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Structured Outputs Prevent JSON Parsing Failures
Using the `response_format: {type: 'json_schema'}` parameter (OpenAI) or XML tags with output parsers (Claude) ensures the model always returns valid structured data. This eliminates regex hacks, reduces prompt length, and makes your pipelines far more reliable.
Temperature 0 Is Not Always the Best for Determinism
Setting temperature=0 reduces randomness but doesn't guarantee identical outputs across API calls - models can still vary due to sampling hardware differences. For true reproducibility, use temperature=0 AND set a fixed seed parameter (available in OpenAI and some other APIs).
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