ResearchResearch paperSafety & Alignment · MLOps, Tooling & Infrastructure · Efficiency & Inference1 source · Oct 14, 2026

Recursive Formation and First-Class Reuse of Compositional Capabilities

We introduce FormCraft, a framework for representing acquired operations as first-class capabilities that can be recursively composed, directly invoked, and selectively retained in a persistent library through domain-specific verification.

Key points

  • The framework separates capability well-formedness and public callability from later admission to persistent storage while preserving formation provenance and operational identity.
  • We formalize recursive compositional closure over a uniform capability space and show that formed composites can be reused through the same public interface without re-forming their historical derivation.
  • Experiments across continuous, discrete, propositional, and sequence domains demonstrate instance-independent reuse, independent checking, persistent acquisition, and reduced reuse-time search work under first-class exposure.

Sources (1)

  • [1]Recursive Formation and First-Class Reuse of Compositional Capabilities
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 14, 02:02 AM
    We introduce FormCraft, a framework for representing acquired operations as first-class capabilities that can be recursively composed, directly invoked, and selectively retained in a persistent library through domain-specific verification.
    The framework separates capability well-formedness and public callability from later admission to persistent storage while preserving formation provenance and operational identity.

Extractive summary: sentences quoted from the sources.

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