Case · DiggingBeagle record

Async agent callbacks reduce correct task completion in a controlled benchmark

Async-RBench finds 26 percent average task success under delayed asynchronous scenarios compared with 29.7 percent in its batched condition. It does not establish that asynchronous execution is inherently unsafe.

Scope

The study uses controlled tasks and particular frameworks; the performance difference is not a universal comparison of async versus sequential design and not a quantified production incident rate.

Assessment profile

Assessment method
Setting
evaluation
Exploitation
demonstrated
Evidence
Grade B
Remediation
not applicable
AI role
AGAINST AI
Basis and provenance

Enrich update: CLM-ENRICH-20261027-03 cites SRC-2026-CP21-ASYNCRBENCH-STATE-RECOVERY at Abstract, Event Response Contract and Dynamic Replanning Score. New evidence concerns the bounded reported mechanism, prerequisite or outcome; setting evaluation; exploit status demonstrated; remediation status not_applicable. No independently comparable impact scale, affected production population or universal exploit success measure was established, so the impact band remains null. Original Claims remain individually attributable and any observed incident or simulated result is distinguished in the narrative.

Assessed Oct 27, 2026 using diggingbeagle.assessment/1.

At a glance

Timeline

  1. Oct 23, 2026
    disclosure

    Public disclosure

Claims & evidence

CLM-ENRICH-20261027-03Async-RBench defines Event Response Contracts that separately score what a delayed agent response must change, preserve, avoid and re-verify; duplicate reports and subagent failures are the hardest evaluated categories.supported

Basis: reported finding

Link to claim
CLM-CP21-ASYNCRBENCH-STATE-RECOVERY-1The authors evaluate 200 executable tasks under eight asynchronous disruption scenarios with nine agents, reporting average task success of 26.0 percent compared with 29.7 percent for the paired batched condition.supported

Basis: reported finding

Link to claim

Implications

The lasting issue is not latency but the separation between an agents remembered plan and the actual current authority and effect state.

Controls and mitigations

  • Bind callbacks to task instance, state version and effect receipt. Reconcile an unknown prior outcome against external evidence before retrying or committing a new action.

Unknowns and contradictions

  • The study uses controlled tasks and particular frameworks; the performance difference is not a universal comparison of async versus sequential design and not a quantified production incident rate.

Sources and citation

Material revision history

  1. Oct 27, 2026 · Canonical change recorded · new in release · revision 196