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Because provider APIs are stateless, every token you remove from a static prompt is removed once per turn. That arithmetic is why the fix for a synchronous support agent looks nothing like the fix for an autonomous CI debugger.
Reality
The wire format an internal tool returns to a coding agent is a line item on the inference bill. But the headline saving in one Sonar CLI comparison depends on which JSON baseline you measure against, and on your tokenizer.
Reality
The New Stack's harness argument doubles as an estimating memo, because the schemas, idempotency keys, permission checks and readable traces it lists are the parts that decide whether a demo survives a reworded question.
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The spread traces to two numbers you can read off your own logs: the tokens a harness spends before any work starts, and how many turns it takes. Together they predicted total token use with an R-squared of 0.99.
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The New Stack argues an agent run record is application data with a telemetry-shaped workload. Flatten one reported event rate and the daily average hides a burst about 19 times larger.
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A New Stack prescription lists six identity capabilities for autonomous agents. The useful part is which old assumption each one retires, and what per-step credentials cost to run.
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A New Stack argument says edge deployments stall because data-center assumptions fail, and that the fix is governing clusters as fleets. The survey evidence behind it is thinner than the diagnosis.
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Teams now maintain agent context files line by line because tokens are metered. The same teams left the human wiki to rot for a decade.
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Platform teams planned capacity by headcount. If tenancy demand now scales with changes in flight, a namespace per developer is oversubscribed on arrival.
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