Research Papers

trilochan sharma

ContextForge: A Research-Grade Nexus for Secure, Persistent AI Memory Developed a "Defense-in-Depth" architecture to solve the "Stateless RAG Gap" in AI Agents. By implementing a dual-signal security gate using Shannon Entropy and LZ Compression, ContextForge blocks adversarial injections and repetitive attacks while simultaneously reducing provider failover latency by 68.9%. Validated via the 375-test OMEGA-75 suite with an 80.7% Composite Safety & Performance Index