We built agents wrong.

Not the models. The infrastructure.

Most agent frameworks treat tools like a library. "Here's Slack, here's your database, go." But that's not how your company uses them.

Your Slack has a specific culture. Your database has naming conventions nobody wrote down. Your workflows have unwritten rules.

Agents don't learn that. They just execute blind.

So they fail in ways that look like hallucinations but aren't. They're just operating without context.

The real blocker isn't intelligence. It's memory. Persistent, company-specific, operational memory.

That changes everything about how you build agents.