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Harvey's Margin Swing Is a Tokenomics Story, Not Only a Legal-AI Story
Harvey's gross margin went from about +50% to about -50% and back positive in 2026 as agent usage spiked on rented frontier models, then moved onto its own open-weight model. What that swing says about metered knowledge work, revenue concentration at Anthropic and OpenAI, and open weights as a cost-of-goods strategy.
AI-Native Services Are a Real Market. Enterprise Still Needs a Company Brain.
Greg Isenberg's $100B AI-native services thesis is right about the market. The operator question is whether the enterprise keeps a durable record under its agents. Without one, a thousand AI seats become a thousand silos.
I Let an AI Agent Run My Workday for 30 Days. Here's What Actually Happened.
An instrumented, 30-day account of where an autonomous AI copilot actually creates leverage for a CEO — 457 runs across five domains, with the honest numbers.