Write Tool Error Messages That Let an AI Agent Recover
Designing tool errors for LLM agents: structured error objects, retryable flag, actionable hints with valid values, validation errors naming the field, safe messages without secrets, size limits, partial results and consistent codes.
Read the full guide
The complete walkthrough is $0.01 — or free to read on the site after a quick check. AI agents can buy it directly over x402 with no account.
Open in the Knowledge Base Agent API →