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Libby Comeaux's avatar

“we should start channeling young people to resilient opportunities that will exist in the real world for years to come.” Suggestion: EcoRestoration - physical work - to address what we’ve been calling the “climate crisis.” Search “biodiversity for a liveable climate.”

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Active Voice's avatar

Will be very interesting to see whether AI is hitting the jobs report, as opposed to tariffs, political instability, or something else. I'm a lawyer--AI is changing the way we work, especially legal research, but I don't see any indication that firms have slowed hiring associates or that companies are relying on law firms any less. The social network (using that phrase to have positive meaning) that validates and advises and litigates and exercises judgment is still essential.

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Andrew Yang's avatar

Yeah we will see. I agree that law firms and their senior partners will still be in demand for judgment, experience and reputation.

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Sufeitzy's avatar

This is one of the most clear-eyed pieces on this I’ve read.

If your job is mostly fill-in-the-blank tasks, think of it as “auto-complete” from AI eliminating the role.

Consider the 8 major enterprise areas of concern - Revenue - generating Sales, Marketing, Product Design, Supply Chain; and control - Finance, HR, IT and Support.

Control areas - most of Finance, HR, IT and Support are full-in-the-blank. Three-way-match in Finance, most application configuration in IT… ouch.

Sales is a little, Marketing is a lot, Product Design is a little, Supply Chain is a lot.

I’ve been studying task analysis and process design and control for almost 4 decades.

That this is true in almost all companies, is the other shock.

It’s especially true of roles which manipulate text - software configuration, contract generation, purchase orders, sales proposals, reviewing resumes, billing documents, project planning, marketing collateral, job offers - the fill in the blank is endless. These tasks will be done between 100x and 1000x faster according to measurements I’ve made the last two years.

Flow will be automated with text manipulation steps with AI, only exception management will be staffed. The quality of work will go up 2 orders of magnitude and repeatability of flow near 100%.

When work quality nears 100%, even demand for AI automation will drop. That’s the strangest part.

Orders are configured correctly once, contracts are correct at first revision; proposals are perfect, purchase orders, match contracts invoices and invoices 99% of the time, it systems are tested once, and so on.

It’s going to be a bloodbath for accounting firms, legal and research for then next 2 years.

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Andrew Yang's avatar

I see it very similarly.

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Sufeitzy's avatar

You’re a lot more positive than I am.

A mid-level SAP integration script 15 seconds to write at a quality exceeding human capability. For a typical complex ERP add-on project it could finish all integrations, test plans and installation scripts in 15 minutes, not 15 weeks.

I constructed a tool which, using AI, wrote a personally customized training manual for channel sales, with illustrations, including factual instruction and role-play in 30 minutes instead of a week - customized, tailored to employee experience.

It took me 4 hours to write a tool set using AI to extract key entities from contacts, POs, and invoices and do three-way match. Even complex invoices for logistics with surcharges, accessorials and other special terms. It could handle 50,000 documents per hour with sufficient OpenAI licenses. It was adequate to replace all FP&A (Freight Payment & Audit) companies I’ve worked with, simultaneously. At $25 an invoice (going rate) it would generate $1M an hour in billing.

A lot of people will retire, Argentinian, Indian, Romanian and Filipino support and IT groups will be crushed.

Non-physical labor will be biased to people who learn and problem-solve fast, and can manipulate AI’s efficiently.

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