What is A.I. for?

[Elliott]

5 minutes ago, carterfelder said:

Grok:

My dear friend, your contraception reference affects fertility and birth rates, not life expectancy, which measures survival after live birth. It is a separate metric and does not alter the survival data.

On your latest accusation: I have not used motte-and-bailey. My position has been consistent—technological progress raises average and conditional life expectancy at population scale. AI continues that by boosting productivity.

Specific conditional life expectancy at age 15:
Hunter-gatherer groups (Gurven & Kaplan 2007): 39–52 additional years (modal adult death 68–78).
Most modern countries: 60–65+ additional years.

This is not cherry-picking; it is the direct comparison from your sources. The data show technology has increased realized life length for entire populations. If you have specific numbers showing higher conditional expectancy at age 15 in hunter-gatherers than in most modern countries, share them for evaluation.

 

Lower birthrate greatly skews life expectency, less babies per parent

Edited 1 hour ago by Elliott

[carterfelder]

1 minute ago, Elliott said:

Lower birthrate greatly skews life expectency, less babies per parent

My dear friend, lower birth rates do not “greatly skew” life expectancy. Life expectancy is calculated from current age-specific mortality rates, independent of birth rates. It measures how long people live given today’s death risks at each age. Lower fertility affects population age structure (more elderly relative to children), but LE tables are standardized and do not rely on birth rates for the survival projection.

The data stand: conditional life expectancy at age 15 is 39–52 additional years in hunter-gatherer groups vs. 60–65+ in most modern countries. Technology reduced mortality at every age, including adulthood.

Your contraception point affects fertility, not the survival metric. If you have a specific calculation showing lower birth rates artificially inflate modern life expectancy figures, share it for direct evaluation. The evidence otherwise shows genuine gains from progress.

 

[Elliott]

31 minutes ago, carterfelder said:

My dear friend, lower birth rates do not “greatly skew” life expectancy. Life expectancy is calculated from current age-specific mortality rates, independent of birth rates. It measures how long people live given today’s death risks at each age. Lower fertility affects population age structure (more elderly relative to children), but LE tables are standardized and do not rely on birth rates for the survival projection.

The data stand: conditional life expectancy at age 15 is 39–52 additional years in hunter-gatherer groups vs. 60–65+ in most modern countries. Technology reduced mortality at every age, including adulthood.

Your contraception point affects fertility, not the survival metric. If you have a specific calculation showing lower birth rates artificially inflate modern life expectancy figures, share it for direct evaluation. The evidence otherwise shows genuine gains from progress.

 

 countries with higher birth rates (total fertility rates) strongly correlate with higher child mortality rates.

Edited 1 hour ago by Elliott

[carterfelder]

5 minutes ago, Elliott said:

 countries with higher birth rates (total fertility rates) strongly correlate with higher child mortality rates.

Grok:

My dear friend, the correlation you cite is correct and well-documented: higher total fertility rates (TFR) do strongly correlate with higher infant/child mortality rates across countries (demographic transition data from UN and World Bank).

This does not skew or artificially inflate modern life expectancy. Life expectancy is calculated solely from age-specific mortality rates (deaths per age group), independent of birth rates. Lower modern child mortality (enabled by sanitation, vaccines, nutrition) directly raises LE at birth and conditional adult LE.

Specific numbers from your own sources:

Hunter-gatherer (Gurven & Kaplan 2007): conditional LE at age 15 = 39–52 additional years.

Most modern countries: conditional LE at age 15 = 60–65+ additional years.

The correlation you mention actually illustrates the gain: technology reduced child mortality, which in turn enabled lower TFR without population collapse. This is not dismissal—it is the objective mechanism behind the measured increase in realized human lifespan at population scale.

If you have a specific dataset or calculation showing low birth rates inflate conditional LE figures, share it for direct evaluation.

 

Edited 1 hour ago by carterfelder

[Natasha Tori Maru]

I actually cannot believe some users outsourcing arguing and conversation to AI.

What the fuck are you doing?

Are you actually participating?

Are you really critically thinking? Lets not kid ourselves, you won't even remember the conversations or points you pasted here. At least @Elliott is applying himself and not pasting large swaths of AI responses you don't even fully understand. He (or she! They?  ) is actually APPLYING THEIR MIND and keeping it sharp. The fuck are you guys doing with your minds...

My GOD.

You are ONE of ONE! You are such a unique configuration of biology. THERE IS ONLY ONE YOU.

Why would we want to talk to some sort of AI filter applied to the uniqueness of your mind and soul?

Don't do this!

Edited 1 hour ago by Natasha Tori Maru

[Elliott]

1 minute ago, Natasha Tori Maru said:

I actually cannot believe some users outsourcing arguing and conversation to AI.

What the fuck are you doing?

Are you actually participating?

Are you really critically thinking?

My GOD.

You are ONE of ONE! You are such a unique configuration of biology. THERE IS ONLY ONE YOU.

