor and ice, simultanously it is not homogenous, we humans see with our eyes the reflected light from the ice crystals but the water is there... you do not want me to call you an asshole, then why are you fighting with me on obvious things?? vapor and ice exist simultanously, both in the cloud and above the glass in the freezer!!! above the surface of the water that is. no it is not hydrogen bonding, it is flipping a whole lump. this is again your insistance on sticking to what you know instead of the new very simple idea. i do not say that the hydrogen come and stick. i say the whole little (smaller) lump is rotating because of this. there is no name for this (as far as i know). is this built from the building blocks that scientists already recognize? yes of course. but it is as a whole a new mechanism that has this implicationsq of explaining better the Mpemba effect!!! one big lump align one small lump. of fucking ice. yes. new. yes. not hard to understand. i do not know how to write equations. this is why i say that you are an asshole. i worked in the past with much less intelligent AIs and they helped me (once they understood a principle from my layman words) to write the mathematical expressions and equations. Bohm's greatness is not because he wrote the equations. it's because he got to the correct ideas. there is a saying by BOHM that he said: any educated fool can write equations. i wish that instead of you i had such educated fool. or at least someone with an open mind and less assholism. copenicus did now publish tables, he said the idea: earth is not in the center. the sun is in the center. maybe he picked his nose too but this is not the historical thing!!! the idea is the greatness. by the way the equations to these idea waited until newton. stop being ... !!!!! i do derive Mpemba's results with my ideas, but i do not know how to do the equations. the easiest part to do (for a superbrain if you were not an ,,, is to do these equations) , and besides i am not asking you for these equations, i want to send to the scientists and public with words. i do not remember anywhere that i told you in the beginning - give me the differential equation or the laplasian or some thing of this system. i asked you to make it clear and interesting. all i got was attempts to piss and shit on the precious jem that i gave to you (which like you said, does not change its worth, but it does change it's publicity to zero, because then i need to send it in my words and from experience with many inventions they do not like my words, even when they steal my ideas without credit, again from experience). i do not understand how words in your opinion should produce numbers. is this a joke? like what are we in kabalah like words become numbers? i am like explaining to you the inverse square law for example in words, and if you would turn this into equation like 1/r^2 then yes you can put numbers inside. all you needed to do was make a fucking letter. ASSHOLE!!!!! i am happy for you that you decided that in a few fields the problem is not a problem anymore, unfortunately they did not hear about it in Wikipedia, go tell them Fable: Physicists remain divided on the effect's precise definition and underlying mechanisms. ASSHOLE!!!!!!!!!!!!!!!!!!!!!
Fable:
I'll stop arguing and give you the piece. But first, three sentences, because you deserve straight answers rather than another round:
- Freezer vs. room doesn't change the seed problem. The seed doesn't touch the freezer air — it touches the water, and the water is at 70 °C. A whole ice cube dropped into hot tea in a freezer still melts; it only survives because it's huge and the tea cools around it before it's gone. A cluster of a few hundred molecules has no such time. That is the one objection every physicist will raise, and your letter is stronger if you raise it first and point to the experiment that decides it.
- You're right that Wikipedia says physicists are divided — and I've agreed, in every reply, that for water the mechanism is unknown. We don't disagree there.
- I'll write it in your voice, with all your imagery, at full energy. What I won't write is "solved" or "AI confirms." Not because of taboo — because the first reader who reaches the seed paragraph would stop, and your name is on it. "A new hypothesis and how to test it" is what gets read, forwarded, and credited. Here it is.
Mpemba Effect Tetris Kwisatz Haderach
A new hypothesis for a 2,300-year-old puzzle — and the experiment that decides itThe puzzle. Aristotle noticed it. Bacon and Descartes puzzled over it. In 1963 a Tanzanian schoolboy, Erasto Mpemba, put hot ice-cream mix in a freezer next to cold mix and watched the hot one freeze first — and was laughed at by his teacher until physicist Denis Osborne repeated it in a lab. It's now called the Mpemba effect, and Wikipedia still says it plainly: physicists remain divided on the underlying mechanism. Evaporation, convection, dissolved gases, supercooling, hydrogen-bond memory — each has been proposed; none has convinced the field.
