Thinking hard burns almost no calories but destroys your next workout
175 points by GoodluckH 22 hours ago | 138 comments

sdfhbdf 17 hours ago
I've also been interested for some time in how metabolism works and wanted to debunk the popular myth for my friends that exercise burns a lot of calories, since I was under the impression that around 80% of energy we burn is just by "living" - breathing and thinking.

Reading this article I'm a little confused by the author's conflation of brain energy and the energy expenditure of the body as a whole. In the beginning they mention:

> "Your brain consumes roughly 20 to 25% of your body's total energy at rest"

while later they say:

> "Even chess grandmasters, who sit for hours in states of intense concentration, burn only about 1.67 calories per minute while playing, compared to 1.53 calories per minute at rest"

That second figure seems to refer to whole-body expenditure, not just the brain. And intense cognitive work doesn't happen in a metabolic vacuum - there's increased cerebral blood flow, elevated sympathetic nervous system activity, changes in heart rate variability, hormonal shifts (cortisol, adrenaline). These all have systemic metabolic costs that go beyond the glucose the neurons themselves consume. So the "it's just a banana and a half" framing might be undercounting by quietly switching between brain-only and whole-body measurements.

Also somewhat related - the link to businessinsider about chess grandmasters is broken, but another very interesting rabbit hole here is how energy expenditure is actually measured. A lot of what consumer devices and even many studies report is based on proxy biomarkers like heart rate, HRV, weight, age, and sex, run through linear regression models. True calorimetry (indirect via gas exchange, or direct in a metabolic chamber) is expensive and impractical outside lab settings. That means the precise calorie figures cited with such confidence - the "100 to 200 extra calories" from a day of thinking, or the per-minute burn rates of chess grandmasters - likely carry wider error bars than the article suggests. We don't really have a great way to measure real-world energy expenditure accurately at the individual level, which makes me a bit cautious about the neat narrative of "thinking is calorically cheap, full stop."

That said, the core point about adenosine accumulation and perceived exertion affecting training quality is fascinating and well-supported — that part of the article is genuinely useful regardless of the calorie accounting.

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jahnu 16 hours ago
> debunk the popular myth for my friends that exercise burns a lot of calories

Can you expand on that please? Because I can tell you as a matter of fact that when I go for a run for an hour I burn well over 800 calories.

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sdfhbdf 14 hours ago
> Can you expand on that please? Because I can tell you as a matter of fact that when I go for a run for an hour I burn well over 800 calories

Sure - how did you arrive at the 800 kcal figure? Most likely a wearable or an app, and those estimates are based on rough linear regressions from weight, age, sex, and heart rate - not actual calorimetry. The error margins on those numbers are significant, but the devices present them with false precision that makes people treat them as ground truth.

Even setting accuracy aside, the framing is the issue. Your basal metabolic rate - just keeping your organs running, blood circulating, cells maintained - accounts for 60-70% of your total daily energy expenditure. Add the thermic effect of food (~10%) and you're at roughly 70-80% of your energy budget spent before you even lace up your shoes [1]. Exercise typically makes up the remaining 20-30%. So that hour of running, while genuinely beneficial for a hundred other reasons, is a relatively small slice of your total daily burn. And not all calories are equal on the intake side either - your body spends 20-30% of the energy in protein just to digest it, compared to 0-5% for fat, so "800 kcal burned = 800 kcal of anything eaten" doesn't hold up.

That's what I mean by "myth" - not that exercise burns zero calories, but that the popular mental model of "I ran for an hour so I earned X calories of food" is built on inaccurate measurements, treats all calories as interchangeable, and overweights exercise relative to what your body spends just existing. Curious though - do you track your intake with the same rigour, and if so, do you find the numbers actually add up in practice?

[1]: https://my.clevelandclinic.org/health/body/basal-metabolic-r...

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helsinkiandrew 12 hours ago
> That's what I mean by "myth" - not that exercise burns zero calories, but that the popular mental model of "I ran for an hour so I earned X calories of food" is built on inaccurate measurements

Over the last few of decades there's been a lot of lab research calculating the gross efficiency of the human body with different factors (size, sex, fitness etc) and I think these estimates that sports apps give are very close.

If you cycle with with something that can measure power output you can calculate the mechanical work done by the body exactly during that exercise period and convert to energy "burnt" (1 watt/hour = 3.6 kJ = ~0.86 kcal). 220 Watts for an hour (I couldn't do that but a good cyclist can) is about 800 calories.

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Nevermark 11 hours ago
To the degree the body diverts any housekeeping or thermogenic calories to exercise calories, which from basic biological adaptivity and thermogenic control must be true at some level, that math will be misleading.

Not that doing x work doesn’t burn y energy, but that +x work in exercise does not burn +y energy at the end of the day.

Exercise is an alternate heat source, approximately 1-to-1 with thermogenic heat (albeit, not distributed as evenly). So much so that our body has to switch to cooling strategies.

And the body can respond to exercise expenditures by reducing other expenditures and using calories more parsimoniously in other dimensions.

It is interesting that during periods in which I have a habit of daily low intensity exercise, I feel like I have more energy than periods I don’t do any exercise, even if my calorie intake is the same.

Another noticeable effect is any allergies from local plant life I get clear up quickly during and after exercise. My immune system runs a tighter, less reactive ship.

Those baseline calories are not just often underestimated in a static sense, but are also dynamically adaptable.

One reason may be is that we evolved to burn far more overt calories through a day than our extra-exercise day burns. Our body has mechanisms for storing surpluses but almost certainly raises baseline use as well. Which is easily diverted back to exercise.

On the other hand, beyond any net expenditure from regular lifting weights (as work), to the degree greater muscle mass is achieved and maintained, weight lifting directly raises the body’s baseline expenditures.

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BobaFloutist 6 hours ago
>It is interesting that during periods in which I have a habit of daily low intensity exercise, I feel like I have more energy than periods I don’t do any exercise, even if my calorie intake is the same.

In the same vein as much of the rest of what you're saying, the other thing that I feel like people always neglect with their "Calories in/calories out" and "Bodies can't violate thermodynamics" is that the human body can adjust how efficiently it processes food, colloquially known as a "slow" or "fast" metabolism.

