Token Efficiency
Token Efficiency encompasses techniques to minimize token consumption in LLM applications, reducing API costs by 60-80% while maintaining quality. Key strategies include semantic caching 75% cheaper cached tokens, data serialization optimization 40-70% token reduction, sparse attention mechanisms, token pruning, and skeleton-of-thought prompting 2.39x faster generation. Well-scoped context allows switching to cheaper models without quality loss.
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