Inductive Latent Context Persistence (ILCP) for Agentic AI. This infrastructure persists, routes, and reuses LLM latent context across multi-agent DAGs. By eliminating redundant prefix-prefill compute and optimizing bare-metal VRAM allocation, ILCP drastically lowers tail-latency for parallel agent inference in compute-constrained setups.