FORGE: Zero-AI Deterministic Code Generation via Causal Knowledge Graphs

Abstract

FORGE transforms natural language intents into executable security tools using formally verified causal knowledge graphs (.causal format). 288K+ triplets, 825+ fragments. 100% across all benchmarks with zero AI inference and millisecond generation. Knowledge-graph compilation replaces probabilistic generation for structured domains with full reproducibility.