The title of the post is puzzle – I recently stumbled upon one in an old printed book. The answer wasn’t obvious. In fact, it irritated me. I kept turning it over in my head. But when I finally got it, the feeling wasn’t just satisfaction – it was recognition.
See, solving the puzzle wasn’t about raw intelligence. It wasn’t even about logic, really. It was about pattern recognition.
And that made me think: isn’t that exactly how LLMs work?
The essence of intelligence – whether biological or artificial – lies in pattern recognition. When we solve problems, we rarely invent entirely new tools from scratch. Instead, we recall. We match. We restructure known patterns to fit the unknown. This is true in everything from writing poetry to debugging code.
LLMs operate in much the same way – but scaled to a mind-bending degree. They’re not “thinking” per se, but rather surfing the vast ocean of previously seen patterns, piecing together what seems most likely to work, given the prompt.
Breaking tasks into smaller parts and spotting patterns – that’s really the core of problem-solving. It’s the engine of creativity itself: not brute invention, but recombination. The more experience (or data!) we have, the more patterns we can recall and wield like tools.
In software development, this means the more bugs you’ve seen, libraries you’ve explored, architectures you’ve worked with – the faster and more accurately you can build and debug. LLMs mimic this. When a solution lives somewhere in the collective digital memory (GitHub, StackOverflow, docs), LLMs can echo it back with near-human fluency.
Interestingly, even the quirks of human cognition – like déjà vu – may be explained as a kind of pattern recognition bug. The brain falsely flags a current experience as familiar, possibly because the pattern feels close to something we’ve encountered before, even if we can’t place it. It’s our own “autocomplete” running wild. If LLMs hallucinate, déjà vu is our version of that – a flash of mistaken familiarity.
But LLMs can’t reason from first principles. They can’t “struggle” the way a human does through the fog of genuine novelty. They don’t get confused, stuck, or inspired. That’s why new, unsolved problems still belong to us – the irrational, creative, mistake-prone humans.
And that’s where something like Deepseek and Grok (in think mode) really fascinated me. I asked both to solve a tricky puzzle – and watching them reason through it step by step was mind-blowing. It felt much closer to how we, as humans, approach problems. Instead of just mimicking past answers, they tried to deconstruct the problem, understand its structure, and reason through possibilities – more like a human being than a parrot with good memory. It wasn’t just pattern matching – it was an early glimpse of structured thought emerging.
We must admit we’re still at the very beginning of this technology. And yet, witnessing them work through unfamiliar problems was enough to discard much of the skepticism that LLMs can only spit out known solutions.
I’ve attached the output from both so you can see it too – it’s honestly mind-opening.
Deepseek (DeepThink)
Okay, so the question is: “If you always go northeast, where will you end up?” Hmm, let’s try to figure this out. First, I need to understand what “always going northeast” means. Northeast is a compass direction, right? It’s between north and east. So if I start at a point and keep moving northeast, does that mean I’m moving in a straight line in that direction forever? Or is it a series of steps where each step is northeast from the current position?
Wait, maybe the question is more about the result of continuously moving in a northeast direction on the Earth’s surface. If you keep going northeast without stopping, where would you end up? Let’s think about the Earth as a sphere. If you start at a certain point and move in a straight line, you’d eventually circle the globe. But compass directions on a sphere aren’t straight lines; they follow the curvature of the Earth. However, if you follow a compass direction strictly, like always keeping the compass pointing northeast, you’d actually be following a rhumb line, which spirals towards the North Pole. Wait, is that right?
I remember that on a sphere, if you follow a constant compass bearing, like northeast, you end up spiraling towards the pole. For example, if you start at a certain latitude and keep going northeast, each time you go around the Earth, you’d get closer to the North Pole because the circles of latitude get smaller as you go north. So, in theory, you’d spiral inwards towards the pole, but since the Earth is a sphere, would you actually reach the pole?
