#thesis
5 posts
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The problem with TokenMaxxing
TokenMaxxing is fun because someone else pays for it. Here's why the subsidy is ending, what Fable 5 just signaled, and how to find your own multiple.
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Cost dashboards tell you the bill. They don't tell you what to change.
The gap between reporting agent cost and recommending what to do about it. Why an honest recommendation needs to be validated against the user's own data, and the recent research that makes that validation cheap.
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Where your agent bill actually goes (and why most of it isn't buying useful work)
The five categories of agent token waste, what causes each, and the research that addresses them. From context bloat to runaway loops to model overspending.
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The era of "subsidized AI" may be coming to an end
Concrete numbers from Uber, OpenClaw, healthcare enterprises, and the leanopstech audit. Plus what changes for billing on June 1 and June 15.
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The 9-layer agent ecosystem map
A unified map of the agent operations ecosystem: nine layers from observability to token economics, the tools at each, where they are converging, and where the gaps remain.