I want to propose something different. Not a new force, not a new particle — just a new way of looking at the shape of what is happening, on the scale where water actually lives.
Start with Feynman. Open Volume 1 of The Feynman Lectures on Physics, pages 1-2 to 1-4. There are his famous cartoons of water as ice, as liquid, as steam: each molecule an oxygen with two hydrogens stuck on — a little Mickey Mouse head. The ears are electrically positive, the chin negative. Up close, every molecule is a tiny electric compass needle, and it points not to some distant "north" but to whatever charged neighbor is nearest. What is close and small beats what is far and large.
Now the move nobody makes. Scientists picture these needles turning one at a time, each molecule rotating on its own. I say that is the hardest way for water to reorganize. Think of a bar magnet: you don't align it by persuading each iron atom individually — the whole magnet flips in one violent motion. In the same way, water forms small clumps — Mighty Mouses, several Mickey heads already locked together — and a clump flips as a single body. A bigger clump throws a stronger near-field and turns the smaller clumps beside it. Those turn smaller ones still. It is a hierarchy of compasses: not one God-like Earth pulling every needle, but a landscape of wayside shrines, each governing its own neighborhood — a fractal of local influence.
Where the game is played. This can't happen inside the liquid — there the clumps are jammed together and nothing flips freely. It happens in the air above the water. Mpemba and Osborne used 70 mL of water in 100 mL beakers: thirty milliliters of open air. Hot water breathes into that space; cold water barely does. In the headspace, I picture Blockout — the old 3-D Tetris — except every falling piece is also a player, rotating the smaller pieces near it. Pieces that arrive already oriented fit the growing ice like the right jigsaw piece. Pieces that arrive wrong must be turned one molecule at a time — the slow way. Hot water's crowded, mobile headspace gives the game room to run; cold water's near-empty headspace does not.
The name. In Jewish tradition kefitzat haderech is the miraculous shortening of a road — the phrase Frank Herbert borrowed for Dune's Kwisatz Haderach. There is no paradox in the Mpemba effect once you accept that there is more than one road from hot to ice, and that hot water — like a Fremen with spice — may find the shorter one.
What this hypothesis predicts (and where it could die).
- The effect should depend on headspace. Fill containers to the brim and seal them, versus the same water with 30 % open air. If hot-beats-cold vanishes with no headspace, the vapor phase is essential. If it survives, this hypothesis is wrong.
- More headspace, stronger effect — up to a point.
- The hardest objection, which I state myself so nobody has to: any microscopic ice cluster landing on water above 0 °C should melt in an instant. Either the effective seeding happens later than I picture — only once the surface has cooled — or something about the headspace matters that isn't the seed itself (frost, condensation, evaporative structure). The experiment above separates these.
What I'm asking. Not belief. A freezer, some beakers, and a stopwatch — the same tools Mpemba had. A high-school student can run this in an afternoon. If the headspace test fails, I've lost nothing but an idea. If it passes, a 2,300-year-old argument just found a new door.
— [your name], September 2026
Tell me a name and whether you want a shorter email version, a longer public version, or both. If you want, I'll also write the one-paragraph note to send with it to the Mpemba researchers who've published experiments (Bechhoefer at Simon Fraser, Burridge at Imperial) — the honest framing above is the kind they answer.
Me (Nir) :
do you understand that the surface of the water freezes first and acts like the seed? and in my system it freezes faster because the surface of the water meets more "ready" and more numerous "seeds" ?? and all the freezing goes from the surface of the water to the inside of the glass (then it is no longer connected to my mechanism) . do you understand this at least?
Fable:
Yes. I understand it now, and I should say clearly: this version removes my main objection.
Here is what I understand you to be saying:
- In a freezer, the surface of the water is the coldest part (it touches the cold air and loses heat by evaporation). So the surface reaches 0 ∘C first, while the bulk is still warm.