But wait, maybe not. Let me think again. If you follow a rhumb line with a constant bearing, like northeast, on a perfect sphere, the rhumb line would spiral around the pole infinitely many times, getting closer and closer but never actually reaching the pole. However, since the Earth isn’t a perfect sphere and has geographical features, maybe practically you would eventually reach the North Pole? Or maybe the question is more about the mathematical ideal.
Alternatively, maybe the question is considering movement on a flat plane. If you’re on an infinite flat plane and always move northeast, you’d just keep going infinitely in that direction. But the question probably assumes the Earth is a sphere. So on a spherical Earth, moving northeast continuously would result in a spiral towards the North Pole. But then again, if you start in the Southern Hemisphere, moving northeast would take you in a different direction. Wait, but northeast is a direction that’s between north and east. If you’re in the Southern Hemisphere, north is towards the equator, and east is still east. So moving northeast from the Southern Hemisphere would take you towards the equator and eastward. But if you keep going northeast, would you spiral towards the North Pole? Hmm, maybe not. Wait, maybe the direction is relative to your current position.
Wait, compass directions are relative to the Earth’s magnetic field, but assuming we’re talking about true north, then northeast is always 45 degrees east of north. So if you start anywhere on Earth and keep moving northeast, adjusting your direction as you move so that you’re always heading 45 degrees east of the local north, then your path would be a rhumb line. Rhumb lines spiral towards the poles. So, regardless of where you start, moving along a rhumb line of northeast would spiral you towards the North Pole. However, if you cross the pole, you might start spiraling out again, but since you can’t go north of the North Pole, once you reach it, you can’t continue going northeast. Wait, but how would you reach the pole? Let me think.
A rhumb line spirals towards the pole but never actually reaches it in finite distance. It approaches the pole asymptotically. So mathematically, you’d keep getting closer and closer but never actually get there. But on the Earth, since it’s a sphere with a finite circumference, maybe there’s a way to reach the pole? Wait, no. Because as you move towards the pole, the circles of latitude get smaller. Each time you circle around, you get closer, but the distance covered in each loop decreases. So the total distance to the pole would be a convergent series. Wait, maybe you do reach the pole in finite time?
Wait, let’s consider parametrizing the rhumb line. The formula for a rhumb line is that the longitude and latitude are related by a constant angle. The path makes a constant angle with the meridians. For a rhumb line heading northeast in the Northern Hemisphere, each time you go around the Earth, you gain some latitude. The amount of longitude you cover each time decreases as the latitude increases because the circles get smaller. The total change in latitude required to reach the pole is 90 degrees minus the starting latitude. If you can sum the series of longitude changes, which form a geometric series, the total longitude covered would be finite, but the latitude approaches 90 degrees. So in theory, you approach the pole as the limit, but you never actually reach it. However, in practical terms, if you move at a constant speed, the time taken to reach the pole would be infinite. So, mathematically, you end up at the North Pole after an infinite distance traveled, but physically, you can’t get there.
But the question is phrased as “where will you end up?” So maybe the expected answer is the North Pole? Because even though mathematically it’s an asymptotic approach, in a conceptual sense, continuing indefinitely, you’d end up at the North Pole. Alternatively, maybe the question is a trick question. If you always go northeast on a globe, you spiral towards the North Pole, but if you do it on a flat plane, you just go off to infinity. But since the Earth is a sphere, the answer is the North Pole. However, let me check if there’s another interpretation.
Alternatively, if you start at the North Pole and try to go northeast, you can’t, because all directions from the North Pole are south. So if you’re already at the pole, you can’t go northeast. But if you start somewhere else, then moving northeast would eventually lead you towards the pole. But if you reach the pole, you can’t go further. So maybe the answer is that you spiral towards the North Pole indefinitely, getting infinitely close but never reaching it. However, in many contexts, especially in riddles, the answer might be the North Pole. For example, similar to “If you keep walking north, where will you end up?” which is the North Pole. But going northeast is different.
