ARTFEED — Contemporary Art Intelligence

BUILD-AND-FIND: New Protocol Measures Codebase Clarity for Downstream Agents

publication · 2026-05-09

Researchers have unveiled BUILD-AND-FIND, a new protocol aimed at assessing whether downstream coding agents can accurately retrieve intended design decisions from generated repositories. This protocol responds to the increasing prevalence of agent-driven repository-level engineering, where one agent creates a repository that subsequent agents can examine, audit, or enhance. In this context, a generated repository acts as both a solution to a task and a communication tool for future endeavors. Even if agents meet observable behavioral goals, the clarity with which repositories reveal intended behaviors and design choices can vary. BUILD-AND-FIND evaluates both the precision of downstream recovery and the effort needed for inspection. In this protocol, a builder constructs a codebase from a concealed repository specification, while a finder only has access to the codebase and a bank of specification-traced multiple-choice questions. This method was detailed in a paper on arXiv (2605.06136) and is intended for assessing agent-managed codebases.

Key facts

  • BUILD-AND-FIND is a protocol for evaluating agent-managed codebases.
  • It measures downstream agents' ability to recover intended design choices.
  • The protocol assesses both accuracy and inspection effort.
  • A builder creates a codebase from a hidden specification.
  • A finder uses the codebase and a question bank to recover choices.
  • The approach addresses repository-level engineering by multiple agents.
  • Repositories are seen as communication artifacts for future work.
  • The paper is available on arXiv (2605.06136).

Entities

Institutions

  • arXiv

Sources