03GOVERNED AUTONOMYVERIFIED, THEN HANDED OVER
Autonomy doesn't arrive at once.
We hand it over as it's verified.
ON THE JOURNEYThe final step of the journey — Autonomy
This is the last of the dark factory journey's four steps. A factory that has passed the gates of the earlier steps — Foundation, Integration, Intelligence — begins the handover of control here.
PHASE 1Shadow Mode
The AI decides, humans execute — we measure how often its judgment matches.
MODESHADOW — AI JUDGES ONLY · AGREEMENT-RATE VALIDATION
PHASE 2Decision Support
Execution follows human approval. Authority moves along the AAF framework (L0–L4).
MODEHUMAN-IN-THE-LOOP — AAF L2 APPROVE-THEN-EXECUTE
PHASE 3Autonomous Control
The AI executes within verified bounds. Commands that violate physical constraints are blocked by SHACL before they run.
MODEBOUNDED AUTONOMY — AAF L3 · AI→PLC VERIFIED
FIVE VERIFICATION GATES — DATA INTEGRITY → POC PERFORMANCE → PILOT SHADOW → FULL-PROCESS CLOSED LOOP → CERTIFIED TESTING & STANDARDS CONFORMANCEFIG — VERIFICATION LADDER · PASS CRITERIA AGREED IN ADVANCE AS QUANTITATIVE METRICS · PASSING A GATE IS THE CONDITION FOR MOVING TO THE NEXT PHASE
The handover of control moves through five verification gates: a data-integrity gate that confirms collected data matches the floor, a PoC performance gate that verifies AI performance within a bounded scope, a pilot shadow gate where the AI's judgment runs alongside people on a real line, a full-process closed-loop gate that confirms the perceive-decide-execute loop closes across the whole process, and finally a gate of certified testing and standards conformance. Passing each gate is what moves the factory to the next phase — from Shadow Mode to Decision Support, and on to Autonomous Control. And unmanned run time and intervention counts are reported monthly, in numbers.
Staged autonomy leaves behind more than control authority. When a veteran's judgment lives only in one person's head, part of the factory walks out the door the day that person does. What Shadow Mode records — AI judgment compared side by side with the expert's, every approval, rejection and correction — turns judgment that used to travel by word of mouth into data. The approach: hand the judgment down into the system before the person leaves.
Authority handover runs on VEXPLOR Core (AAF L0–L4); virtual commissioning and twin sync run on VEXPLOR Vision. Many autonomous-factory journeys start alongside a government program — we can design yours from the application stage. A factory that isn't standardized can't become autonomous — Dark Factory Consulting starts the journey with diagnosis and standardization.
FIG — THE LOOP SIMPLY RUNS