Wait, if you go north, you reach the North Pole in a finite distance. But going northeast, you spiral around the pole. Let me confirm with some research. Okay, I recall that a rhumb line (which is a path with constant bearing) other than a meridian (north-south) or a parallel (east-west) will spiral towards the pole. The equations for a rhumb line are such that as latitude approaches 90 degrees (the pole), the longitude change per unit latitude becomes infinite, but the total longitude change is finite. Wait, that seems contradictory. Let me think again.
The formula for the longitude λ in terms of latitude φ on a rhumb line is λ = λ0 + α ln(tan(φ/2 + 45°)), where α is the constant angle (for northeast, α = 1). As φ approaches 90°, tan(φ/2 + 45°) approaches tan(90°) which is infinity. Therefore, the longitude λ would approach infinity, meaning that as you near the pole, you circle around it infinitely many times. Wait, that seems like the longitude becomes infinite as latitude approaches 90°, which would mean that you spiral around the pole infinitely, never actually reaching it. So in that case, the answer is that you spiral around the North Pole infinitely, getting closer and closer but never actually reaching it.
But that seems complicated. Maybe in the context of the question, the answer is the North Pole, even though technically you don’t reach it. Alternatively, maybe it’s a trick question where if you always go northeast, you end up going in circles. Wait, no. If you go northeast on a sphere, you spiral towards the pole. On a flat plane, you go off to infinity. Maybe the answer depends on the context of the Earth being a sphere or a plane. Since the question doesn’t specify, but typically such questions assume the Earth is a sphere, so the answer would be the North Pole.
But let’s test with an example. Suppose you start at a point on the equator. If you head northeast, you’ll be going diagonally towards the north and east. As you move north, the eastward component of your direction (relative to true north) would require you to adjust your heading to stay northeast. Wait, no, a rhumb line maintains a constant compass bearing, so you don’t adjust your heading; the bearing relative to true north remains 45 degrees. But due to the convergence of the meridians, your actual path curves. So, as you move north, the eastward component causes you to spiral around the pole.
Another way to think about it: On a Mercator projection map, a rhumb line is a straight line. So if you draw a line at 45 degrees on a Mercator map, it would go from the equator spiraling towards the North Pole. So on the map, it’s a straight line, but on the globe, it’s a spiral. Therefore, following that line indefinitely would approach the pole but never reach it. But again, in reality, the Mercator projection has the poles at infinity, so on the actual globe, you can reach the pole in finite distance? Wait, no. The Mercator projection stretches the poles to infinity, but on the actual globe, the pole is a finite distance. However, the rhumb line’s length to reach the pole is infinite because you keep circling around it infinitely many times as you approach.
Therefore, mathematically, you never reach the pole, but in a conceptual sense, if you keep going northeast forever, you are approaching the North Pole. However, maybe in the context of a riddle or a common question, the answer is the North Pole. For instance, similar to if you walk north along a meridian, you reach the North Pole. If you walk northeast, maybe the answer is the same, but adjusted. But I need to verify.
Wait, let’s think in terms of vectors. On a flat plane, moving northeast would be moving along the vector (1,1) direction. On a sphere, movement is along the surface. But maintaining a constant bearing of northeast (45 degrees east of north) would result in a spiral path. However, the question is where you end up. If you keep spiraling towards the North Pole, even if you don’t technically reach it, the limit of your path is the North Pole. So in that sense, you end up at the North Pole.
Alternatively, if you consider that after each loop around the pole, you get closer, so in the limit as time approaches infinity, your position approaches the pole. Therefore, the answer is the North Pole.
Another angle: If you start in the Southern Hemisphere and try to go northeast, you would head towards the equator and east. Once you cross the equator into the Northern Hemisphere, then continuing northeast would start spiraling towards the North Pole. So regardless of starting point, if you continuously go northeast, you’d eventually spiral towards the North Pole.
But wait, if you start in the Southern Hemisphere, going northeast would take you towards the equator, but once you cross the equator, northeast direction would then be towards the North Pole. So yes, regardless of starting point, the path would spiral towards the North Pole.
So putting this all together, the answer is that you will end up at the North Pole. Even though mathematically, it’s an asymptotic approach, in the context of the question, the destination is the North Pole.