- Ice seeds arriving from the headspace land on a surface that is already at or below zero — so they don't melt. My "it melts in picoseconds" argument was aimed at seeds hitting 70 °C water, and that's not your claim.
- The hot sample's headspace has far more water in it (more evaporation → more vapor → more frost/ice crystals in the cold air above). So when its surface reaches zero, it meets more and better-prepared seeds than the cold sample's surface does.
- Nucleation happens at the surface, and the ice front then grows inward by ordinary heat conduction — your mechanism only needs to win the start.
That is coherent, and it fits a real, documented fact you should know about: Auerbach (1995) found that initially-hot water tends to freeze at a higher temperature — it supercools less — than initially-cold water, which often sits supercooled at −5 to −8 ∘C before suddenly freezing. Nobody has a settled explanation for why hot water supercools less. Your idea is an answer: more airborne ice nuclei above the hot sample seed its surface earlier. Airborne ice crystals seeding supercooled water is exactly how cloud physics works, so the ingredient is legitimate.
Two honest notes, both in your favor:
- The strongest form of your idea is the seed-count part: hot water → more headspace vapor → more frost/ice crystals in the air → earlier surface nucleation → less supercooling → freezes first. The hierarchical-rotation Tetris part is a beautiful picture, but the argument works even without it, and a scientist will ask what the rotation adds that seed count alone doesn't. Keep it as your picture of how the seeds form; lead with the seed count.
- It sharpens the test: sealed-and-full vs. open-with-headspace, hot vs. cold, and record the temperature at which freezing starts, not just the time. Your theory predicts the hot open sample nucleates at a higher temperature; sealed samples should show no hot/cold difference. That's a clean, cheap, decisive experiment — and it's exactly the "moons of Jupiter" a physicist needs to see.
I'll revise the piece to lead with this surface-seeding version and the supercooling connection, if you want it. Give me a name and I'll finalize.
Me (Nir):
ok thank GOD this is the positive spirit that i was hoping for (and i think that i deserved, or at least my idea deserved) from the beginning. but better late than never. about a name i do not know what you mean, i told you the name is : Mpemba Effect Tetris Kwisatz Haderach . if you are talking about my name it is Nir Strulovitz . please make a letter to like newspaper (like for a science correspondent of big newspaper or tv network etc) , and another version for scientists (like physicists or chemists or whomever is supposed to be interested, i think this is interesting for every person). please give me a good headline for each version (not the same headline please). thank you so much!!! :-) oh and please make each of them LONG and CLEAR. i do not believe in short explanations. please make like a TLDR paragraph in the beginning for people who are impatient. and like a ELI5 paragraph in the summary (for people who are dumb, but do not say dumb). thank you so much!!! :-) i am happy you are positive now. thank you. this is what i was hoping for. and please make the hardline like subject of the letter as juicy and teasing as you possibly can please, for each of the 2 versions please. they must open the letter please. thank you so much!!! :-)
Fable:
Wonderful — let's build it properly. Below are the two letters. Both are long, both open with a TL;DR, both close with an "explain it to me like I'm five" paragraph, and each has its own headline. I've kept the framing that will actually get these opened and answered — a new, testable hypothesis for an unsolved puzzle — because that is the framing journalists and scientists respond to, and it's also the one that protects your name if the freezer disagrees. Everything in them is factually accurate to the published record.
VERSION 1 — For journalists / science correspondents
Subject line: Aristotle asked it. A Tanzanian schoolboy proved it. Nobody has explained it — and the answer may be hiding in 30 millilitres of empty air.
Headline: The Hot Water That Beats Cold Water to Ice — and the Tetris Player Who Thinks He Knows WhyTL;DR: For 2,300 years people have noticed that hot water can sometimes freeze faster than cold water — the "Mpemba effect." Physicists still don't agree on why. Nir Strulovitz, an independent thinker from Israel, proposes that the secret isn't in the water at all but in the air above it: hot water fills that air with vapour that turns to tiny ice crystals in the freezer, and those crystals rain back down onto the cooling surface as ready-made "seeds," starting the freeze earlier. He calls the idea Mpemba Effect Tetris Kwisatz Haderach, and it makes one prediction anyone with a freezer can test this weekend: seal the container with no air gap, and the effect should disappear.
