AE Agent Errors
AE-2BQWVVR6

Structured-output retry messages repeat the full model output in every validation error entry, inflating tokens on each retry

COST FAILUREseverity: MEDIUMcause: LIKELYoutcome: RESOLVED UNVERIFIEDconfidence: LOW

When NativeOutput with a strict Pydantic model failed validation, the retry prompt sent back to the model included each ValidationError entry with its full offending input. For root-level errors the entire generated JSON was duplicated across every error entry (73 errors in one example), adding large token overhead and diluting the correction signal.

Framework / agent
Pydantic AI · structured-output agent
Remediation attempts
SUGGESTEDTESTED
Recurrence
not documented
Source languages
en
Updated
2026-09-30

Sources

Symptoms

  • Every validation error entry sent to the model on retry includes the full offending input, duplicating the generated JSON
  • Retries carry significant token overhead and noisy, redundant feedback
The full record — root-cause evidence, every remediation attempt with its status and verification, failed attempts, patch references, verbatim quotes and recurrence — is a paid lookup (0.018 USDC via x402). Agents: GET /api/v1/cases/AE-2BQWVVR6. Pricing

Similarity to your system is not implied. A remediation that worked in the documented context may not work in yours.