While it's true that the human body has no answer to a true calorie deficit (except the incredibly powerful and effective one of tweaking satiety and hunger signals), as long as you're eating more calories than you're strictly burning, your body can simply take longer or less time to digest the food you put into it and extract more or less energy from what you're eating, which can make an enormous difference without you changing your intake at all. Which means that people can absolutely eat identically, have identical appetite levels, and have extremely different body types.

If you're exercising more, sure, your body will make you more hungry, but it will also work harder to squeeze every possible calorie out of what you're already eating. If you cut down on what you eat, your body will work even harder at it, to the point that you could literally eat less, work out more, feel hungry and tired all the time, while getting fatter, because your body is worried that you're in a famine and in a physically stressful environment and is desperately trying to signal to you to conserve as much energy as possible, eat as much as possible when you find food, and at the same time trying its best to make the most of the food you give it.

And at the same time, someone else's body might simply not do that. It's crazy!

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Nevermark 4 hours ago
> your body can simply take longer or less time to digest the food you put into it and extract more or less energy

Great point.

> If you're exercising more, sure, your body will make you more hungry, but it will also work harder to squeeze every possible calorie

I find when I only do light exercise, that I am less hungry than when I don't exercise. Perhaps because I get better sleep, I am less hungry.

All the dynamics are crazy.

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sanswork 13 hours ago
I tracked intake, calories burned(from Apple watch with activity tracking turned on for any specific exercise) and weight for 12 weeks as part of 75 hard and found my daily weight decreases were exactly in line with what you'd expect given the estimated deficit 95% of days and 100% at the weekly level.

I don't track consistently anymore only when I'm working towards a goal but when I have more than 2 weeks data these days it seems pretty spot on to the point I can calculate the tracked captors to target to get the desired rate of change in weight pretty consistently.

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jahnu 13 hours ago
Thanks for fleshing out your comment. Because initially it did kind of suggest to me you were saying it burns no calories or makes _little_ difference.

I agree with all you posted.

> Curious though - do you track your intake with the same rigour, and if so, do you find the numbers actually add up in practice?

To return the courtesy, for the purposes of discussion I picked a rough estimate and rounded down significantly the actual amount I typically run. More often it's 1.5 hours a run and supposedly >1000 calories given my weight, heart rate, terrain, and speed. I also assumed the calculations are way overestimating my actual calories spent so just went for something somewhat plausible for the sake of a HN comment. As you noted calories aren't accurately reported by devices. I do not pay attention to it in massive detail either. But in practice since I run an average of about 25km a week but can vary from 0 for some weeks to 50 for others and I keep relatively good eye on my diet I notice significant changes in weight over time that tallies with effort. Three months of below that 20ishk a week and I will put on 2-3kg. The next three months I increase to 35ish+ a week and it drops off again. Would I swear to it in a court of law that I'm not miscounting meals? No way. But I feel reasonably comfortable that this is an accurate description.

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lebuin 16 hours ago
I think OP may be referring to the idea that the total number of calories burned in a day doesn't meaningfully change under a workout regime. Working out does burn calories, but after a few session your body starts to compensate by burning less calories in other areas (e.g. immune and reproductive system). The net result is close to zero, except in very demanding workout regimes.

I don't have the background to fully evaluate how true that is. I read "Burn" by Herman Pontzer, which at least makes a very good case for it.

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jahnu 15 hours ago
So this is about https://en.wikipedia.org/wiki/Exercise_paradox

I seems like it's only part of the story. If you increase exercise but also increase calorific input to match then you won't lose weight. But, the laws of energy conservation being what they are, I don't think anyone disputes that if you very significantly increase exercise but also maintain calorific input then you will lose weight as the energy must come from somewhere and there are only so many optimisations your body can make. You could of course maintain exercise levels and reduce calorific input for a similar effect, ignoring health benefits of exercise. Take an extreme case, Michael Phelps. He used to eat 12,000 cal a day because of the hours he spent swimming. Certainly not a small guy but pretty lean! So I'm totally prepared to accept there are bounds to all these statements but I still think I couldn't finish an 800 cal sandwich for lunch hehehe.

By the way, I feel the Wikipedia page there uses a lot of words suggesting that the paradox isn't at all fully understood and that there could be compensating mechanisms we aren't aware of. But I'm not in a position to dig deeper.

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danlitt 14 hours ago
> I don't think anyone disputes that if you very significantly increase exercise but also maintain calorific input then you will lose weight

This is exactly what is disputed by the link you posted. They measured directly the energy expenditure (the number of calories burned by respiration) in a high-activity hunter-gatherer tribe, and in relatively low-activity industrialized societies, and found they were almost the same. So the number of calories the people consumed was not measured or relevant (and must also have been roughly the same if neither group was actively gaining weight).

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jahnu 14 hours ago
Not quite, imho. The language used here is subtle and I could be clearer myself. It talks about the paradox that suggests the work _appears_ to come from nowhere, which we should all agree is impossible, thus a paradox, not that it does actually come from nowhere. Just that we don't know exactly where. The page doesn't offer an explanation for the appearance of the paradox.

For me the line "The studies suggest that controlling caloric intake may be more necessary for managing weight than exercise alone." is a possible conclusion for the apparent paradox. Note the words "may" and "alone" which indicate uncertainty. I deliberately used the phrase "very significantly" to suggest we would probably all agree that there is some bound on observing the paradox which is why I used Phelps as an example. To repeat and be clear, I think the paradox as described on the page does not say that with a very significant increase in energy expenditure there will be no weight loss with a constant calorific intake.

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danlitt 13 hours ago
I guess when you say "work" you mean precisely mechanical work. If so, I don't think it is implied anywhere that the work "comes from nowhere". If a person is doing mechanical work then that work must come from respiration, ultimately. There is nowhere else for it to come from. If a person does 2000 calories of mechanical work and consumes 2000 calories of energy then there is nothing left over for anything else, and they would lose weight one way or another. But this is much more extreme than what was observed, or what happens when a person ordinarily does exercise.

The "Energy paradox" is not a logical paradox at all. It is just a confusing fact. The observed fact was that two different groups with apparently very different activity levels respire almost exactly the same amount. In other words, that an increased, but not necessarily extreme, level of mechanical work does not appear to correlate with an increased level of calorie burn. Not just that the relationship is non-linear, that the relationship does not seem to exist at all (at the measured level of exercise).

