Your AI agents are
working in the dark.
They make decisions, take actions, and access data — all invisible to you.
We call this Agent Dark Matter. It's time to illuminate.
Agent Dark Matter
AI agents are proliferating across your organization. But nobody can see what they're doing.
Invisible decisions
AI agents make thousands of decisions daily — approvals, classifications, escalations — with no audit trail.
Unauditable activity
When something goes wrong, there's no way to trace which agent did what, when, or why.
Ungovernable growth
Every team deploys their own agents. Shadow AI becomes the norm, not the exception.
This isn't a future problem.
- 40%
- of Agentic AI projects will be cancelled due to governance failures
- 1.3B
- AI agents will be operating worldwide
- 75%
- of enterprises will fail to build their own agentic architecture
Gartner, 2027
Microsoft, 2028
Forrester
Trust Infrastructure.
Make agent activity visible, auditable, and governable. Not by replacing your agents — by illuminating them.
Observe
See every agent decision as it happens.
Orchestrate
Define workflows that coordinate agents with human oversight.
Govern
Audit trails, compliance, and control — built in, not bolted on.
deAria
Open-source trust infrastructure for AI agents. Built in Rust. Designed for the age of Agent Dark Matter.
Open Source
MIT / Apache 2.0 dual license
Built in Rust
Memory-safe, high-performance runtime
Protocol-native
MCP and A2A from day one
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Read our full thesis.
Why we believe Agent Dark Matter is the defining challenge of the agentic era.
Read the Cornerstone Post →