2 papers
cs.CL2026
Cognis: Context-Aware Memory for Conversational AI Agents
Parshva Daftari, Khush Patel, Shreyas Kapale +2
LLM agents lack persistent memory, causing conversations to reset each session and preventing personalization over time. We present Lyzr Cognis, a unified memory architecture for c…
cs.AI2026
The Six Sigma Agent: Achieving Enterprise-Grade Reliability in LLM Systems Through Consensus-Driven Decomposed Execution
Khush Patel, Siva Surendira, Jithin George +1
Large Language Models demonstrate remarkable capabilities yet remain fundamentally probabilistic, presenting critical reliability challenges for enterprise deployment. We introduce…