ARTFEED — Contemporary Art Intelligence

DART: A Runtime for Semantically Recoverable Tool Agent Failures

other · 2026-05-25

A recent paper published on arXiv (2605.23311) presents DART, a modular runtime aimed at solving the issue of semantic recoverability in structured tool agents. Current methods either replay the entire task, which is safe but inefficient, or revert to a local checkpoint, which is more efficient but poses risks if downstream consumers have already utilized the output from the failed instance. DART addresses this gap by localizing the failure, certifying semantically recoverable boundaries, aligning checkpoints with these boundaries, and choosing a suitable restore point that maintains the integrity of committed downstream work according to dependency and effect constraints, or halting if recovery is unfeasible.

Key facts

  • Paper arXiv:2605.23311 introduces DART.
  • DART addresses semantic recoverability for structured tool agents.
  • Existing recovery approaches lack a criterion for semantic validity after downstream commitment.
  • DART is a modular runtime that localizes failed instances.
  • It certifies semantically recoverable boundaries.
  • Aligns checkpoints to those boundaries.
  • Selects restore points preserving committed downstream work.
  • Blocks if recovery is impossible.

Entities

Institutions

  • arXiv

Sources