How do I batch prompts without losing quality?
Standardize inputs, fix output schemas, and keep prompts deterministic. Use small test batches first, validating structure and basic accuracy. Add automatic retries for formatting errors, not logical ones. Monitor drift over time and sample outputs for human spot checks.
In practice
Batch by similarity—mixing disparate inputs raises error rates.
Where to start
- [01]Normalize inputs with preprocessing.
- [02]Enforce schemas and strict parsing.
- [03]Start with a pilot batch and review samples.
- [04]Instrument logs and set alerts for anomalies.
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