Porus Daruvala identifies the missing link in AI conversations and explains a more productive approach to using AI agents without losing organizational cognition.
You’ve probably rolled out multiple AI tools already.
Copilots embedded in email and documents. Meeting summaries delivered before the call even ends. Workflow agents shaving hours off execution.
Productivity is up. The dashboards look reassuring. From the outside, it appears you’re ahead of the curve.
And yet, inside the organization, something more troubling is happening.
The same strategic debates are resurfacing—almost verbatim. Initiatives that “failed for good reasons” are being resurrected by new leaders who never saw the post-mortem. Capital is being redeployed to relearn decisions the company already paid to learn once.
This isn’t a talent problem. It’s not resistance to change. And it’s not because your people aren’t smart.
It’s because your AI strategy is accelerating organizational amnesia.
The Copilot Trap
Most organizations have converged on the same idea of what “AI agents” are supposed to do.
They execute tasks. They summarize artifacts. They help individuals work faster inside existing workflows.
These execution-layer agents are genuinely useful. But they share a critical limitation: they operate below the level where organizations actually fail.
They optimize outputs—emails sent, decks produced, tickets closed. What they do not preserve is decision logic:
why Option B beat Option A,
which assumptions mattered,
what trade-offs were consciously accepted,
and what made Option C a dead end.
Six months later, you can usually find the notes. You cannot reconstruct the thinking.
So the organization moves faster—while quietly becoming more inconsistent.
You’re not getting dumber. You’re getting faster at forgetting.
The Distinction That Actually Matters
What’s missing from most AI conversations is a clean distinction between execution agents and judgment agents.
Key points include:
- High-order judgment agents
- The real constraint at scale
- The agents that actually create a moat
Read the article, Your AI Strategy Is Making You Faster—and More Forgetful, on LinkedIn.