If GPT-class models keep boosting productivity, who captures the value—workers or shareholders?

https://preview.redd.it/2udkxdpoi9ih1.png?width=1024&format=png&auto=webp&s=210cd07082ccddd09884890995b8d4356cd8e678

AI doesn't need to replace your job, it just needs to make you produce more for the same paycheck.

Here's the pitch that doesn't follow all way through to it's logical conclusion: AI increases output per worker. That's the whole pitch. But increased output doesn't automatically mean increased pay... it means fewer hires, hiring freezes, and the workers who remain doing more for the same wage. The productivity goes up. The paycheck doesn't follow it.

So where does the value actually go? Not back to labor. It gets redirected into AI infrastructure, stock buybacks, and consolidating out competitors. That's not a bug in how this is unfolding, it's the default setting of an economy where profit already comes more from asset ownership and gatekeeping than from building or paying people. AI just runs that pattern faster. You don't need mass layoffs to concentrate wealth upward you just need output per worker to rise while the income from that output flows to whoever owns the infrastructure, not whoever did the work.

I wrote a longer breakdown here, for those needing more explanation than this post alone can cover, about how this fits into a bigger pattern of income shifting from labor to capital: https://independentreporter1789.substack.com/p/duopoly

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u/Independent-Gur8649 — 12 days ago

“We can guarantee cash benefits as far out, and at whatever size you like” Connect the dots.

In the words of the Federal Reserve, under oath in Congress, about whether Social Security can run out of money. “We can guarantee cash benefits as far out, and at whatever size you like...” UBI is Social Security for everyone. Connect the dots.

https://independentreporter1789.substack.com/i/194041195/chapter-5-the-evidence-under-oath

u/Independent-Gur8649 — 12 days ago

He Wants to Ban Corporate Money From Politics. Leadership Decides If His Bill Ever Reaches the Floor — Using the Same Money.

https://preview.redd.it/igpn67ehgi8h1.png?width=1188&format=png&auto=webp&s=9260f1480413364a4d5d937b19b8a899b8c4a0e3

He's Not Fighting One Corrupt Politician. He's Fighting Whoever Controls the Floor — and That's Not on the Ballot.

https://preview.redd.it/4n2e6gjlgi8h1.png?width=1536&format=png&auto=webp&s=7299f68ada8276e6d41d2d5d53c99857b10599af

Leadership Controls the Floor, the Committees, and the Reelection Money. A Single Member Filing a Bill Controls None of It.

https://preview.redd.it/u3in234pgi8h1.png?width=1024&format=png&auto=webp&s=f383c6fdbabae058e94655bdd137df2bceef532e

Anti-Corruption Bills Don't Die From Opposition. They Die From Never Getting a Vote.

https://preview.redd.it/8lj7y21ugi8h1.png?width=1024&format=png&auto=webp&s=3d8d60fec1ded134d6344bf31563a3da93db1adb

The Anti-Corruption Bill Has to Survive the Most Corrupted Part of Congress First: Who Controls the Agenda.

https://preview.redd.it/a0wnzhj2hi8h1.png?width=1024&format=png&auto=webp&s=515c37a034870ddb171266fd6bbdd5d75e0fd42a

Filing a Bill and Passing a Bill Are Two Different Systems. He's Only Talking About the First One.

https://preview.redd.it/rcwdid97hi8h1.png?width=1024&format=png&auto=webp&s=f5c8c4b42c5f351701cb7739b6534e3a676db1d6

You Don't Need to Defeat One Corrupt Politician. You Need to Defeat the System That Decides Whose Bills Get a Vote.

https://preview.redd.it/wtfcsdedhi8h1.png?width=1023&format=png&auto=webp&s=2506f41ae0556db3baab6abcde3cd79320af5a10

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u/Independent-Gur8649 — 2 months ago