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chore: import upstream snapshot with attribution
2026-07-13 12:35:30 +08:00

588 B

Provider prompt caching

Provider-side prompt caching rewards byte-stable prefixes. Anthropic bills cached input tokens at a 90% discount versus fresh input, while OpenAI bills cached input at roughly a 50% discount. lean-ctx keeps the carried conversation prefix byte-identical across turns so the bulk of a long session is billed at the cheap cached rate instead of the full input price.

This is why output determinism matters commercially: any timestamp or counter in a tool-output body would change the bytes, break the cache key, and forfeit the discount on every following turn.