I was very careful with my words this time, hopefully there is no more misunderstanding. I think we still disagree unless by "very significantly increase exercise" you mean something like running multiple hours per day every day.

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jahnu 13 hours ago
No misunderstanding, thanks for your reply. It's been a nice wee sub-thread going on here. Food for thought ;)
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sdfhbdf 15 hours ago
Yep, pretty much exactly what I meant.

And also that the calorimetry from wearables is highly flawed and it seems to that we don't have super accurate data and what sort of activities burn the most energy.

I am also a big opponent of folks that start equating the "my wearable shows that i burned 300 kcal with that activity so it zero outs that sweet thing I ate earlier that was also 300 kcal" which is wrong on so many reasons but with a lot of workout apps and devices pushing the (inaccurate) kcal count front and center becomes more and more a of a thing.

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nick486 16 hours ago
I think it sort of depends on how you look at it. If 800 is an hour of running - that's probably "a lot" for quite a few people. But 800 is also just a sandwich. Which isn't all that much.

So if you view this from a time use perspective, just skipping that sandwich is way better than running for an hour. And many people can't spare an hour a day just to make up for a sandwich. Hence - "not a lot" - Its too expensive time-wise for the caloric balance effect it provides. Just skip the sandwich instead.

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xnorswap 16 hours ago
What kind of sandwiches are you eating? 800 calories is a ridiculously large sandwich.

Even Tesco's bacon & egg triple is only 550 : https://www.tesco.com/groceries/en-GB/products/260422235

I'm struggling to find anything I'd describe as a sandwich come close to 800 calories.

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rpdillon 2 hours ago
Footlong Spicy Italian at Subway ($10 sandwich) is 1320 cals.

EDIT: the trend holds pretty well at the footlong size (which is a big sandwich). 18/26 sandwiches they offer are >1000 calories.

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nick486 15 hours ago
Fair enough, but so is 800cal/h exercise. And I'd rather overestimate the intake.
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BoppreH 16 hours ago
I agree with the general message, but I'm curious what ingredients go in your 800 calorie sandwich. That's more than a double Big Mac with 4 patties (780 kcal)!
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mriet 16 hours ago
Lots of mayo.. and butter. It's more like a butterich, realistically. ;)
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jahnu 16 hours ago
That's a big sandwich :)

Big Mac = 580 Cal.

I'm going to eat lunch one way or another and for me it's going to be under 800. Skipping meals isn't really a good choice, imo, but ok.

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tsimionescu 15 hours ago
You need to eat roughly somewhere between 1300 and 2000 Cal every day to maintain your weight even if you are doing to exercise at all.

If you want to lose weight, it's far easier to remove 800 Cal from your diet, at least time wise, then it is to exercise 800 Cal's worth every day.

Either way, if you're losing weight at any appreciable rate, you will feel hungry (at least if it's not chemically induced in some way, such as chemo or GLP-1 inhibitors or similar). That's just something you have to get used to if you want to lose weight.

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sdfhbdf 14 hours ago
This is well-intentioned but I think it oversimplifies in ways that can actually be harmful. "Just get used to being hungry" is rough advice to give people - chronic hunger is one of the main reasons diets fail, and framing weight loss as a willpower contest against hunger ignores that satiety is heavily influenced by _what_ you eat, not just how much. A 400 kcal meal of protein, fat, and fiber will keep you full for hours; 400 kcal of simple carbs will leave you hungry again in 45 minutes, in part because of the insulin and blood glucose dynamics involved.

The calories in/out model isn't wrong exactly, but it's so reductionist that it becomes misleading in practice. It omits hormonal responses (insulin, leptin, ghrelin), the thermic effect differences between macronutrients (your body burns 20-30% of protein calories just processing them vs 0-5% for fat), gut microbiome composition, sleep quality, stress hormones, meal timing, and individual metabolic variation. Two people eating identical calorie counts can have very different outcomes. Telling someone "just eat less and accept the hunger" without any of that context can set them up for a miserable yo-yo cycle - or worse, a disordered relationship with food.

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tsimionescu 11 hours ago
I don't think I implied that the only thing that matters to weight loss is CICO, and that you only need willpower to lose weight. I don't personally believe this at all.

My point was instead that whatever effort you can spend on weight loss is better spent on managing your diet than increasing your level of activity (though I should also say that fitness is important beyond weight loss). Even when I said you can reduce 800 Cal of food, that doesn't mean "just skip a meal" (though that is also a valid strategy for some people). It can also mean "eat different kinds of food".

However, I do strongly believe that for any weight loss at a significant pace (say, 1kg/month or faster), and assuming it's not just a correction after a short stint of overeating (as in, it's more than losing 1-2kg you put on over Christmas) - then some feeling of hunger is inevitable. Losing long-term accumulated weight is going against your body's "wishes" (especially in the lipostat model, where your body has a set fat% equilibrium that it seeks to maintain), and hunger is an inevitable response to that. How much hunger you will feel can be controlled by better food choices and so on, but you will have to also get used to feeling some level of hunger.

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topocite 13 hours ago
No, the common "wisdom" you are puppeting here is harmful because it just doesn't work.

We have been telling people for decades now to be worried that they might harm themselves by too much restriction and it is just wrong. What is harmful is being over weight. What is harmful is then confusing people that they are somehow going to lose weight without much restriction or being hungry.

This also scales really bad with age because as you age the CNS recovery gets worse and worse compared to muscle recovery.

At 55, there is simply no way for me to lose weight other than being hungry. It is impossible to recover from the amount of exercise that would be needed. The reality is that no one needs to worry about too much restriction until they are down to around 12% or so body fat. The fact a person's bodyfat % is never mentioned in this is exemplary of how bad the standard advise is.

Most people have too much leptin and leptin resistance. Then those same people get the same bad advise over and over to not restrict too much because you don't want to be like an anorexic or extreme athlete and have too low of leptin. Of course, ignoring that the anorexic and extreme athlete are going to have incredibly low bodyfat percentages.

