Varun Bhardwaj

Agent Behavioral Contracts II: Certifying Compositional Reliability Without Assuming Independence

Compositional reliability bounds for multi-agent systems multiply component reliabilities. That step is licensed by a conditional-independence assumption which is routinely stated and rarely tested. We test it. Two instances of one model, composed in a two-agent handoff, co-fail...

Agent Behavioral Contracts II: Certifying Compositional Reliability Without Assuming Independence

The Agent Behavioral Contracts (ABC) framework certifies a composed AI-agent pipeline's reliability by a compositional lower bound valid under five conditions, the last of which (C5) is independence of stage failures. This paper asks what a compositional certificate can promise w...

SuperLocalMemory 4.0: The Governed Memory Operating System for AI Agents

SuperLocalMemory 4.0 is an open, local-first memory operating system for AI agents. It brings retrieval, learning, governance, time awareness, and operational reliability into one control plane that organizations can run on infrastructure they control. The system combines five ca...