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…Neo4j knowledge graph as first-class queryable objects. The measured effect: planning a single use case takes ~550 tokens (one targeted Cypher query) instead of ~150,000 tokens (reading a ~70-file markdown spec, because the agent doesn't know in advance where the relevant facts live) — a 99.6% redu… …of project scale or iteration count. Benchmarked on a real production project (EV charging station management): a classical team was estimated at 5,831 person-hours; running fully on NaCl the same scope takes 1,480 person-hours — 4x fewer person-hours and 60% lower cost.