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tsimionescu 10 hours ago
I think the advice that everyone who is overweight or obese really needs is to experiment with different ways of reducing their food consumption while managing their hunger and cravings, and find out a method that works for them. I don't think there's any universal solution. Even saying "eat less simple carbs, those make you more hungry because of this and that chemical pathway" is not good universal advice, because food consumption is not strictly tied to hunger in all people. It is up to you as the one who wants to lose weight to experiment and figure out what motivates you and works for you longer term.

For example, I don't feel satisfied with my meal if I don't feel slightly full. So, what has worked for me is to generally have a single large meal per day, in which I will typically eat whatever I've been really craving since my last meal. In some days that might be steak and brocolli, in other days it might be a McDonald's meal, or some cake. When I get cravings, it's far easier for me to defer them to tomorrow's meal than it would be to just stop eating junk food entirely, or to eat half a burger and two fries from the bag. The exact opposite might be true for other people, and you won't really know until you've tried for yourself.

One thing I will note - I think one of the concerns of the poster you are replying to with focusing too much on enduring hunger is that it might lead some people to develop anorexia, which is indeed a huge problem, even when the person is really overweight (since their anorexia will not just go away once they've lost that extra weight, it will keep going until they get dangerously malnourished).

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jahnu 15 hours ago
> If you want to lose weight, it's far easier to remove 800 Cal from your diet, at least time wise, then it is to exercise 800 Cal's worth every day.

That I absolutely agree with and so do my legs ;)

I only found the suggestion that exercise _doesn't_ burn calories a bit weird.

> you will feel hungry

That I also agree with... all this talk of sandwiches!

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Izkata 46 minutes ago
> I only found the suggestion that exercise _doesn't_ burn calories a bit weird.

I mean... No one said that? The very first comment was about how it's not a lot / not as much as people think, not that it's none.

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SubNoize 14 hours ago
For cardio sure but for weight training you're burning calories and tearing muscle fibres to increase size/strength. Also depending on the running you're doing, you're likely staying fitter.

Sure it's easier to fast but you're missing out on the other benefits associated with exercise.

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tsimionescu 11 hours ago
> Sure it's easier to fast but you're missing out on the other benefits associated with exercise.

This is very true, exercise is very important for health regardless of its effect on weight.

> For cardio sure but for weight training you're burning calories and tearing muscle fibres to increase size/strength.

True, but you need to spend even more time to rack up 800 Cal worth of exercise by weight training compared to doing cardio, as a beginner or even an intermediate level gym goer.

It is also true though that weight training, if you actually successfully build muscle mass, can significantly increase your BMR and thus help with losing weight in that way, even if you're not spending hours or lifting hundreds of kilos at every session.

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BobaFloutist 6 hours ago
Yeah, unfortunately back of envelope physics math about the kC burned for lifting weights is deeply disappointing. Luckily our bodies are quite inefficient compared to a bomb-calorimeter, because back of envelope gets me less than a (k)calorie per 3 sets of 5 lifts, if you just do lazy potential energy math.
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wasmitnetzen 15 hours ago
How can you know this "as a matter of fact"? Because your not-a-healthcare-device sportswatch tells you so?
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vbarrielle 14 hours ago
Not running, but in cycling we have power meters, and some workouts (eg 2 x 20' threshold) will definitely burn in the range of 800 calories in an hour. The energy measured by the power meter for this workout is 800 kJ for me (my threshold being around 260W). Now it turns out the conversion factor from kJ to calories is 1/4, but the body is only 25% efficient when producing calories for cycling, meaning one has to burn 4x the amount measured by the power meter. So that's 800 calories for this kind of workout, for me. I wouldn't be surprised if runners of similar fitness doing similar workouts had the same energy expenditure.
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wasmitnetzen 10 hours ago
I'm not arguing that your body burns that much energy, that follows from the first law of thermodynamics.

But whether that means that your body will have a calorie deficit of that same amount, that is much harder to prove.

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nandomrumber 16 hours ago
But you’ve never directly measured calorie expenditure while running, so how can you be certain?
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sva_ 15 hours ago
> debunk the popular myth for my friends that exercise burns a lot of calories

Depends on your level of exercise. I often cycle 100km per day and can tell you if I ate only the 2000 kcal I hypothetically need I would go into a strong deficit.

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PleasureBot 10 hours ago
There's been metabolic studies that show that this isn't true. Comparisons of total caloric usage of completely sedentary people and people who have high exercise load are indistinguishable. There is a large difference among individuals, but not correlated to exercise levels. Sedentary people who start training hard will have a spike in caloric usage for a few months, but their body adapts and calorie burn returns to the same level that it was when they were sedentary. This was new research, so there wasn't an explanation for it. The authors hypothesized that it could be that the body reduces caloric spend on other things, like stress responses, when it is adapted to high exercise levels/ They did note that some extremely elite athletes can temporarily increase their caloric burn (think Michael Phelps eating 10k calories per at some points when training for the Olympics) but its not something most people can achieve or sustain.
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soared 10 hours ago
Absolute nonsense. The claim is that if I produce 2.5watts per kg in body weight for 2 hours, I’m not going to burn any extra calories? So when I “bonk” and exhaust glycogen stores due to underfueling that’s actually not true?
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BobaFloutist 6 hours ago
I think that the claim is that what you're experiencing absolutely does happen, and your body responds by cutting corners on your baseline when you're sleeping or sitting around on the couch to avoid you starving to death (because it doesn't know that you can trivially increase your food intake if needs must).
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Izkata 42 minutes ago
Yes, it's in what they're responding to:

> The authors hypothesized that it could be that the body reduces caloric spend on other things, like stress responses

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cobalt 14 hours ago
100km is a lot of exercising...
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sdfhbdf 14 hours ago
> if I ate only the 2000 kcal I hypothetically need I would go into a strong deficit

Right, and that's kind of my point - the "2000 kcal" figure is itself part of the problem. It's a rough global average that doesn't account for your sex, age, weight, body composition, activity level, or even climate. It's a number on a food label, not a physiological reality for any specific person.

And even if you could nail down your actual total daily energy expenditure, calorie counting treats all calories as equal, which they aren't. Your body spends 20-30% of the energy in protein just to digest and metabolize it, compared to 5-10% for carbohydrates and 0-5% for fat. So 100 kcal of chicken breast and 100 kcal of butter are not metabolically equivalent - your body nets significantly less usable energy from the protein. This is the thermic effect of food, and it alone accounts for roughly 10% of your total daily energy expenditure.

