MV/2 introduces explicit escalation, human routing, and resolution capture into agentic workflows—so production systems remain reliable, auditable, and adaptive.
MV/2 enhances your existing agentic workflows by embedding human judgment at the right checkpoints—without slowing down automation.
MV/2 defines clear, intentional moments where agentic workflows pause and request human input—based on confidence thresholds, policy constraints, or real-world risk.
Escalation is no longer an edge case buried in code. It is designed infrastructure.

When escalation occurs, MV/2 routes the request to the right human based on skills, roles, availability, and escalation rules. Reviewers receive full context and respond through familiar tools like Slack or Teams.
No guesswork. No manual triage.


Every human decision is captured as structured resolution data, including context, outcome, and rationale. These resolutions can be reused to auto-handle recurring cases and improve downstream agent behavior.
Human judgment becomes reusable system signal.
MV/2 provides end-to-end visibility into agentic workflows, including escalation history, reviewer actions, and resolution outcomes. Audit logs and oversight data support governance, compliance, and internal review.
Built for environments where decisions must be explained.

MV/2 enables organizations to move beyond ad hoc approvals and manual glue code by making human involvement a first-class part of agentic architecture.
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If your AI systems require human judgment, approvals, or defensible decisions, that involvement needs to be designed—not improvised.
MV/2 exists to close that gap with infrastructure, not process.