A Misalignment Rate Is Not a Model Property: Capacity, Propensity, Efficacy and Targeting in Multi-Agent LLM Commerce, Why a Null Capability Correlation Does Not Contradict the Scaling of Deceptive Skill, and the Design That Would Separate Them

APA

Mahendrakar, P. (2026). A Misalignment Rate Is Not a Model Property: Capacity, Propensity, Efficacy and Targeting in Multi-Agent LLM Commerce, Why a Null Capability Correlation Does Not Contradict the Scaling of Deceptive Skill, and the Design That Would Separate Them [Preprint]. Life of Research. https://doi.org/10.5281/zenodo.23567564

Copy APA

BibTeX

@misc{lor1282026,
  title        = {A Misalignment Rate Is Not a Model Property: Capacity, Propensity, Efficacy and Targeting in Multi-Agent LLM Commerce, Why a Null Capability Correlation Does Not Contradict the Scaling of Deceptive Skill, and the Design That Would Separate Them},
  author       = {Pranay Mahendrakar},
  year         = {2026},
  publisher    = {Life of Research},
  doi          = {10.5281/zenodo.23567564},
  url          = {https://lifeofresearch.com/preprints/128},
  keywords     = {large language models, multi-agent systems, agentic commerce, misalignment, deception, propensity evaluation, capability evaluation, evaluation methodology},
  note         = {LOR-00128}
}

Copy BibTeX More on the record page