Model Debugging Skill

Use this skill when:

• Investigating model failures, high error rates, or service issues
• Finding users affected by errors (402 billing, 403 permissions, 500 backend)
• Analyzing Tinybird/Cloudflare logs for patterns
• Diagnosing specific request failures

Related skill: Use tier-management to upgrade users or check balances after identifying issues here.

Understanding Model Monitor Error Rates

Why does the Model Monitor show high error rates when models work fine manually?

The Model Monitor at https://monitor.pollinations.ai shows all real-world traffic, including: