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crewAI/docs/en/ai/llms/troubleshooting.mdx
2026-02-19 11:26:06 -08:00

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---
title: "LLMs: Troubleshooting"
description: "Fix common model behavior failures: drift, latency spikes, malformed output, and cost overruns."
icon: "circle-exclamation"
mode: "wide"
---
## Common issues
- Malformed JSON: enforce `response_format` and validate at boundary.
- Latency spikes: route heavy tasks to smaller models when acceptable.
- Cost growth: add budget-aware model routing and truncation rules.