Agentic methods incur context-switching latency from external execution.

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• Recent alternatives include agentic reasoning through code or tool calls, and latent reasoning with learnable hidden embeddings.claim0.774
  Statement of existing alternatives to direct generation.
• Latent methods lack task generalization and are difficult to train with autoregressive parallelization.claim0.762
  Identifies key limitations of latent methods.
• Abstract performatives include purely internal actions such as commitments not necessarily expressed in output, but on whose fulfillment the correctness of the program depends.quote0.746
  Definition of abstract performative, a core invention of the paper.
• Single-process, non-interruptible task switching at command boundaries is sufficient for responsive single-user systems; avoids complexity of multiprocess synchronization.hypothesis0.746
  Design hypothesis that coarse-grained task switching (at commands only) eliminates need for protection mechanisms while maintaining usability.
• One word is enough for both agentic and latent visual reasoning.claim0.742
  The paper's thesis from the title.
• One word is enough for both agentic operation and latent reasoning unitconcept0.741
  Core idea of ATLAS: a single discrete token serves dual purpose of operation specification and latent reasoning.
• Automated auditing benchmark requiring end-to-end investigation of intentionally-misaligned model; NLA-equipped agents outperform baselines.finding0.739
  Downstream task validating NLA utility for model auditing; agents succeed without access to misalignment training data.
• Prompt and context design are cognitive-control operations: they toggle latent competencies rather than teaching the model from scratch.claim0.739
  Assertion about the nature of prompt engineering.