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Real-time AI stewardship.
Real-time AI stewardship.
Monitor, manage, and trust autonomous agents as they act.
Monitor, manage, and trust autonomous agents as they act.
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Explore Open Protocol
Runtime management.
Runtime management.
Runtime management.
Control and oversight as AI agents make decisions — not after the fact.
Control and oversight as AI agents make decisions — not after the fact.
Domain reflection playbooks.
Domain reflection playbooks.
Domain reflection playbooks.
Living methodology blueprints to steer AI agents in real time.
Living methodology blueprints to steer AI agents in real time.
Live intervention.
Live intervention.
Live intervention.
Escalate or override system actions instantly, with human approvals.
Escalate or override system actions instantly, with human approvals.
Trust at scale
Trust at scale
Audit logs
Audit logs
RQS metrics
RQS metrics
Live alerts
Live alerts
Transparency
Transparency
Compliance
Compliance
Future-proof
Future-proof
Open protocol
Open protocol
Built for businesses regulated by risk — not just tech demos.
Built for businesses regulated by risk — not just tech demos.
Meaning Stack’s dashboards, Reasoning Quality Scores, and audit logs make your AI safe, reliable, and regulator-ready.
Meaning Stack’s dashboards, Reasoning Quality Scores, and audit logs make your AI safe, reliable, and regulator-ready.
Continuous quality.
Continuous quality.
Ongoing Cognitive Traces Quality Score (CTQS) checks for cognitive health.
Ongoing Cognitive Traces Quality Score (CTQS) checks for cognitive health.
Transparent logs.
Transparent logs.
Every agent decision is recorded and fully auditable.
Compliance confidence.
Compliance confidence.
One-click, regulator-tested export of audit reports.
One-click, regulator-tested export of audit reports.
Healthcare – Full traceability
2025
Finance – Basel III & GDPR
2025
Enterprise Data – Data leaks
2025
Legal/Policy – Ethical decisions
2025
Oversight for LLM agents
2025
Trustworthy deployment
2025
Request a Demo.
Request a Demo.
See Meaning Stack for enterprise AI in action — or explore our open protocol.
See Meaning Stack for enterprise AI in action — or explore our open protocol.
See Meaning Stack for enterprise AI in action — or explore our open protocol.
Request Demo
How does Meaning Stack monitor agents in real time?
We continuously inspect agent reasoning, interventions, and outcomes. All decisions are auditable instantly.
What’s a Reflection Playbook?
It’s a domain-specific set of guardrails that guides agents’ decisions before risks happen, not after.
Is it open source?
The Reflection Protocol (RDP) is open for inspection and collaboration by the community.
How does Meaning Stack monitor agents in real time?
We continuously inspect agent reasoning, interventions, and outcomes. All decisions are auditable instantly.
What’s a Reflection Playbook?
It’s a domain-specific set of guardrails that guides agents’ decisions before risks happen, not after.
Is it open source?
The Reflection Protocol (RDP) is open for inspection and collaboration by the community.
How does Meaning Stack monitor agents in real time?
We continuously inspect agent reasoning, interventions, and outcomes. All decisions are auditable instantly.
What’s a Reflection Playbook?
It’s a domain-specific set of guardrails that guides agents’ decisions before risks happen, not after.
Is it open source?
The Reflection Protocol (RDP) is open for inspection and collaboration by the community.
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