Speaking of which - basal metabolic rate (just keeping your organs running, blood circulating, cells maintained) accounts for about 60-70% of total daily energy expenditure. Add the thermic effect of food on top and you're at roughly 70-80% of your energy budget spent before you even stand up from bed [1]. Physical activity - including your 100km rides - typically makes up the remaining 20-30%, though obviously that range is wide and shifts dramatically for endurance athletes.

So yes, of course people who cycle 100km need more fuel. Nobody is disputing that. My point is that most people vastly overestimate how many calories exercise burns relative to what their body spends just existing, and they use kcal as a universal unit of nutritional value when the body's actual energy extraction varies significantly by macronutrient composition. People optimizing purely on calorie numbers are working with a model that's far rougher than they think.

And this whole picture gets worse with wearables pushing calorie counts front and center. You see it all the time - "my wearable shows that i burned 300 kcal with that activity so it zero outs that sweet thing I ate earlier that was also 300 kcal" That's wrong on multiple levels - the device estimate is inaccurate to begin with, the thermic processing of that pastry isn't equivalent to the "300 kcal" on its label, and your body doesn't do neat arithmetic like that anyway. But with every fitness app and smartwatch plastering a big kcal number on your workout summary, it's becoming the default way people think about food and exercise, and it's reinforcing exactly the wrong mental model.

[1]: https://my.clevelandclinic.org/health/body/basal-metabolic-r...

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Terr_ 14 hours ago
> doesn't account for [...] activity level

That specific aspect might end up irrelevant for dieting, which is exciting since it flies in the face of intuition. It seems that when it comes to long-term modes of existence (as opposed to, say, the one day of the marathon) the "activity level" doesn't really affect how much energy your body uses.

> In this study, we used the doubly-labeled water method to measure total daily energy expenditure (kCal/day) in Hadza hunter-gatherers to test whether foragers expend more energy each day than their Western counterparts. As expected, physical activity level, PAL, was greater among Hadza foragers than among Westerners. Nonetheless, average daily energy expenditure of traditional Hadza foragers was no different than that of Westerners after controlling for body size.

https://journals.plos.org/plosone/article?id=10.1371/journal...

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tuesdaynight 12 hours ago
Thank you for your comment. I didn't know about protein and carbs and fat calories not being metabolically equal. I'm hoping that calories counting apps would account that in, but I know that it's probably not the case
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Rapzid 16 hours ago
Chess lol. Playing a competitive arena FPS a the highest levels will get your brain cooking.
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raincole 15 hours ago
Don't know what's here to 'lol' about chess. Are you implying chess isn't cognition intensive?
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Rapzid 3 hours ago
I'm suggesting there are other activities I'd expect to cause the brain to burn more calories.
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h33t-l4x0r 15 hours ago
Why would it be more than any other activity that involves making decisions?
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perching_aix 8 hours ago
That's not what they are suggesting?
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evanjrowley 11 hours ago
Balancing health while being productive as an average adult seems like an impossible equation today.

Many people tell me I need to lift weights to lose weight.

On mornings when I actually put in real effort, I pay for it with a significant cognitive performance penalty for the remainder of the day. I want to do nothing more than sleep an hour after a workout, which is bad timing, because that's when I need to clock into work.

I stay hydrated, get enough sleep, etc. People tell me that I'm over training, which is ridiculous, because anything less would be easy and contravene the purpose of the workout.

This is why I prefer to exercise in the evening, but there are known negative effects [0] of physical exertion on sleep quality.

If I actually did all the exercise I needed to do at the gym in the morning, then I'd probably have to sleep at 9:00 PM and wake up at 4:00 AM. There's no room to live in that schedule.

[0] https://dx.doi.org/10.1038/s41467-025-58271-x

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soared 10 hours ago
Hate to be the bearer of bad news, but you are likely over training. Check out heart rate zones, optimal workouts for weight loss/muscle gain. IE for endurance sports most of your training time should be zone 2, which if casually “a level of breathing where you could have a conversation”. So not breathing hard. It’s counterintuitive, but you should do workouts pretty close to easy.
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mamcx 8 hours ago
Yeah, in special if you "stop-start-stop" constantly.

Give time to ramp-up. I like to start 2-3 days with things like the "7 minute workout" before dive in into anything more complicated.

Is better quantity than "quality" until you actually can put the discipline and consistency. If not, just walk is good enough

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EPWN3D 9 hours ago
Exercise is a magic pill in every sense except for losing weight. That's almost entirely controlled by your diet.

If you're exercising to lose weight, you're probably thinking that more exercise means more weight loss, which means that you could be overtraining.

I recently got a second Apple Watch to wear to bed to track my sleep, and it's given me some really great insights into when I'm hitting the red zone and need to dial back training. For exercise, more intensity is not always better. What matters is consistency, not consistently high intensity.

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ap-hyperbole 9 hours ago
> Many people tell me I need to lift weights to lose weight.

No you dont. Exercise does help, and has many other benefits but is not the main driving factor for losing weight. Diet is by far the most important one. Calories intake vs expenditure is the only thing you need to worry about if your primary goal is weight loss.

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diogenes_atx 10 hours ago
Something else you might try is changing your diet. After I became a vegetarian and eliminated refined sugar and excess sodium from my food, my health improved, as well as my sleep. I am no longer pre-diabetic. And the food that I eat is wonderful, many different ways of preparing beans and lentils for protein instead of meat.
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throwaway-11-1 8 hours ago
I couldn’t believe how much more alert and awake I would feel after lunch when I quit meat and dairy. Also highly endorse avoiding refined sugar and reducing sodium. Wish I had switched to this diet earlier in life
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rKarpinski 8 hours ago
> People tell me that I'm over training, which is ridiculous, because anything less would be easy and contravene the purpose of the workout.

This doesn't mean you aren't over training.

If it's strength training... Without knowing the specifics what you are describing sounds like too much volume (and training for hypertrophy). Lower reps (3-5) & higher weight will have more of a strength stimulus and be less taxing.

If it's cardio... you probably should be at a lower intensity and going for longer.

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ChoGGi 10 hours ago
> Regardless of strain, exercise bouts ending ≥4 hours before sleep onset are not associated with changes in sleep.