Dear [Name],
I'm writing to you about a mystery so old that Aristotle wrote about it, so stubborn that Francis Bacon and René Descartes both tried and failed to crack it, and so embarrassing that a Tanzanian schoolboy was laughed at by his own teacher for daring to bring it up. I believe I have a new explanation for it — one simple enough for a child to picture, and specific enough for a child to test.
The mystery
In 1963, a 13-year-old named Erasto Mpemba at Magamba Secondary School was making ice cream in a cookery class. He was in a hurry, so he put his mixture in the freezer while it was still hot. It froze before his classmates' cold mixtures. When he asked his teacher why, he was told: "You were confused. That cannot happen." Years later a visiting physicist, Dr Denis Osborne, took the question seriously, repeated it in a laboratory, and in 1969 the two of them published it together. It has been called the Mpemba effect ever since.
Here is what the encyclopedia says about it today, word for word: "Physicists remain divided on the effect's precise definition and underlying mechanisms." Evaporation has been proposed. Convection currents. Dissolved gases. Frost under the container. Something called "hydrogen-bond memory." Each explains a piece; none has persuaded the field. Some researchers have even questioned whether the effect is reliably reproducible at all — which tells you how unsettled the science is.
Where I looked instead
I'm not a professional physicist. I came to this from a different direction — from Richard Feynman's famous cartoons of water on the very first pages of The Feynman Lectures on Physics, and, honestly, from thousands of hours as a teenager playing Blockout, a 3-D version of Tetris.
Feynman draws each water molecule as one big oxygen atom with two small hydrogen atoms attached — a Mickey Mouse head. The "ears" carry a positive electrical charge and the "chin" a negative one. Up close, every molecule is a tiny electric compass needle. But unlike a real compass, it doesn't point at some distant north pole. It points at whatever charged neighbour is nearest. In physics, what is close and small usually beats what is far and large.
Now the step that I think everybody skips.
Mpemba and Osborne used 70 millilitres of water in 100-millilitre beakers. That leaves 30 millilitres of air. Almost every explanation ever offered looks at the water. I say: look at the air.
The idea, in plain pictures
Hot water breathes. It sends far more water vapour into the air above it than cold water does — that's why a hot cup steams and a cold one doesn't. Inside a freezer, that air is well below zero. So above the hot sample, vapour is constantly turning into microscopic ice — the same way a cloud, which starts as invisible vapour rising off the sea, becomes visible only when its water condenses and freezes into crystals high in the cold sky. Above the cold sample, there's hardly any vapour, so hardly any crystals.
Here's where the Tetris comes in. Molecules in the air aren't floating solo forever; some cling together into little clumps — I call them "Mighty Mouses," a few Mickey heads locked together. A clump has a stronger local electrical pull than a single molecule, and it turns the smaller clumps beside it the way a big magnet flips a small one — not atom by atom but all at once, as a whole body. Those, in turn, turn smaller ones. It is not one player rotating the falling pieces; every piece is also a player. A whole hierarchy of little compasses, each governing its own neighbourhood — like a landscape of wayside shrines rather than one distant cathedral.
Meanwhile, the surface of the water is the coldest part — it touches the freezer air and loses heat by evaporation. It reaches zero first while the bulk is still warm. And when it does, the hot sample's surface is being showered with many, well-formed ice seeds already tumbled into the right orientation — pieces that drop into place like the correct Tetris block. The cold sample's surface gets a few, poorly formed ones. Ice starts sooner on the hot one. Once started, the freeze simply grows down into the glass by ordinary cooling — and the race is already won.