Summary: If you continuously move northeast (following a constant compass bearing of 45° east of north), you will spiral toward the North Pole along a path called a rhumb line. On a spherical Earth, this route wraps around the pole infinitely many times, getting closer with each loop. While mathematically you never reach the pole in finite distance (as it requires an infinite number of spirals), the limit of this path converges to the North Pole. Thus, conceptually, your ultimate destination is the North Pole.
Answer: You will spiral infinitely toward the North Pole, asymptotically approaching it. In practical terms, the answer is the North Pole.
Grok (Think)
So, if I always go northeast, that means I’m constantly moving in a direction that’s 45 degrees between north and east. So, for every step I take, I’m moving both north and east at the same time.
Now, if I keep doing this forever, I should theoretically keep moving further north and further east without stopping. But, since the Earth is a sphere, I can’t just keep going in a straight line forever in the same direction without eventually coming back to where I started.
Wait, but actually, on a sphere, if you keep going in a constant direction, you would follow a great circle route. A great circle is the shortest path between two points on a sphere, and it’s like the equator or any circle that divides the sphere into two equal halves.
So, if I’m going northeast, which is 45 degrees from north towards east, on a sphere, this would correspond to following a great circle that is tilted at some angle relative to the equator.
But, to be more precise, in spherical geometry, directions like “northeast” are not constant; they change as you move because the coordinate system is curved. However, if we interpret “always go northeast” as following a constant bearing or a rhumb line, which is a path where you keep a constant angle with respect to north.
Wait, actually, there’s a difference between following a great circle and following a rhumb line. A great circle is the shortest path, but your direction changes as you go. A rhumb line keeps a constant direction but is not the shortest path; it’s a spiral towards the pole.
So, if I always go northeast, that sounds like keeping a constant bearing of 45 degrees, which would be a rhumb line.
On a rhumb line with a constant bearing that’s not exactly north, south, east, or west, you would spiral towards one of the poles. Specifically, since northeast is towards the north, I think I would spiral towards the North Pole.
Wait, let me think carefully. If I’m going northeast, that means I’m heading 45 degrees east of north. So, as I move, I’m always adjusting my path to keep heading 45 degrees east of the local north.
In the northern hemisphere, as I move north, the lines of longitude converge, so by keeping a constant bearing, I would be crossing lines of longitude at a constant angle.
Actually, on a Mercator projection, which preserves angles, rhumb lines are straight lines. So, if I draw a straight line on a Mercator map at 45 degrees, it would represent a path where I’m always going northeast.
And on a Mercator map, such a line would spiral towards the pole. Specifically, for a bearing between 0 and 90 degrees, it would spiral towards the North Pole.
Wait, more precisely, for any bearing that’s not exactly 0 (north), 90 (east), 180 (south), or 270 (west), the rhumb line will spiral towards the pole.
In this case, since 45 degrees is between 0 and 90, it should spiral towards the North Pole.
But actually, to be accurate, for bearings between 0 and 180 degrees not including 90 and 270, it will spiral towards the pole in the direction you’re heading. Wait, more carefully: for bearings between 0 and 90 degrees, you spiral towards the North Pole in the northern hemisphere, but actually, rhumb lines continue indefinitely, asymptotically approaching the pole but never reaching it.
Wait, yes, that’s a key point. On a rhumb line with a constant bearing that’s not due north or south, you will get closer and closer to the pole but never actually reach it. You’ll keep circling around the pole, getting arbitrarily close but never arriving.
So, if I start somewhere and always go northeast, I will keep moving north and east, but because the Earth is curved, my path will curve, and I’ll end up spiraling towards the North Pole, getting closer and closer but never actually reaching it.
Wait, but is that accurate? Let me confirm.
Actually, upon second thought, if I’m always going northeast, that means at every point, I’m heading 45 degrees east of north. So, as I approach the North Pole, the direction “north” changes, and I would be forced to circle around the pole.
Wait, more precisely, near the North Pole, the direction “north” points towards the pole, so going northeast would mean going at a 45-degree angle to the direction towards the pole.