Exercise a little earlier in the evening?

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xiphias2 10 hours ago
,,Many people tell me I need to lift weights to lose weight.''

This is stupid. All you need to do is to get used to being hungry to the point of losing 0.1kg/day and measure yourself a lot (I'm doing the same).

Actually for me working out increases my appetite, and I feel like I have to eat so thar the gym session doesn't go wasted.

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aaronbrethorst 16 hours ago
I found the AI writing of this post to really detract from its message. Give your agent meaningful writing samples of your own work and use those as a ‘style transfer’ basis for blog posts to get something far more true to your own voice.
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nothrabannosir 16 hours ago
Or please just put the prompt in a blog post instead.
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yorwba 15 hours ago
Who would read a blog post that just says "Think of a topic that users of an app for monitoring blood oxygen might be interested in, do a web search for related articles and synthesize them into a blog post. Make sure to draw on your own personal experience to make it more engaging"? I'm sure the actual ad at the bottom had more human effort put into it than this article.

The website owner didn't even bother to check for hallucinated links, though https://journals.physiology.org/doi/full/10.1152/japplphysio... does exist and somewhat backs up the clickbait headline, so it would be satisfying comeuppance if the mods could just replace the submission accordingly.

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raincole 16 hours ago
It's well-structured and the message is clear. Are we intentionally prompting LLM to write badly now? Do we have to manually write bad essays to avoid AI accusation?
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pcloadlett3r 15 hours ago
It's just so cliche. The dramatic transitions which introduce things that aren't as important as the transition itself. The flow is very AI, short dramatic responses to a previous question that's also not "groundbreaking" enough to warrant such a style. It's just hard to unsee these things. Idk man, I guess if you like it, that's great but I cringe when I read this and I never finish reading because I assume the author put in minimal effort so why should I?
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raincole 15 hours ago
I mean... this is an ad for their app and the purpose is to make you click more articles on their blog. Even if it's written by a human it doesn't justify much more time reading it. If there are jobs deserving to be replaced by LLM, this kind of copywriting is on top of my list.
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derbOac 14 hours ago
There's confidently hallucinated citations, which makes it bad writing either way.
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fifticon 16 hours ago
Usually, I can easily tell bad AI slop, because it is just that - sloppy - the bullet points, the 'delving' and all that. But how can you tell this article was also AI-tainted? On a second skim, I can sort of sense some of it - the bulletpoint-enthusiasm, the idiosyncratic segues (?) that link sections/paragraphs of the text. But it didn't trigger for me immediately, or cause me concern..?

I'm worrying that soon, I will have to hunt for non-AI essays by them just being worse written/more 'crude' and not as eloquently written as an AI would do :-/ Basically, seeking out "authentic human slop".

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Paracompact 14 hours ago
It's very clear to me on its face that it's AI, but not "obvious as the sky is blue" others seem to be implying. I would dislike the writing style even if it weren't AI.

For the record, an AI detector that appears to have put work into reliability and that I trust very much from my own testing, Pangram (https://www.pangram.com), says this is 100% AI generated. I've used it plenty before when experimenting with AI-collab writing, both fiction and non-fiction, and it's frustratingly accurate in identifying what is and isn't my contribution. I have since largely given up trying to do AI-collab writing, because no matter how nice the writing looks in the moment, it always reeks when read closely, or on later days.

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Miraltar 11 hours ago
Your detector did not work well on an AI-collab writing fiction project I did a while ago, tagged it as 100% human even with high confidence for the most part. But to be fair, most detectors weren't significantly better, although this one gave a justification that made sense https://aidetector.com/
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thinkingemote 16 hours ago
Here's the part that really stood out for me. Not one thing but the other thing that isn't really noteworthy.

(Also have a look at Wikipedia how to identify signs of ai writing.)

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kibibu 15 hours ago
Passages like this one suggest that maybe it was an AI rewrite, rather than from scratch:

> I experienced this pattern without understanding it. My Tuesday evening interval sessions, scheduled after long workdays, consistently felt worse than my Saturday morning sessions. I blamed sleep, stress, hydration. Those all matter, but the research suggests the cognitive load itself was a primary culprit.

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qmmmur 16 hours ago
The sentences are all roughly the same length too
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pcloadlett3r 16 hours ago
You really couldn't tell? The overly dramatic transitions all over the place is such an obvious tell:

> Here's the part that surprised me:

Might as well have said "here's the kicker" and used emojis instead of bullets. Maybe you can share your reading sites as you seem rather undrrexposed to not recognize this immediately lol.

Edit: I mean come on man, how can you not tell?! I'm still cringing from this one:

> The incremental cost of actually thinking hard? Almost nothing.

Edit II

"This isn't one study"

Dum dum dum. Sooo dramatic. 100% slop.

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throw2927374 15 hours ago
Hmmm... I write like this.

Maybe AI is being trained on my writings.

Edit: Maybe because I was raised in the 80s, but this style of "asking a question to introduce a topic" was very common back then.

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XenophileJKO 15 hours ago
I do that too. It feels more natural, like I'm telling you what I am going to try to answer.
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tasuki 14 hours ago
> The incremental cost of actually thinking hard? Almost nothing.

Wait you can tell from this that it's written by a LLM? I think you're written by a LLM...

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amelius 15 hours ago
Or better, style-transfer the training data, and retrain the model.
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andai 16 hours ago
I wanted to test my theory that "don't use cliche'd language" helps with that, but incredibly the essays ChatGPT is giving me today don't have any of the tells. How do I get it to give me slop?

I asked "Can you give me a short essay on the history of fire." Maybe the type of writing requested has a massive effect on the language used?

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thinkingemote 16 hours ago
Possibly. As for this blog post and for most slop the prompt itself will contain the material. The material will be very short.

"Here is one paragraph of an idea, an abstract of a report. Write a blog post."

Whereas a "history of fire" contains no article in the prompt and so might have more material from its own auto complete database to draw from.

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dgxyz 16 hours ago
Or just fucking write it yourself!
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FooBarWidget 15 hours ago
Why is this AI writing accusation necessary? Plenty of humans write this way. Have you ever read pre-AI content marketing articles? If you've learned a bunch content marketing advise then you'll see those patterns that you now associate with "AI writing" were already all over the place. Baity titles like "Why it's bad that X did Y" or "<explanation of the problem>. Want to be freed from worrying about this? Use $OUR_BRAND", urgh, once you learn those patterns you can't unsee it.