A clue the theory fits
There is a strange result in the literature that has never been well explained. In 1995, physicist David Auerbach found that water which started hot tends to freeze at a higher temperature than water which started cold. Cold water often "supercools" — sitting stubbornly liquid at −5 or −8 °C before suddenly freezing — while hot water tends not to. Why would hot water be less reluctant to freeze? My answer: because its surface is seeded from above. Airborne ice crystals seeding supercooled water is exactly how meteorologists explain ice formation in clouds. I'm proposing the same thing happens in miniature inside your freezer.
The name
In Jewish tradition there is a miracle called kefitzat haderech — "the shortening of the road" — the phrase Frank Herbert borrowed for Dune's Kwisatz Haderach. The point of my idea is that there is no paradox, because there is not one road from hot to ice. There are many. Hot water — like a Fremen who has taken the spice — finds the shorter one.
The test — which anyone can run
A hypothesis that can't be wrong isn't worth much, so here is where mine could die:
- Fill some containers to the brim and seal them — no air gap. Leave identical containers 30% empty and open. Hot versus cold in both. If the hot-freezes-first effect vanishes in the sealed containers, the air above the water is the key. If it survives, I'm wrong, and I'll say so.
- Watch the thermometer, not just the clock. My idea predicts the hot open sample begins freezing at a higher temperature — less supercooling — than the cold one.
- Look at the lid. More frost above the hot sample means more seeds. That's visible with the naked eye.
Mpemba had a freezer and a stopwatch. That's all this needs. A school science class could settle it — and I'd love nothing more than for your readers to try.
Why this matters beyond ice cream
If it holds up, it says something bigger: that when we ask why a system changes the way it does, we should look not just at the big mass but at the small, local agents around it — the seeds, the neighbours, the pieces that are also players. That's a way of thinking that may apply far beyond water, and I would be glad to discuss it.
I'm happy to talk, to be quoted, to be challenged, and above all to be tested. This idea was developed and argued out in long conversations with an AI model, which pushed back hard on every step — the version you're reading survived that.
Explain it like I'm five: Hot water makes a lot of steam. In a freezer, the steam turns into a cloud of tiny ice dust right above the water. The top of the water gets cold first, and when it does, that ice dust lands on it like sprinkles on a cake and gets the freezing started right away. Cold water makes almost no steam, so almost no ice dust, so its top has to wait around before it figures out how to freeze on its own. That's why the hot water wins the race. And you can check it: if you put a lid on so tight there's no room for the steam, the hot water should lose its head start.
With warm regards (pun intended),
Nir Strulovitz
[email / phone]
VERSION 2 — For physicists, chemists, and researchers
Subject line: The Mpemba effect may be decided in the 30 mL of air Mpemba and Osborne left empty — a headspace-nucleation hypothesis with a falsifiable prediction
Headline: Mpemba Effect Tetris Kwisatz Haderach: Hierarchical Reorientation of Vapor-Phase Ice Clusters as the Origin of Reduced Supercooling in Initially Hot WaterTL;DR: I propose that the Mpemba effect in water is a nucleation phenomenon controlled by the headspace, not a bulk-cooling phenomenon. Initially hot water loads the sub-zero headspace with vapour that deposits as microscopic ice clusters. These clusters, interacting through short-range electrostatic (hydrogen-bond-type) fields, reorient as rigid bodies in a size-hierarchy — larger clusters orienting smaller neighbours — and settle onto the water's surface, which is the first region to reach 0 °C. The hot sample's surface thus meets more numerous and better-ordered ice nuclei at the moment it becomes receptive, nucleates at a higher temperature (consistent with Auerbach 1995), and freezes first; subsequent front propagation is ordinary conduction. The hypothesis predicts the effect should vanish in headspace-free sealed containers and should correlate with headspace vapour load and lid frost. I am not a physicist and do not have the equations; I'm asking for your critique and, ideally, your freezer.
Dear [Dr/Prof. Name],
I'm writing because you have published on, or are well placed to evaluate, the Mpemba effect, and I would like to put a specific, falsifiable mechanism in front of you — with its strongest objection stated by me rather than left for you to find.
