AI RESEARCH

The Missing Layer: Why Your AI Agent Fails — and What Actually Fixes It

Gradient Flow

As organizations move autonomous AI agents from experimental sandboxes into live production, a critical bottleneck has emerged. Foundation models are remarkably capable but structurally unsuited to complex, multi-step work on their own. They have no persistent memory, no built-in sense of what is allowed, and no reliable way to stay on track across a long