Granted, you don't like to like this style of writing, I don't either. But you don't have to auto-accuse AI writing either. Also, there's nothing wrong with using AI to rephrase a manually written text for better readability, plenty of people use AI for that too rather than writing the entire thing.

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darthbanane 18 hours ago
Was expecting the article to mention creatine which interacts with ATP. It's a supplement that's so well studied that almost everyone should take it, even if you don't workout at all. In my experience it has helped tremendously with mental endurance (n=1 but there are some studies that support it, especially in older people with cognitive decline).
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hpdigidrifter 17 hours ago
Creatine ruins my sleep Find myself getting up multiple times a night to pee.

Even once is rare unless I've been out drinking for the night.

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fud101 17 hours ago
That's interesting. I'm having the same problem. I usually have it after my workout in the evening. Should I try moving it to earlier in the day?
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mfro 10 hours ago
I take it first thing in the morning and only have this issue early in the day. I don't know if that has some effect on its efficacy but it is more convenient for me.
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misja111 14 hours ago
In my experience, it's the workout itself that ruins sleep when it's in the evening. My theory is that it's because of the adrenaline generated by muscle strain.
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bitshiftfaced 9 hours ago
> that almost everyone should take it

I can see why every vegetarian should take it. But if you eat meat regularly, your creatine stores will be at a level where you'd probably only see a cognitive benefit at times of sleep deprivation. But if you're regularly sleep-deprived, then you'd do best by addressing your sleep issues.

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omgmajk 17 hours ago
Creatine monohydrate (and seemingly HCL too, though not tested long term) kind of makes me constipated. I'd like to take it, because I lift weights quite often, but it just messes with my stomach too much.
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nfg 18 hours ago
How much are you taking?
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derektank 17 hours ago
Second anecdote, I take between 10 and 15 grams. I don’t experience cognitive effects at lower doses (though my weightlifting endurance is still higher on lower doses). I also don’t eat meat so don’t have any incidental consumption
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matwood 17 hours ago
That seems like a lot to take daily. Most studies have settled on loading isn’t needed and 5g/day is enough.

I just take 5g/day with my morning coffee/water.

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canucker2016 16 hours ago
Most creatine studies focus on the effects of creatine on physical activity, especially wrt resistance training.

Rhonda Patrick has made several YouTube videos about creatine and you can find more information about creatine at her website - https://www.foundmyfitness.com/topics/creatine.

One of her creatine videos mentions that your muscles will take up ingested creatine faster than the brain. So for any creatine to make its way to the brain, your muscular creatine stores must be topped up first.

I think dosage would depend on the amount of daily physical activity. If you work out a lot, you'd have to replenish your muscular creatine stores before the brain could access any/much.

She also mentions boosting creatine dosage after bouts of mental exertion.

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wongarsu 13 hours ago
To add another data point, a 2024 study [1] on the mental effects of single doses of creatine was using 0.35g/kg of creatinemonohydrate, or about 28g for a typical adult male. Though obviously high doses are safer if you just do them once

And an earlier 2018 article [2] argued that "Evidence suggests that the blood–brain barrier is an obstacle for circulating cre- atine, which may require larger doses and/or longer protocols to increase brain creatine as compared to muscle. In fact, the broad spectrum of creatine sup plementation studies that span different dosing pr- tocols (e.g. high-dose short-term, low dose longer- term), co-ingestion of other nutrients/compounds (e.g. carbohydrate, protein, insulin), different popu lations (e.g. vegetarians, elderly, patients, athletes) is unavailable for brain creatine adaptations"

1: https://www.nature.com/articles/s41598-024-54249-9

2: https://www.researchgate.net/profile/Bruno-Gualano/publicati...

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nomel 16 hours ago
> I also don’t eat meat

This is probably an important difference from the average participant of those studies.

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matwood 16 hours ago
Meat is one of the primary sources of dietary creatine, but still provides overall very little (~2g/pound of uncooked red meat). There isn't much to make up for in a non-meat eater and the 5g should still be fine.
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yourusername 15 hours ago
If you're taking your coffee hot wouldn't that denaturate the creatine?
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amelius 15 hours ago
What are the cognitive effects?
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girvo 17 hours ago
5 grams a day, personally, based on a large body of evidence that it is a good amount.
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nandomrumber 17 hours ago
> personally

You’re not having someone else take it for you?

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21asdffdsa12 17 hours ago
Shouldn't the chemistry hide the usage of calories by the brain? It gets basically a supply run at night - when its washed with lymph, sugar supplied and then subsists on that for new memory formation and computation with small scale supplies delivered during the day via the blood stream? So a hard thinking experience should show up downstream as calorie usage during the following sleep?
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podgorniy 15 hours ago
I also think that glucose is a bad proxy for claiming "no thinking overhead"
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baron816 17 hours ago
Is anyone here able to offer an explanation for why our brains are able to do really complex tasks without using much energy, at least compared to AI systems?
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bob1029 17 hours ago
The brain relies on discrete, sparse events in space and time to handle computation.

Most of the computation and learning that occurs is attributable to the relative timing of spiking events. A lot of information can be encoded in the delay between 2 spikes. The advantage of biology is that there is no explicit quantization of the time domain that must occur. Biology gets to do a lot of things "for free". Simulating causality in a computer in a similar way requires a priority queue and runs like ass by comparison.

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wongarsu 16 hours ago
The way neurons and synapses work you spend a lot of energy keeping them ready to fire. How often they actually fire is a smaller cost compared to maintaining them in ready state.

We end up using 100W (2000kcal/day) for the whole body, or about 20W for the nervous system alone (though a nervous system alone wouldn't be able to survive). That's comparable to what a modern laptop uses. Sure, that laptop can't run a large LLM at any reasonable speed, but it can do basic math far better than my brain. By a comically large margin. Just a consequence of the very different architectures chosen

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pjc50 15 hours ago
Current AI systems aren't biomimicry; they run a simulation of something vaguely similar to neurons. This is rather like "why does it take more processing power to emulate a PS2 than the original PS2 had".
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kergonath 16 hours ago
Why would they not be? A brain and a computer are completely different things. They don’t do the same thing and they don’t work the same way at all.

