ended7월 19일· 1 sources

Deterministic serialization for multi-agent LLM sessions - 3.45x fewer tokens than JSON, up to 9.9x for non-English content

Why it matters

The problem Multi-agent LLM systems -” several models exchanging messages within one session -” pay for context, not intelligence. Every round trip in natural language or verbose JSON burns tokens re-...

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