Productionizing Cybersecurity AI Agents: Why Fresh Context Must Be Prebuilt

AI agents are particularly suited for cybersecurity, where Security Operations Centers (SOC) face overwhelming alerts and require precise context to triage incidents effectively. Instead of relying on runtime raw-data assembly, which often fails due to fragmented and incomplete data from various systems, DeltaStream offers a solution by continuously building a comprehensive, stateful security context. This context is essential for accurate decision-making, as demonstrated by benchmarks where AI models using DeltaStream's prebuilt context outperformed those relying on runtime data assembly. DeltaStream reduces the need for large models, decreases tool calls, and lowers token usage by providing agents with a fresh, pre-assembled security context, enabling them to act with precision and efficiency. This approach not only improves accuracy but also enhances cost-effectiveness and operational safety, making it an invaluable tool for cybersecurity tasks such as incident response and threat hunting.