# KVCMAS: Efficient KV cache Correction for Shared Context in Multi-Agent Systems > Source: > Published: 2026-09-29 05:00:02+00:00 Prompt-specialized multi-agent systems enable multiple agents to share a model while performing complementary roles to solve complex tasks. However, agent-specific prefixes change the KV cache generated for the same shared context, causing each agent to repeatedly prefill the growing context and con