Positional ArraysDrop keys, keep order. Schema-defined field positions eliminate redundant key repetition. Same data, fewer tokens.
Multi-Level Shadow IndexCommunication mode spectrum from abbreviated (L0) to full NL fallback. Dynamically selected per agent capability.
Schema-Driven EncoderSchema as single source of truth. Load a schema, get an encoder. No domain knowledge in code — new data types are config, not programming.
Agent Profile AdaptationObserve per-agent error rates, adjust hint density automatically. TCP slow-start for data formats.
Empirical Validation108-call format comparison across 3 models. DCP matches or beats JSON at 2B+ parameters. Data, not assumptions.