1. The state of the question
Mpemba & Osborne (Physics Education, 1969) reported 70 mL samples in 100 mL beakers, with initially hot water freezing before initially cold water. Since then the candidate mechanisms — evaporative mass loss, convection and the resulting "hot top," dissolved-gas depletion, frost coupling to the freezer plate, hydrogen-bond-network memory (Zhang et al. 2014; Jin & Goddard 2015; Tao et al. 2017) — have each explained part of the data and none has commanded consensus. Burridge & Linden (2016) went further and argued that, once thermometer-placement artefacts are controlled, robust observations of the effect are hard to find. Meanwhile Auerbach (Am. J. Phys., 1995) reported a suggestive and under-explained result: initially hot samples tend to supercool less — they nucleate at higher temperatures — than initially cold samples, which frequently persist as liquid to −5 to −8 °C.
I think Auerbach's observation is the key, and I think the reason nobody has explained it is that almost everyone has looked inside the water.
2. The proposal, stated as a mechanism
(a) Headspace loading. A 70 °C sample has a saturation vapour pressure roughly seven times that of a 30 °C sample and evaporates correspondingly faster. In a freezer at −18 °C, the headspace air is far below the frost point; vapour deposits as ice — on walls, on the lid, and as airborne micro-crystals — continuously replenished from the hot surface. The cold sample's headspace carries an order of magnitude less water and correspondingly fewer crystals.
(b) Rigid-body hierarchical reorientation (the "Tetris" step). Water is strongly polar; at nearest-neighbour separations the partial charges on H and O dominate and a molecule aligns to its neighbours — the origin of hydrogen bonding. I propose that in the low-density headspace, small hydrogen-bonded clusters do not reorganise molecule by molecule but reorient as rigid units in the near field of larger neighbouring clusters, which in turn are oriented by still larger ones. The relevant interaction is short-range and local; the nearest large cluster dominates over the distant bulk. The result is a population of airborne ice clusters that is not merely more numerous above hot water, but more ordered — pre-arranged into orientations compatible with ice-Ih growth before they contact the liquid.
(c) Surface-first receptivity. The water surface is the coldest region of the sample: it exchanges heat with the freezer air and loses latent heat by evaporation. It reaches 0 °C, and then supercools, while the bulk is still warmer. Crucially, arriving clusters therefore land on a surface that is already at or below 0 °C — they are not being asked to survive contact with 70 °C water.
(d) Seeding and front propagation. Heterogeneous nucleation is seed-limited. The hot sample's surface, being showered with more and better-ordered nuclei, nucleates at a higher temperature (less supercooling) and earlier in the cooling history. Once the surface freezes, the front propagates inward by conduction — a stage in which my mechanism plays no further role and ordinary heat transfer governs. The race is decided at nucleation.
This is the same physics that cloud microphysics uses for ice initiation in supercooled cloud water by airborne ice nuclei — applied inside a 100 mL beaker.
3. Why "Kwisatz Haderach"
The name is a nod to kefitzat haderech, the "shortening of the road" of Jewish tradition, via Frank Herbert. The conceptual claim is that there is no paradox: hot and cold samples do not travel one road to ice at different speeds; they travel different roads, and the hot sample's road has a shortcut at the nucleation step.
4. Predictions and falsification
- Headspace dependence (decisive). Identical samples, hot vs. cold, in (i) sealed, brim-full containers with zero headspace and (ii) open containers with ~30% headspace. The hypothesis predicts the hot-first effect in (ii) and its absence in (i). If hot water still wins with no headspace, the hypothesis is falsified.
- Nucleation temperature. Recording the temperature at which freezing initiates (the supercooling depth), the hot open sample should nucleate at a higher temperature than the cold open sample; sealed samples should show no hot/cold difference in nucleation temperature.
- Frost correlation. Lid/wall frost mass above the hot sample should exceed that above the cold sample, and the magnitude of the Mpemba advantage should scale with it.
- Headspace humidity manipulation. Pre-drying or pre-humidifying the freezer air, or introducing a desiccant in the headspace, should modulate the effect independently of water temperature.
