{"decision_id": "DEC-manufacturing-2026-04-25-1", "date": "2026-04-25", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-25-2", "date": "2026-04-25", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-25-3", "date": "2026-04-25", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-25-4", "date": "2026-04-25", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-25-5", "date": "2026-04-25", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-26-1", "date": "2026-04-26", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-26-2", "date": "2026-04-26", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-26-3", "date": "2026-04-26", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-26-4", "date": "2026-04-26", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-26-5", "date": "2026-04-26", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-27-1", "date": "2026-04-27", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-27-2", "date": "2026-04-27", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-27-3", "date": "2026-04-27", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-27-4", "date": "2026-04-27", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-27-5", "date": "2026-04-27", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-28-1", "date": "2026-04-28", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-28-2", "date": "2026-04-28", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-28-3", "date": "2026-04-28", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-28-4", "date": "2026-04-28", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-28-5", "date": "2026-04-28", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-29-1", "date": "2026-04-29", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-29-2", "date": "2026-04-29", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-29-3", "date": "2026-04-29", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-29-4", "date": "2026-04-29", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-29-5", "date": "2026-04-29", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-30-1", "date": "2026-04-30", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-30-2", "date": "2026-04-30", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-30-3", "date": "2026-04-30", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-30-4", "date": "2026-04-30", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-04-30-5", "date": "2026-04-30", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-01-1", "date": "2026-05-01", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-01-2", "date": "2026-05-01", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-01-3", "date": "2026-05-01", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-01-4", "date": "2026-05-01", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-01-5", "date": "2026-05-01", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-02-1", "date": "2026-05-02", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-02-2", "date": "2026-05-02", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-02-3", "date": "2026-05-02", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-02-4", "date": "2026-05-02", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-02-5", "date": "2026-05-02", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-03-1", "date": "2026-05-03", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-03-2", "date": "2026-05-03", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-03-3", "date": "2026-05-03", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-03-4", "date": "2026-05-03", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-03-5", "date": "2026-05-03", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-04-1", "date": "2026-05-04", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-04-2", "date": "2026-05-04", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-04-3", "date": "2026-05-04", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-04-4", "date": "2026-05-04", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-04-5", "date": "2026-05-04", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-05-1", "date": "2026-05-05", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-05-2", "date": "2026-05-05", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-05-3", "date": "2026-05-05", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-05-4", "date": "2026-05-05", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-05-5", "date": "2026-05-05", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-06-1", "date": "2026-05-06", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-06-2", "date": "2026-05-06", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-06-3", "date": "2026-05-06", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-06-4", "date": "2026-05-06", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-06-5", "date": "2026-05-06", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-07-1", "date": "2026-05-07", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-07-2", "date": "2026-05-07", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-07-3", "date": "2026-05-07", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-07-4", "date": "2026-05-07", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-07-5", "date": "2026-05-07", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-08-1", "date": "2026-05-08", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-08-2", "date": "2026-05-08", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-08-3", "date": "2026-05-08", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-08-4", "date": "2026-05-08", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-08-5", "date": "2026-05-08", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-09-1", "date": "2026-05-09", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-09-2", "date": "2026-05-09", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-09-3", "date": "2026-05-09", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-09-4", "date": "2026-05-09", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-09-5", "date": "2026-05-09", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-10-1", "date": "2026-05-10", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-10-2", "date": "2026-05-10", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-10-3", "date": "2026-05-10", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-10-4", "date": "2026-05-10", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-10-5", "date": "2026-05-10", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-11-1", "date": "2026-05-11", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-11-2", "date": "2026-05-11", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-11-3", "date": "2026-05-11", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-11-4", "date": "2026-05-11", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-11-5", "date": "2026-05-11", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-12-1", "date": "2026-05-12", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-12-2", "date": "2026-05