AI Has A Trust Problem. It’s Not The One You Think.

Enterprise AI is shifting from isolated models to agentic systems that can use tools, coordinate with other agents, and spread errors across workflows.

The article argues the core trust problem is no longer just hallucinations, but weak resilience, recovery, and governance for autonomous AI systems.

Legacy backup and recovery tools were built for predictable software and cannot restore the full operational state of complex multi-agent environments.

Investment and research signals from companies like Anthropic, Google, and Gartner suggest the shift is real and the risk of inadequate controls is growing.

Enterprises will need new resilience models centered on system-wide relationships, not just individual components.