Maya's Tuesday — under VYAN

The 412 exception messages still arrive. The change-interpretation layer reads them against state. Most are absorbed as state updates — a price tick, a confirmed shipment, a routine ack. Some coalesce with yesterday's still-open work into a single batch. A few dozen surface to Maya as Material events. The system has memory: yesterday's 380 resolved exceptions don't re-surface unless their state has materially changed. Maya opens her queue and sees the dozen decisions that actually need her judgment.

The Tier-1 supplier's 9-day slip on PO-2891 fires as a Material event. Last week's adjustment is in state, so the recommendation is "push +5 from current state," not "+9 from original baseline." VYAN scopes the solve to the affected order lines — the six downstream production orders that consume the component — not the full network. The optimizer runs the constrained solve in seconds. The recommended response surfaces. Maya accepts in one click.

Customer-Bravo's 1,400-unit pull-in arrives at Sales. VYAN's pegging cascade computes the realized cost-to-serve in real time — $48K expedite, $22K throughput loss, $34K SLA-penalty risk on the displaced Customer-Charlie order. The recommended surcharge surfaces to Sales as $0.45 per unit. Sales has the math conversation with the customer on the phone: "we can make Friday, and the math says it costs $0.45 per unit; here's why." The customer accepts. The decision goes through the Decision Twin under the active policy and writes to the SoR. Not three weeks later in a finance reconciliation. Now.

The CFO emails: expedite freight is up 18% MoM, explain it before this afternoon's review. Maya opens SAGE: "Why is expedite freight up 18% this month?" SAGE answers from the audit trail — every expedite event in the past month, its dollarized cost, its attributed cause, the specific decision that produced it, the named risk event (if any) that triggered it. Three suppliers account for 78% of the increase, each with a specific provenance chain. The CFO gets a defensible answer the same morning. The audit committee gets it for the meeting.

Maya has reviewed and committed a few dozen decisions, asked SAGE one question, and finished her operational review. The morning is over. She moves to posture work for the rest of the day — tuning the Demand sub-policy for next quarter's promo, reviewing the supplier reliability distributions for the upcoming dual-source qualification decision, contributing to the Pareto frontier review the CSCO will run Friday. Same supply chain. Same events. Different morning.