For cloud, security, governance, and agent-platform reviewers

Where this matters first

The strongest first uses are compliance review, agent workflow gating, AI governance, evidence packaging, and internal release control.

First-fit use cases

AI governance review for generated operational claims.
MCP server/tool-call gating.
Compliance packet assembly with source boundaries.
Pre-release checks for agentic workflows.
Evidence-grade audit trails for allow/block/quarantine decisions.

First domain adapter: legal operations

Legal work is contested information at maximum stakes, which makes it the natural first adapter for a deterministic release boundary. A sanitized legal-operations engine set exists today: issue spotting, source mapping, actionability review, admissibility screening, counterparty scenario boards, communication firewalling, post-filing sequencing, and Rule 11-style diff review - all behind the same allow/block/quarantine boundary with receipts.

Boundary: internal-review tooling available under NDA. It does not give legal advice, certify source truth, or authorize filing or service. Sanitized fixtures only; no live case data.