ACE — Adaptive Context Engine

Your AI agents are operating on expired knowledge right now.

ACE is the Adaptive Context Engine — infrastructure that actively monitors, verifies, and maintains the knowledge your AI agents operate on.

Not better memory. An immune system.

Knowledge Health Live
B+ Agent Grade

3 sources need
attention

Source freshness 78%
Confidence score 0.45
Provenance verified 91%
3 sources stale — auto-refresh queued View →

The problem

Knowledge decays.

API schemas change. Compliance requirements shift. Business context evolves. Your agent doesn't know.

It just answers confidently from expired information.

Memory doesn't fix it.

Every AI memory product stores what you said. None of them check if it's still true.

That's a filing system, not an immune system.

Enterprise can't deploy.

95% of AI pilots deliver no measurable ROI. Not because AI doesn't work.

The gap isn't capability. It's trust.

What ACE does

Monitor

Real-time

Confidence-scored retrieval. Source tiering. Freshness metadata on every knowledge node. You know what your agent knows — and how trustworthy it is.

Verify

Proactive

Proactive staleness detection. Knowledge Half-Life calibration per domain. The system goes looking for problems before they cause failures.

Prove

Audit-ready

Knowledge Bill of Materials. Provenance trails. Audit-ready compliance. Every decision traced to the knowledge that informed it.

Open source. Cross-platform.

Knowledge Freshness SDK — open source, coming soon. Works across Claude, Cursor, Copilot, and any AI tool.