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Understand the changes. Choose the tools. Put AI to work.

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Cost & efficiency

Pricing, caching, usage and the cost of an accepted result.

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22 results

Cost & efficiency

Cheap subagents need a result and a stop.

A developer chose cheaper models for delegated tasks and still saw most usage attributed to subagents. Measure the accepted result, including handoffs, retries and review.

5 min read
Cost & efficiency

The harness is a pricing decision

A developer choosing an agent also chooses how that agent spends. A September comparison kept the model fixed and found a large cost gap. Its evidence is useful; its limits matter before a team switches tools.

5 min read
Cost & efficiency

The discount is a cache hit

A cheaper cache read helps only when the client actually reuses the context. Claude Code’s September rollout of Fable 5.1 shows how a working agent can finish its task while missing the economics used to justify it.

5 min read

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