"Artificial neuron" was a useful metaphor at the beginning, but they really are a very simplified model based on what some people understood of neurology back then. They are not that useful to get insights into how actual neurons work.

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alex43578 17 hours ago
Completely different architectures and mechanisms. Machine learning draws inspiration from some biology concepts, but implements it in different way.
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amelius 15 hours ago
Because computers use digital circuits which are not allowed to make mistakes, i.e., they amplify each signal during every step as it passes through the system.
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suzzer99 17 hours ago
If I'm not in flow state focusing on some programming problem, my brain is still going a million miles a minute pontificating about 10 different threads of nonsense at once. So I could see where focusing on one task doesn't actually burn any more energy, it just pulls in all those other workers and puts them to work on one thing.
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haritha-j 16 hours ago
My thinking was that its sort of like an engine spinning at idle vs when the gear's engaged, in either case the engine is still spinning and using fuel, just more so when its engaged, as opposed to an electric motor.

I know the metaphor isn't exact, it's just how i thought of it.

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johnfn 16 hours ago
This is explained in the article.
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niemandhier 4 hours ago
Creatine helps. It gets stored in the brain as phosphocreatine, which can be used via creatinease to build ATP faster from ADP.

It takes at least a week until it gets stored in the brain if you start taking it.

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misja111 14 hours ago
I have noticed that the reverse is also true: a heavy workout makes it more difficult to think hard afterwards.
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ludwigvan 14 hours ago
I am also interested if this is the case. Anyone have any scientific evidence for this?
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misja111 9 hours ago
I guess it's the same principle, an excess of adenosine in your brain because of the mental strain you put on yourself during the workout.
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joduplessis 18 hours ago
Quadruple espresso + some good deathcore solves this pretty nicely for me.
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sdfhbdf 17 hours ago
The product that this article is advertising seems to be pretty inaccurate and their marketing seems to be burying that information.

The big copy on the front page says:

> Your Apple Watch *tracks* VO2 Max—one...

While you have to read through FAQ where you see:

> The watch *estimates* your cardio fitness during outdoor activities and stores it in Apple Health, which our app reads automatically.

All emphasis are mine.

I think it's a little disingenuous to sell this as "Your VO2 Max, finally visible" when it's actually just an estimate from a watch, based on biomarkers. When the real VO2 is measured in a lab with a more involved equipment.

A 2025 validation study involving 30 participants found that Apple Watch underestimated VO2 max by a mean of 6.07 mL/kg/min (95% CI 3.77–8.38) when compared to indirect calorimetry, the gold standard method. The mean absolute percentage error (MAPE) was 13.31%, and the limits of agreement showed considerable variability ranging from -6.11 to 18.26 mL/kg/min [1]. Another 2024 study found similar results, with the Apple Watch Series 7 showing a MAPE of 15.79% and poor reliability (ICC = 0.47) [2].

[1]: https://journals.plos.org/plosone/article?id=10.1371%2Fjourn...

[2]: https://biomedeng.jmir.org/2024/1/e59459

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Madmallard 16 hours ago
yeah there's no reliable way to measure VO2 max without breathing into tubes.
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ajb 16 hours ago
There's (vo2master) device that can apparently measure it in one breath; there was a video on some swimmer using it on turnaround without much interference with their exercise. $7k though.
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koliber 11 hours ago
This kind of correlates with a wisdom I've heard before:

You don't suffer from a lack of time, but rather a lack of energy. And actually, you don't suffer from a lack of energy, but a lack of activation energy.

We colloquially refer to activation energy as motivation. But maybe that's not the whole story. Some of it is willpower and personality, but maybe some of it is a buildup of adenosine.

This squares with my personal experience. It's harder to start things after day's worth of intense mental effort.

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user____name 13 hours ago
Was reminded of this study which pointed to glutamate buildup leading to a similar effect.

https://www.science.org/content/article/mentally-exhausted-s...

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tsoukase 9 hours ago
"Healthy mind in a healthy body", the ancient Greek tradition suggested.

For me as N=1, training after thinking is easier than the reverse.

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MagicMoonlight 10 hours ago
I’ve noticed this. Both physically tiring and mentally tiring activity seem to deplete the same pool.
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ifh-hn 18 hours ago
I train in the morning so it looks like I avoid this completely. Also the calculator at the end... Just assume an Apple watch.
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gloxkiqcza 16 hours ago
Yeah, this seems like an obvious solution. If possible, move your workout to before work.
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piskov 14 hours ago
Creatine really helps with “energy”.

Found myself practically stop longing for sweets during programming; have more energy during workouts (135 KG bench press and all the other stuff).

5 g daily is what considered to saturate your muscles.

Some report that any additional helps cognitive tasks (but I haven’t seen definitive studies besides the sleep deprivation).

I take 7.5 g

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coolThingsFirst 14 hours ago
Yes, this is what I have noticed as well.

Willpower is limited. Hard workout means intense cognitive effort is much harder to pull off.

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soared 18 hours ago
Holy 3-6mg of caffeine per kg is a shit ton. That’s 2-4 cups of coffee for me!
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instagib 18 hours ago
https://vo2maxpro.com/blog/does-caffeine-improve-vo2-max

They list a study and more info on that page. Probably why almost all pre-workouts include caffeine. Some push for 300mg per serving.

Yohimbe gives some weird heart effects also.

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lostlogin 16 hours ago
That doesn’t seem a lot to me at all, and coffee seems to have health benefits up to doses exceeding that.

https://pmc.ncbi.nlm.nih.gov/articles/PMC12348139/

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samplatt 18 hours ago
Seven for my ~140kg arse. Not sure how healthily this scales.
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lostlogin 15 hours ago
That sounds like some weak coffee. Espresso is about 150mg for a double shot I thought?
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yourusername 15 hours ago
4 cups of coffee is considered a lot?
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rXwubXUGAm 14 hours ago
yeah that's a ridiculous amount. I'd be so jittery there's no way I'd be able to workout after taking that much. If I have more than one cup of coffee in a single sitting I get so anxious I can't even take proper deep breaths.
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xnx 14 hours ago
Content marketing slop
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