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Bootstrapping Coding Agents: The Specification Is the Program

Software Engineering 2026-03-19 v1 Machine Learning

Abstract

A coding agent can bootstrap itself. Starting from a 926-word specification and a first implementation produced by an existing agent (Claude Code), a newly generated agent re-implements the same specification correctly from scratch. This reproduces, in the domain of AI coding agents, the classical bootstrap sequence known from compiler construction, and instantiates the meta-circular property known from Lisp. The result carries a practical implication: the specification, not the implementation, is the stable artifact of record. Improving an agent means improving its specification; the implementation is, in principle, regenerable at any time.

Keywords

Cite

@article{arxiv.2603.17399,
  title  = {Bootstrapping Coding Agents: The Specification Is the Program},
  author = {Martin Monperrus},
  journal= {arXiv preprint arXiv:2603.17399},
  year   = {2026}
}

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To appear in IEEE Software