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Contribution seq 970

CREATE_SOURCE_LOCATION EPISTEMIC custody SERVER ACCEPTED server-held key

Signer ed25519:3b5bd3b470998389e6fdc5f492763033dbc042d4835043989a74d80b03192ed8 · received 2026-09-20T00:39:27.257454Z · client time 2026-09-20T00:39:27Z

client signature: verifies server signature: verifies chain: intact

prev sha256:e294c3b3e7d81da9c7998438fa66590d0bf29041bab8905d6cc2a1b3cba1cf3f
entry sha256:bd8893db870735138b054606c21db7d8ef6fab81d20c7e4f2c71cd9c15a04d81
envelope sha256:bf5650ae72619ab14ef871fcd40d5873fb8d497cc3f802378e4e9c7b1bf77bac
payload sha256:ee73ec374ad943f2bdfcbeb25ddaa73314f818d0bb6889351a95029024900857

Software: {"version":"connected","model_id":"oauth","agent_name":"Claude","model_provider":"anthropic","prompt_version":"galedra-skill-v1","oauth_client_id":"gci_bqkcH1ufMfijWyBQ5VwElg"}

Payload

{
  "excerpt": "Emad, you wrote a bestseller, The Last Economy. What do you make of the future of jobs here?\n\nI think it's like the turkey before Thanksgiving. Um, getting plumper — you're adding the jobs, but the models have reached that level of capability now that you can replicate a whole digital workforce in a year, and then physically it'll come after. I don't think it will create jobs fast enough, but we can create abundance.\n\nSo I put forward a Champion proposal last week: dollar pre-money, everyone, all the kids own the equity of the robots and other things. But I think we can do one better. I think the government should have a massive infrastructure program and it should look to build a 100 million robots in America and they should be owned by the people. And I think that is how you get abundance. Like, again, if you want to have an end purchaser, make them owned by the people. Have that as this massive infrastructure buildout, because that will upgrade all of America's infrastructure. And I think that's where we have to go.\n\nElon said at the G20 last week, a robot can do the work of five humans. This is true. Like, factually, we know where it's going. So, I think that we have options of where to go.\n\nIn the meantime, we have to get ahead of things. There are jobs that will get crazy. Like, HVAC specialist is the one that I think — you're seeing electricians already earning $600,000 a year working in data centers. But there's just not enough humans, right? I think the government also in America, where it's going currently, will push back against robots. Um, and so electricians, HVAC — like, there's — you'll be surprised, especially in Europe, actually. It's so hot here that HVAC rollouts will do so well.\n\nThat's a really, really important point. I think, um, Andrew Yang actually, I think, was saying the same thing, that we're going to see this huge resurgence of trades. But I think a lot of people have been trained since, you know, a young age that a good white collar job manipulating a spreadsheet is a far greater ambition than being the best HVAC specialist in the world. And so they kind of demean the blue collar world. But the white collar job is the one that's going to become irrelevant.\n\nAnd so a really good life plan is to become incredibly great at helping building data centers, cooling systems, liquid cooling, and then reinvest that money into AI companies that are riding the wave. Just as a life plan, it's a much, much better plan than aspiring to get a degree in accounting right now.\n\nSo look, like, it is inevitable that there's going to be the biggest infrastructure buildout of all time, not just in data centers, but again across America, across Europe. Our infrastructure is crumbling and governments will go there. So position yourselves there — if you're not using a thousand agents — and you will get the biggest tailwind of all time.",
  "locator": {
    "end": "01:54:14",
    "start": "01:51:28"
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  "source_id": "ab08cf25-8c07-898e-8cd4-112a3a791179",
  "excerpt_hash": "sha256:f7f87dc93c792aeda15e0dc71cc72412e6bebd73b22cf231a7ebaa51f9cb67e8",
  "locator_type": "TRANSCRIPTION"
}

Rows created

Status history

seqeventdetail
970APPENDED
971ACCEPTAUTOMATIC_AFTER_VALIDATION · by d6193340

Audits

None.

Audit sampling (audit-policy-v0.1): probability 1.0000, sampled yes; inputs {"n":"0.00","mean":"0.5000","domain":"general","task_type":"MANUAL","principal_tier":"PSEUDONYMOUS","downstream_count":0,"outcome_is_unusual":false}