---
type: "synthesis"
clusters: ["C6", "C8"]
id: "meta-efficiency-vs-growth-spine"
sources: ["cross-day"]
---
The corpus's most-repeated reflex-correction: firms default to AI-for-cost, which is bounded and non-defensible. Spine: [[concept-efficiency-ceiling]] caps cost-cutting at marginal value while growth drives [[claim-growth-value-multiplier]] and [[concept-multiple-expansion]]. Reskilling: the [[contrarian-efficiency-trap]] — cutting the base destroys the capability that builds future value. Futures: efficiency *increases* total demand ([[concept-induced-demand]], [[concept-ai-jevons-paradox]]), so cost savings don't accrue as expected ([[cross-efficiency-paradox]]). Execution: task-level savings evaporate at the process level ([[claim-verification-negates-productivity]]). Adoption: input metrics that reward efficiency drive [[concept-clandestine-ai-use|hidden usage]]. The unifying steelman: efficiency is real and necessary as a floor; the error is *stopping* there. Companion: [[meta-corpus-master-thesis]], [[cd-efficiency-trap-verdict]], [[cd-augmentation-over-automation]].