That was the central message from Accrete CEO and Founder Prashant Bhuyan during his appearance on theCUBE + NYSE Wired: Mixture of Experts, filmed at the New York Stock Exchange. theCUBE has featured leaders like Jensen Huang, Michael Dell, and executives from Neo4j, Salesforce, and Databricks — and in this episode, Prashant sat down with host Gemma Allen to lay out why the current enterprise AI playbook — put an LLM on your data, add some retrieval, call it an agent — is fundamentally insufficient for the complexity organizations face today.
The conversation covered Knowledge Engines, the Tower of Babel problem with multi-agent systems, the existential risk of organizational knowledge loss, and why Accrete has spent nearly a decade building cognitive infrastructure that gives AI agents something most lack: a ground truth to reason from.
The Biological Reasoning Bottleneck
The volume of information inside a modern organization is growing faster than any human can process. But search-based workflows assume you already know what to look for — and as complexity accelerates, the most dangerous risks are often the ones nobody thinks to ask about. Prashant Bhuyan explains why reactive search-and-analyze workflows are hitting a wall, and why the next generation of enterprise AI has to be proactive, predictive, and grounded in expert judgment.
"Complexity is rising at such a pace, it's outpacing biological reasoning capacity. So that reactive search process is going to lead to bad decisions and bad outcomes. The problem is that with a search system, you have to always know what to search for, and that's not going to be the case as the world gets more and more complex. So we think that intelligence is about building systems smart enough to tell you about the problems that you don't even know you have."
Knowledge Walks Out the Door
Enterprise leaders invest heavily in data infrastructure, but the most valuable asset in any organization isn't structured data — it's the tacit knowledge, intuition, and judgment of the people who make decisions every day. Prashant Bhuyan on why knowledge loss is the silent crisis facing every organization.
"You have an expert that got moved to a different division or left the company, all that knowledge walks out the door. These are existential risks for organizations... If you don't capture all of that, I think the organization is at existential risk."
$400K Saved by One Agent
The debate over AI ROI is over for organizations that have actually deployed it. Prashant Bhuyan shares how Accrete's own CISO — a former NSA operator — built an agent on the company's Knowledge Engine that now autonomously attacks code, identifies vulnerabilities, remediates them, and submits merge requests. The result? Software subscriptions canceled and headcount avoided.
"He sent my agent an email the other day with his agent, and basically it said, 'Hey, I just saved $400,000 by canceling these software subscriptions, and look at these vulnerabilities. I got this agent to do this every single day.'”
Many thanks to theCube + NYSE Wired Team! You can find them here:
LinkedIn: John Furrier, Gemma Allen, Siliconangle, NYSE