FAR: Failure-Aware Retry for Test-Time Recovery and Continual Policy Improvement
arXiv·medium signal
FAR (2607.01111, published 2026-07-01) proposes a failure-aware retry mechanism that lets an agent recover at test time and continually improve its policy from its own failures, rather than retrying blindly. Retry logic is where most production agent stacks silently burn tokens, so a structured recovery approach is directly actionable.