The Missing Layer: How On-Device AI Agents Could Revolutionize Enterprise Learning

A federated architecture for self-improving skills — from every employee’s laptop to the company brain.

Every enterprise has the same problem hiding in plain sight. Somewhere between the onboarding wiki that nobody reads, the Slack threads that disappear after a week, and the senior engineer who carries half the team’s knowledge in their head — institutional knowledge is dying. Not because companies don’t try to preserve it, but because the systems we’ve built to capture it are fundamentally passive. They wait for someone to write a doc. They wait for someone to search. They never learn on their own.

What if every employee’s computer had an AI agent that watched, learned, and guided — and every night, those agents pooled what they’d learned into something smarter than any of them alone?

The State of Enterprise AI Assistants: Smart But Shallow

Today’s enterprise AI tools — Google Agentspace ...