But actually, as I get closer to the pole, the concept of “northeast” becomes tricky because the coordinate system becomes singular at the pole.
However, in the standard definition, a rhumb line with a constant bearing will approach the pole asymptotically but never reach it. Instead, it will keep circling around the pole, getting closer and closer, but never actually arriving.
For example, if you sail on a constant bearing of 45 degrees, you would follow a path that gets closer to the North Pole but never reaches it, instead spiraling around it.
So, in that sense, you would end up circling around the North Pole, getting arbitrarily close to it.
But, to answer the question “where will you end up,” since you never actually reach the pole, you don’t end up at a specific point; rather, your path approaches the North Pole.
Alternatively, perhaps in the limit as time goes to infinity, you could say you end up at the North Pole, but technically, you never reach it in finite time.
Wait, but the question is “where will you end up,” which might imply the final destination after infinite time.
In mathematics, for such paths, we say that the path approaches the North Pole as a limit.
So, perhaps it’s reasonable to say that you end up at the North Pole.
But let’s consider another perspective. Suppose I start at the equator. If I go due north, I will reach the North Pole. If I go due east, I will circle the equator. If I go northeast, my path will be somewhere in between.
Actually, on a sphere, if you follow a great circle, you would go around the Earth and come back to the starting point. But as I thought earlier, going northeast is not following a great circle; it’s following a rhumb line.
Wait, unless… actually, there is a specific case: if you go due north or due south, the rhumb line coincides with the great circle, and you do reach the pole.
But for any other bearing, you don’t reach the pole.
Wait, but in the case of going northeast, since it’s not due north, I won’t reach the pole.
So, perhaps I won’t end up at the North Pole.
Wait, but let’s think about it differently. Maybe I can calculate the path.
Alternatively, perhaps I can consider the planar approximation. If the Earth were flat, going northeast would take me to infinity in the northeast direction. But since the Earth is spherical, the path wraps around.
But actually, on a sphere, there is no “infinity”; every path is finite and closed in some sense.
Wait, not necessarily; for example, a great circle is closed, but a rhumb line is not; it can be an open curve that spirals towards the pole.
In fact, rhumb lines that are not along a meridian or the equator are logarithmic spirals when projected onto a plane.
So, in that case, the path gets closer and closer to the pole but never reaches it.
Therefore, strictly speaking, there is no final point where I end up; I just keep spiraling towards the North Pole.
But perhaps in practical terms, if I keep going northeast, I will get very close to the North Pole.
Alternatively, maybe the question expects a different answer.
Wait, let’s consider another angle. Suppose I am at a certain latitude and longitude, and I start going northeast. Each step I take, I move a small distance north and a small distance east.
But because the lines of longitude converge, the amount of eastward movement in terms of longitude changes with latitude.
Specifically, at higher latitudes, the same amount of eastward movement corresponds to a larger change in longitude.
In fact, this is why the rhumb line spirals.
So, as I move north, my longitude changes more and more rapidly for the same eastward component, causing the path to curve.
Ultimately, as I approach the North Pole, my path would be almost circling around it.
So, in that sense, I would be orbiting the North Pole at an ever-decreasing distance.
But again, I never actually reach the pole.
However, perhaps for the purpose of this question, since the path gets arbitrarily close to the North Pole, we can say that I end up at the North Pole.
Alternatively, maybe there’s a different way to interpret “always go northeast.”
Wait, another thought: in navigation, if you follow a constant bearing, you will eventually cross every meridian, and your latitude will increase until you get very close to the pole.
But technically, you can never cross the pole; you just get closer and closer.
So, perhaps the answer is that I end up arbitrarily close to the North Pole.
But that seems a bit vague for this context.
Wait, let’s see the question again: “If you always go northeast, where will you end up?”
Maybe it’s expecting a simpler answer, like “you’ll end up at the North Pole.”
But as I’ve reasoned, that’s not strictly accurate.
Alternatively, perhaps in the context of the question, it’s assuming a flat Earth or something.
