Command Code Claims 30% Token Savings with New Shell Tool — User Upgrades After $1 Trial

Ahmad Awais ·

Core Info

A Command Code user testing the $1 plan (with $10 credits) was so impressed by the harness that they upgraded after hitting the weekly limit. The company meanwhile claims its shell tool is the most token-efficient of any harness, sitting on the TEF (token efficiency frontier) Pareto curve and saving 30% on token bills.

Key Points

  • The $1 plan provides $10 in credits; the user upgraded immediately after the weekly limit was reached.
  • Command Code's shell tool is positioned as the most token-efficient, with a "trillion tokens saved" claim versus other agents.
  • The TEF benchmark is described as a literal Pareto frontier of token efficiency, where Command Code saves 30% of token costs at every step.
  • The broader message: "There are no bad models anymore, only bad harnesses."
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