Raw LLM Responses
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G
I been doing the same thing, especially with the speech 😂 but then it dawns on m…
ytc_UgwLXW6su…
G
Makes total sense, kids have energy need to burn it off when they’re wired they …
ytc_UgyNy_QLq…
G
Totally different, 2012 never had any legitimacy or basis in fact. AI is real an…
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G
The sins of AI will fall on those who made it and allowed it to be in control. T…
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G
He reminds me a bit of Sam Bankman Fried. Rumors of high intelligence but no act…
ytr_Ugyu2V-k2…
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Eric Schmidt represents the bullish perspective while Nate Soares stands for the…
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AI doesn’t stop you from making art… as an artist I find it hugely beneficial to…
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I disagree with LeCun, in the fact that he thinks the alignment problem is an ea…
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Comment
We hear more and more about robots, AI, and automation taking over jobs—from fast food workers to software engineers. But there’s a deeper issue beneath the headlines. As wages vanish, so does the engine of demand that keeps the economy turning. Without income, people can’t spend. Without spending, businesses can’t sell. That’s when even automation stalls.
“Automation Annuity with Magic Oranges” presents a practical, targeted solution: the Progress Dollar system. This is a pool of printed money—not borrowed or taxed—that’s distributed to offset wages lost due to automation. It doesn’t add to the national debt and doesn’t depend on taxing the wealthy or expanding welfare. It’s a self-adjusting system, responsive to real-time economic shifts.
Progress Dollars are issued in response to excess productive capacity—when machines and systems are ready to produce, but there aren’t enough consumers with money to buy. Instead of letting that capacity sit idle, Progress Dollars restore demand exactly where it’s lacking. It’s an elegant solution to a very modern problem.
The book illustrates this using the “Production Parabola.” On the left side is the seller’s market—where demand exceeds supply and prices go up. At the top is the point of balance—where production and consumption are in harmony. But on the right side, we find ourselves in the buyer’s market—where automation floods supply but shrinks consumer income. The Progress Dollar is designed to shift us back toward the peak of that curve.
Importantly, the Progress Dollar system is designed with inflation controls. If inflation is caused by demand exceeding supply (demand-pull inflation), the system pauses new Progress Dollar issuance. But if inflation is caused by supply chain issues or rising input costs (cost-push inflation), Progress Dollars continue to flow to sustain purchasing power without making the problem worse.
And then there are the Magic Oranges—a metaphor for non-inflationary investments that benefit the entire nation. Rather than letting surplus productive capacity go to waste, we can direct it toward initiatives that strengthen society. In “Automation Annuity with Magic Oranges”, these include offering a free Federal University Online to expand education access, providing targeted pandemic-style stimulus checks to restore demand during downturns, and shoring up Social Security to ensure retirement security for aging Americans. These are the Magic Oranges—worthwhile uses of economic surplus that don’t drive inflation, but rather improve long-term national wellbeing.
youtube
AI Harm Incident
2025-07-13T09:1…
Coding Result
| Dimension | Value |
|---|---|
| Responsibility | none |
| Reasoning | consequentialist |
| Policy | none |
| Emotion | fear |
| Coded at | 2026-04-27T06:24:53.388235 |
Raw LLM Response
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{"id":"ytc_Ugy4nL3EXNkLfKjWSWx4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"fear"},
{"id":"ytc_UgyTNuHnE_stLbWmW-54AaABAg","responsibility":"company","reasoning":"mixed","policy":"none","emotion":"mixed"},
{"id":"ytc_UgxK4O0evuXa_MudTrB4AaABAg","responsibility":"distributed","reasoning":"contractualist","policy":"liability","emotion":"outrage"},
{"id":"ytc_UgwM8A0Z5zZehfU7VTB4AaABAg","responsibility":"company","reasoning":"mixed","policy":"none","emotion":"mixed"},
{"id":"ytc_UgwU4PHAcqYTDE0VYxl4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"fear"},
{"id":"ytc_Ugy6OjNJfcBn9KBWh-F4AaABAg","responsibility":"distributed","reasoning":"mixed","policy":"none","emotion":"fear"},
{"id":"ytc_UgzRWc6BnIeSB84QVDN4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"none","emotion":"mixed"},
{"id":"ytc_UgyMNqyGwM8upjrnDEx4AaABAg","responsibility":"user","reasoning":"mixed","policy":"none","emotion":"outrage"},
{"id":"ytc_UgxP4KnFP0qyXnhkaBR4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"approval"}]