AI RESEARCH
Your AI model isn’t the problem. Its environment is.
Gradient Flow
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• Previous Issues The Missing Layer: Why Your AI Agent Fails - and What Actually Fixes It 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