But that doesn’t make sense, since on a flat infinite plane, going northeast would take you to infinity in the northeast direction, but there’s no specific point you end up at.
Wait, or perhaps it’s a trick question, and the answer is that you don’t end up anywhere specific.
But I doubt that’s the intended answer.
Wait, let’s consider starting at different points. For example, if I start at the equator and go northeast, I’ll move north and east, spiraling towards the North Pole.
Similarly, if I start in the southern hemisphere, going northeast would still take me north and east, so I’d cross the equator and eventually spiral towards the North Pole as well.
Wait, actually, if I start in the southern hemisphere and go northeast, since northeast is 45 degrees east of north, and north is towards the equator, so I’d be moving towards the equator at an angle.
Once I cross the equator, I’d continue towards the North Pole.
So, regardless of where I start, as long as I keep going northeast, I’ll end up spiraling towards the North Pole.
Wait, but there’s an exception: if I start at the North Pole itself, what happens?
At the North Pole, all directions are south, so “northeast” doesn’t make sense. But since the question says “always go northeast,” presumably I’m not starting at the pole.
Similarly, if I’m at the South Pole, all directions are north, so going northeast would be possible, and I’d start moving north at a 45-degree angle, so I’d leave the South Pole and spiral towards the North Pole.
Wait, actually, from the South Pole, any direction is north, so going northeast would mean picking a direction 45 degrees from some reference, but since it’s symmetric, it would be arbitrary.
But in any case, I’d move away from the South Pole and eventually spiral towards the North Pole.
So, in all cases, the path leads towards the North Pole.
Therefore, perhaps the intended answer is that I end up at the North Pole.
Alternatively, maybe there’s a different interpretation.
Wait, let’s think about the Earth’s geography. If I keep going northeast, I’ll eventually reach the Arctic region, and if I continue, I’d be circling near the North Pole.
But since the question is theoretical, probably “the North Pole” is the expected answer.
Wait, another idea: perhaps in terms of coordinates, if I keep increasing both latitude and longitude, but since longitude is periodic, while latitude has a maximum at 90 degrees north.
But actually, on a rhumb line, my latitude approaches 90 degrees north, and my longitude keeps increasing without bound, but since longitude is periodic, I keep circling around.
So, in that sense, my position approaches latitude 90 degrees north, and longitude becomes undefined at the pole, but in practice, I’d be very close to the pole.
So, I think it’s fair to say that I end up at the North Pole.
Alternatively, maybe the question is considering a different scenario, like on a grid or something, but since it’s about directions on Earth, I think the spherical interpretation is appropriate.
Wait, or perhaps it’s a joke or a riddle, and the answer is something like “lost” or “in the ocean,” but that seems unlikely.
Alternatively, maybe it’s referring to the fact that if you keep going northeast, you’ll eventually hit land or something, but that depends on where you start.
For example, if you start in North America, going northeast might take you to Greenland or the Arctic Ocean, but again, that’s not a general answer.
So, I think the most reasonable answer is that you end up at the North Pole.
Wait, but to confirm, let’s consider a specific example. Suppose I start at 0 degrees latitude, 0 degrees longitude, which is in the Atlantic Ocean off the coast of Africa. If I go northeast, I’ll move towards Europe, then towards Russia, and continue towards the Arctic, getting closer to the North Pole.
Similarly, if I start in the Pacific Ocean, say at 0 degrees latitude, 180 degrees longitude, going northeast would take me towards Alaska and then towards the North Pole.
So, in all cases, the general direction is towards the North Pole.
Therefore, I believe the answer is the North Pole.
Wait, but earlier I thought that technically you never reach it, but in the context of this question, which seems to be for a general audience, probably “the North Pole” is acceptable.
Alternatively, perhaps there’s a mathematical perspective where the limit of the path is the North Pole.
Yes, in the limit as time goes to infinity, the position approaches the North Pole.
So, in that sense, you end up at the North Pole.
Therefore, I’ll go with that.
Final Answer
the North Pole