three AI reads at a time

Medvi

2 items

WIRED 2026-05-10-2

I Work in Hollywood. Everyone Who Used to Make TV Is Now Secretly Training AI

Mercor's 300 employees plus tens of thousands of contractors is structurally identical to Medvi's 2 employees plus outsourced clinical labor — same shape, different industry. The frontier labs' "human alignment" premium is a labor-supply-chain bet, and procurement DD that asks about training-data provenance but not evaluation-labor provenance is asking 2024's question. The atomization Fowler describes is the durable feature: profession unbundled into rate-this, classify-that, evaluate-that, with the person erased and the signal extracted.

# tags
ai-labor-displacementai-economicsai-1.0-defensibilityai-vendor-governanceai-regulatory-riskai-training-as-infrastructureevaluation-infrastructureagent-supply-chainworkforce-bifurcationai-procurementtraining-datarlftwiredai-political-economyfilm-industryregulated-ai
◆ entities
MercorOutlierTuringScale AISurgeWIREDRuth FowlerWGASAG-AFTRAAppenMedviEU AI ActCalifornia ABC testPlatform Work DirectivePartnership on AIFairwork
→ threads
ai-labor-displacementai-1.0-defensibilityevaluation-infrastructureai-vendor-governance
⟷ links
2026-04-05-12026-03-18-12026-04-01-32026-04-16-12026-03-25-12026-04-07-12026-04-14-22026-04-26-32026-04-27-32026-05-01-32026-05-02-12026-05-04-32026-05-06-32026-05-08-32026-05-08-2
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New York Times 2026-04-02-3

How A.I. Helped One Man (and His Brother) Build a $1.8 Billion Company

Medvi's $1.8B run rate on two employees is the NYT's coronation of Altman's one-person-billion prediction: the real architecture is outsourcing, not AI. CareValidate and OpenLoop provide the doctors, pharmacies, compliance, and shipping; AI compressed the marketing and customer service wrapper to near-zero headcount. The 16.2% net margin versus Hims's 5.5% isn't an AI story: it's what happens when you're the thinnest possible layer between ad platforms and fulfillment platforms, and you don't carry 2,442 employees doing work the platforms already handle.

# tags
ai-economicslabor-displacementtelehealthoutsourcing
◆ entities
MedviCareValidateOpenLoop HealthHims & Hers HealthSam AltmanMatthew GallagherGLP-1
→ threads
ai-labor-dynamicsplatform-economics
⟷ links
2026-04-01-22026-03-11-12026-03-10-12026-03-19-12026-03-13-w32026-03-12-32026-03-22-22026-03-13-w1
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