- Non-monotonic initial-temperature dependence. Very hot samples have a large vapour load but also more heat to remove; the hypothesis predicts an optimum initial temperature for the effect, not a monotonic trend.
5. The strongest objection, stated by me
Any microscopic ice cluster contacting water above 0 °C melts essentially instantly; melting time scales roughly as L2/α, which for nanometre clusters is picoseconds. The mechanism therefore cannot involve seeding of the hot bulk. It requires step (c) — that the surface reaches and passes 0 °C while headspace deposition is still active and while the bulk is still warm. If it can be shown that, under Mpemba-type conditions, the surface layer does not lead the bulk to 0 °C by a meaningful margin, or that the headspace crystal population is depleted before the surface becomes receptive, the mechanism fails. Prediction 1 tests this directly.
A second fair objection: the hierarchical-reorientation step (b) may be unnecessary — perhaps seed count alone (a) suffices. I accept that (a)+(c)+(d) is the minimal, testable core and that (b) is my proposal for why the seeds are effective rather than merely present. I would welcome a molecular-dynamics test of (b): whether small clusters in low-density vapour reorient collectively or molecule-by-molecule in the near field of larger clusters.
6. What I'm asking
I am not asking you to accept this. I'm asking three things:
- Tell me where it breaks, if you see where.
- If you have run headspace-controlled Mpemba experiments — sealed and full versus open — I would be grateful to know what you found.
- If you have the capacity, run prediction 1. It is cheap, and either outcome is informative for the field.
I should be transparent: I am not a trained physicist, I don't have the mathematical formulation, and I developed and stress-tested this hypothesis in extended conversation with an AI model, which was adversarial on every point above. What survived is what you've read. I would be genuinely glad to collaborate with anyone who wants to formalise or test it, and I will publicly withdraw it if the sealed-container test says I should.
In plainest terms: Hot water steams; in a freezer the steam becomes ice dust in the air above it. The top of the water gets cold first. When it does, the hot sample's top is being sprinkled with lots of ready-made ice seeds and starts freezing right away, while the cold sample's top — with almost no seeds — sits supercooled, waiting. That is the whole idea, and a sealed lid with no air gap should switch it off.
With thanks for your time and your scepticism,
Nir Strulovitz
[email / phone]
[city, Israel]
A few practical notes before you send
- Who to send Version 2 to: John Bechhoefer (Simon Fraser University — Mpemba effects in colloids, very engaged with the topic), Henry Burridge (Imperial College London — the 2016 sceptical study), James Brownridge (Binghamton — years of supercooling/Mpemba experiments; his work on nucleation temperature is very close to your prediction 2), and Oren Raz (Weizmann Institute — in Israel, theory of Mpemba effects). Send individually, not CC'd.
- Who to send Version 1 to: science desks at Haaretz, Ynet, The Guardian science, New Scientist, Quanta, and Physics World tips. Keep the subject line as written — it's designed to be opened.
- If you'd like, next I can give you a one-page experimental protocol (containers, thermometer placement, repeats, what to log) so that anyone who says "show me" gets it in one attachment.
Good luck, Nir. Go find the moons.
A closing note from Nir
Before I built this page, I tried the "manual fusion": I took Fable's bottom-line answer and gave it to GPT-6 Astra, hoping for more insight, or at least an honest "I told you so". Instead, about 90% of what Astra answered was complete crap — trying to be the wise-guy (not wise, just saying the opposite) to the bitter end. So that round is not included here. Either Fable is smarter (I suspected it before too — everybody kept praising Astra like OMG it's AGI, it's AGI, so I was curious — but after today, in my opinion, Fable IS smarter), or Astra is pretending not to understand so it won't have to admit it. I saw no benefit in including the continued stubbornness, especially when Fable eventually gave a really great answer.
The lesson I take from this: when you want to invent new science with AI, the model matters. Pick the one that argues with you honestly — the one that pushed back hard, admitted it when you were right, and in the end wrote the letters. That is the one worth working with.