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token-economics

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Apollo Global Management — The Daily Spark 2026-10-25-1

No Signs of AI Payoff Outside the Tech Sector

Real revenue per worker and profit margins are rising for the Mag 7 and flat for the S&P 493, and the San Francisco Fed's utilization-adjusted TFP shows no AI lift. Because the Mag 7 build and sell the technology, their results can't test whether buyers gain; the 493 can, and Slok's 'great calculator' framing explains why judgment doesn't get cheaper with tokens. The only series still climbing is token spend at VC-backed companies.

Ars Technica 2026-06-02-2

AI costs how much? GitHub Copilot users react to new usage-based pricing system

The June 1 Copilot sticker shock isn't a pricing failure — it's the first honest price the market has seen. Flat-rate AI coding was a venture-subsidized illusion; users burning 5,000 credits on two commits were getting $50 of inference for $0. The real problem isn't that AI coding is expensive — it's that it's unpredictable (the same tool is 15 or 5,000 credits depending on a model choice the user didn't know they made), so the next-18-months winners won't be whoever's cheapest but whoever makes metered pricing predictable.

WIRED 2026-05-27-3

AI Agents Plunged the Tech World Into Chaos. Here's Exactly How That Happened

OpenClaw plus NemoClaw is Linux Foundation plus Red Hat compressed from decades to months: 366K GitHub stars in under six months, Jensen Huang allocating 10 minutes of GTC 2026 to it, Nvidia shipping a 'more secure' enterprise variant before the upstream OSS turned one year old, and OpenAI capturing the founder talent that Anthropic answered with legal notices. The new agent-strategy question for every enterprise is now binary: upstream OSS, enterprise hardener, or neither, with 'neither' the dead zone. WIRED's 4,000-word canonization names the verification gap in a single closing sentence, which is the signal: verification, governance, and FinOps are the 12-24 month accumulation window the celebration forgot.

The Verge 2026-04-24-3

You're about to feel the AI money squeeze

The Verge frames this as consumers feeling the AI squeeze. Read the Cherny quote carefully: Anthropic explicitly named third-party tools as the target, not end users. The businesses being killed are the reseller layer, whose model was pay Anthropic $200 a month and resell $5,000 of value. Direct enterprise customers on correct pricing saw no change. This is not a consumer pinch story. It is a reseller-extinction event, and every startup architected on flat-rate frontier inference is the next OpenClaw.