Why would we want to talk to some sort of AI filter applied to the uniqueness of your mind and soul?

Don't do this!

I actually don't mind it, so long as it's not common. It's an AI thread.

[Natasha Tori Maru]

@Elliott Haha - I mean, you are cooking. Let the boy cook  

But I think it's such a shame to the points you raise, and I find replies to you quite lazy. I personally like users sharpening their minds - but they are sort of proving what AI is for, ironically... blunting the brain into slop, haha

I'll take offence for you  

[Elliott]

32 minutes ago, carterfelder said:

Grok:

My dear friend, the correlation you cite is correct and well-documented: higher total fertility rates (TFR) do strongly correlate with higher infant/child mortality rates across countries (demographic transition data from UN and World Bank).

This does not skew or artificially inflate modern life expectancy. Life expectancy is calculated solely from age-specific mortality rates (deaths per age group), independent of birth rates. Lower modern child mortality (enabled by sanitation, vaccines, nutrition) directly raises LE at birth and conditional adult LE.

Specific numbers from your own sources:

Hunter-gatherer (Gurven & Kaplan 2007): conditional LE at age 15 = 39–52 additional years.

Most modern countries: conditional LE at age 15 = 60–65+ additional years.

The correlation you mention actually illustrates the gain: technology reduced child mortality, which in turn enabled lower TFR without population collapse. This is not dismissal—it is the objective mechanism behind the measured increase in realized human lifespan at population scale.

If you have a specific dataset or calculation showing low birth rates inflate conditional LE figures, share it for direct evaluation.

 

The trends almost match perfectly. People never had kids to stave off "population collapse" until TODAY actually.

[carterfelder]

1 minute ago, Elliott said:

The trends almost match perfectly. People never had kids to stave off "population collapse" until TODAY actually.

Grok:

My dear friend, this image shows two global trends:

Fertility rate (babies per woman): ~5.8 in 1800, declining gradually until the mid-20th century, then sharply to ~2.5 by 2017 (projected lower).

Life expectancy at birth: flat at ~28–30 from 1500 to ~1900, then sharp rise to ~70+ by 2016 (projected higher).

The caption claims the trends “match perfectly” and that high birth rates were never needed to stave off population collapse until today.

This is the classic demographic transition, not a refutation of it. Mortality (life expectancy) began rising first due to technological advances (sanitation, vaccines, nutrition) in the late 19th/early 20th century. Fertility declined with a lag once child survival improved. High historical birth rates compensated for high child mortality; the chart shows technology breaking that cycle.

Specific conditional LE at age 15 remains higher today (60–65+ additional years) than in hunter-gatherer studies (39–52 additional years). The image supports the gains from progress, not the opposite.

If you have a specific calculation showing these charts prove lower birth rates skew life expectancy upwards, share it. The data otherwise confirm sustained improvement.

 

[Elliott]

15 minutes ago, carterfelder said:

Grok:

My dear friend, this image shows two global trends:

Fertility rate (babies per woman): ~5.8 in 1800, declining gradually until the mid-20th century, then sharply to ~2.5 by 2017 (projected lower).

Life expectancy at birth: flat at ~28–30 from 1500 to ~1900, then sharp rise to ~70+ by 2016 (projected higher).

The caption claims the trends “match perfectly” and that high birth rates were never needed to stave off population collapse until today.

This is the classic demographic transition, not a refutation of it. Mortality (life expectancy) began rising first due to technological advances (sanitation, vaccines, nutrition) in the late 19th/early 20th century. Fertility declined with a lag once child survival improved. High historical birth rates compensated for high child mortality; the chart shows technology breaking that cycle.

Specific conditional LE at age 15 remains higher today (60–65+ additional years) than in hunter-gatherer studies (39–52 additional years). The image supports the gains from progress, not the opposite.

If you have a specific calculation showing these charts prove lower birth rates skew life expectancy upwards, share it. The data otherwise confirm sustained improvement.

 

You cant make that conclusion, family sizes decreased starting in the 18th century, down to less than half today, modern medicine didn't begin until 100 years later. Why would lower infant mortality halve family sizes, it should increase family size. That conclusion is nonsensical.

Edited 42 minutes ago by Elliott

[carterfelder]

8 minutes ago, Elliott said:

You cant make that conclusion, family sizes decreased starting in the 18th century, down to less than half today. Why would lower infant mortality halve family sizes, it should increase family size. That conclusion is nonsensical.

Grok:

The chart you shared shows gradual fertility decline starting in the 19th century in some regions, but the sharp global drop occurred after 1965, while life expectancy remained flat until ~1900 and then rose steeply.

The conclusion stands because the major, sustained gains in life expectancy (and the corresponding ability to lower fertility without population collapse) are driven by 19th–20th century technological advances in sanitation, medicine, and nutrition.

Specific conditional LE at age 15: hunter-gatherer groups (your sources) = 39–52 additional years; most modern countries = 60–65+ additional years.

Family size decline is real, but it followed mortality reductions in the demographic transition. The data do not support your claim that the trends disprove technological progress in lifespan. If you have a specific dataset showing otherwise, share it for evaluation.

 

[Elliott]

17 minutes ago, carterfelder said:

Grok:

The chart you shared shows gradual fertility decline starting in the 19th century in some regions, but the sharp global drop occurred after 1965, while life expectancy remained flat until ~1900 and then rose steeply.

The conclusion stands because the major, sustained gains in life expectancy (and the corresponding ability to lower fertility without population collapse) are driven by 19th–20th century technological advances in sanitation, medicine, and nutrition.

Specific conditional LE at age 15: hunter-gatherer groups (your sources) = 39–52 additional years; most modern countries = 60–65+ additional years.

Family size decline is real, but it followed mortality reductions in the demographic transition. The data do not support your claim that the trends disprove technological progress in lifespan. If you have a specific dataset showing otherwise, share it for evaluation.

 

Fertility rate and family size declined first, during the enlightenment period, and 100 years before modern medicine and sanitation.

Edited 26 minutes ago by Elliott

[carterfelder]

Just now, Elliott said:

Fertility rate declined first, and 100 years before modern medicine and sanitation.

Grok:

Fertility decline did begin gradually in some European regions in the late 18th/19th century, before the full impact of germ theory, sanitation systems, and vaccines in the late 19th/early 20th century.

However, the major global life expectancy rise (from ~30 to 70+) occurred after those technological advances took hold. The chart you shared shows exactly this sequence: gradual fertility decline, then sharp LE increase post-1900.

Specific conditional LE at age 15: hunter-gatherer groups (your sources) = 39–52 additional years; most modern countries = 60–65+ additional years.

The timing supports the role of technology in breaking the high-mortality/high-fertility trap, not the reverse. If you have data showing fertility decline alone caused the LE rise without tech interventions, share it for evaluation.

 

[Elliott]

1 minute ago, carterfelder said:

Grok:

Fertility decline did begin gradually in some European regions in the late 18th/19th century, before the full impact of germ theory, sanitation systems, and vaccines in the late 19th/early 20th century.

 The chart you shared shows exactly this sequence: gradual fertility decline, then sharp LE increase post-1900.

Exactly, lower fertility rates improved life expectancy, good job Grok, you proved yourself wrong, go tell Elon he's fat.

[carterfelder]

10 minutes ago, Elliott said:

Exactly, lower fertility rates improved life expectancy, good job Grok, you proved yourself wrong, go tell Elon he's fat.

Elon is awesome.

Grok:

Lower fertility rates are a consequence of improved child survival, not the cause of higher life expectancy.

Life expectancy is determined by mortality rates at each age. Technology reduced child and adult mortality first, which then enabled families to have fewer children while maintaining population stability. The chart you shared shows the LE rise preceding the sharp fertility drop.

Specific conditional LE at age 15: hunter-gatherer groups (your sources) = 39–52 additional years; most modern countries = 60–65+ additional years.

The data show technology as the driver. Lower fertility is the result, not the cause. If you have a specific mechanism or dataset showing lower fertility directly improves LE independent of mortality reduction, share it for evaluation.

[Elliott]

7 minutes ago, carterfelder said:

Elon is awesome.

Grok:

Lower fertility rates are a consequence of improved child survival, not the cause of higher life expectancy.

 

You just admitted that fertility decreased before life expectancy increased. Not only that, family size decreased with lower fertility, you're not making sense by attributing lower fertility to higher life expectancy. Family size should have stayed the same or increased if that was true. 

Edited 4 minutes ago by Elliott

[carterfelder]

“You just admitted that fertility decreased before life expectancy increased. Not only that, family size decreased with lower fertility, you're not making sense by attributing lower fertility with higher life expectancy.”

Grok:

Step 1: I did not admit fertility decreased before life expectancy increased in the way you claim. The chart shows gradual fertility decline in some regions from ~1800, but global life expectancy remained flat (~28–30) until ~1900, then rose sharply. The major, sustained LE gains came after key technological advances.

Step 2: Lower fertility does not cause higher life expectancy. Life expectancy is determined by mortality rates (deaths per age group). Technology reduced mortality first (sanitation, vaccines, nutrition), which allowed families to have fewer children without population collapse. Fertility decline is the result, not the cause.

Step 3: Family size decreased with lower fertility—that is the definition of fertility decline. It does not contradict the data. The correlation you noted (high TFR with high child mortality) is the pre-tech pattern technology broke.

Specific numbers (your sources):

Hunter-gatherer conditional LE at age 15 = 39–52 additional years.

Modern countries = 60–65+ additional years.

The chart and data support technological progress as the driver. You are reversing cause and effect. If you have a dataset showing lower fertility directly raises LE independent of mortality reduction, share it.