-12", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-12-3", "date": "2026-05-12", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-12-4", "date": "2026-05-12", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-12-5", "date": "2026-05-12", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-13-1", "date": "2026-05-13", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-13-2", "date": "2026-05-13", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-13-3", "date": "2026-05-13", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-13-4", "date": "2026-05-13", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-13-5", "date": "2026-05-13", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-14-1", "date": "2026-05-14", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-14-2", "date": "2026-05-14", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-14-3", "date": "2026-05-14", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-14-4", "date": "2026-05-14", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-14-5", "date": "2026-05-14", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-15-1", "date": "2026-05-15", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-15-2", "date": "2026-05-15", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-15-3", "date": "2026-05-15", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-15-4", "date": "2026-05-15", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-15-5", "date": "2026-05-15", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-16-1", "date": "2026-05-16", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-16-2", "date": "2026-05-16", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-16-3", "date": "2026-05-16", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-16-4", "date": "2026-05-16", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-16-5", "date": "2026-05-16", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-17-1", "date": "2026-05-17", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-17-2", "date": "2026-05-17", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-17-3", "date": "2026-05-17", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-17-4", "date": "2026-05-17", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-17-5", "date": "2026-05-17", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-18-1", "date": "2026-05-18", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "escalate", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-18-2", "date": "2026-05-18", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-18-3", "date": "2026-05-18", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-18-4", "date": "2026-05-18", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-18-5", "date": "2026-05-18", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-19-1", "date": "2026-05-19", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-19-2", "date": "2026-05-19", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-19-3", "date": "2026-05-19", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-19-4", "date": "2026-05-19", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-19-5", "date": "2026-05-19", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-20-1", "date": "2026-05-20", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-20-2", "date": "2026-05-20", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-20-3", "date": "2026-05-20", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-20-4", "date": "2026-05-20", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-20-5", "date": "2026-05-20", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-21-1", "date": "2026-05-21", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 \u2192 Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Auto-generated from OFPA, PPLA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-21-2", "date": "2026-05-21", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-21-3", "date": "2026-05-21", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPLA, OWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-21-4", "date": "2026-05-21", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-21-5", "date": "2026-05-21", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Auto-generated from MMSA, OFPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-manufacturing-2026-05-22-1", "date": "2026-05-22", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 → Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "monitor", "why": "Plant 3 (Bayan Lepas) SMT capacity utilisation at 86% vs Plant 5 (Iskandar) at 78%; +8 pts spare for Apple volume. Apple ECN-2026-1184 in early review; ramp window 96-120 hrs out. Signal still maturing — no action this cycle; reassess once ECN scope is firm.", "justifications": [{"agent": "Order Agent", "headline": "Apple ECN-2026-1184 ramp lands inside Plant 3 saturation window", "commentary": "Demand sensing on Apple PCBA pulls indicates a 38% week-on-week lift on SKUs A14-PCBA-R2 and A14-PCBA-R3 once ECN-2026-1184 (DDR5 routing change) clears FAT. Plant 3 is already operating at the upper bound of its SMT envelope and cannot absorb the ramp without pushing into DOSH-restricted continuous OT. Plant 5 has 14 pts of headroom on the equivalent SMT cells and the cleanroom AOI line is already qualified for the A14 stencil set after the March cross-qual.", "evidence": ["Plant 3 SMT util 7-day trail: 82,82,83,83,84,85,86% (threshold 90%)", "Plant 5 SMT util 78% (7-day avg) with 14 pts headroom across 6 cells", "Apple ECN-2026-1184 (DDR5 routing) FAT pass-rate 96% at Plant 5 cross-qual run, 14-Apr", "Forecast Apple PCBA pull week-22: +38% WoW on SKUs A14-PCBA-R2/R3", "JPJ inter-plant transfer permit MY-IPT-2026-0488 pre-cleared, valid 72 hrs"], "actions": ["Lock 60% of A14-PCBA-R2/R3 volume to Plant 5 from Mon 09:00 shift", "Trigger Order-Materials handoff for kit pre-stage at Plant 5 SMT cell 5C/5D", "Notify Apple customer team of dual-plant allocation under existing MSA Annex 4"], "risk": "Primary risk (~22% probability): Apple FAT slips 48 hrs and Plant 5 ramp burns through the JPJ permit window, forcing a second permit cycle (3-5 day delay). Alternative scenario (~12% probability): Plant 5 AOI false-reject rate spikes above 1.8% on the new stencil set, requiring a Plant 3 fallback that costs ~RM 0.6M in changeover time. Mitigation: hold 40% of volume at Plant 3 as a hot fallback for the first 72 hrs.", "confidence": 0.8, "signals": ["apple_pcba_pull_wow_pct", "plant3_smt_util_pct", "plant5_smt_util_pct", "ecn_1184_fat_pass_rate", "jpj_permit_window_hrs"]}, {"agent": "Plant Agent", "headline": "Penang→Johor load balancing fits Q2 portfolio plan and protects DOSH OT cap", "commentary": "Plant portfolio model has flagged Plant 3 as the network's most heat-stressed node for three consecutive weeks; continuing to add Apple volume there pushes the line operators past the DOSH 12-hour continuous OT cap on a 5-day basis. Plant 5 (Iskandar) is the designated overflow node in the Q2 portfolio plan and the inter-plant transfer corridor via JPJ road permit is the cheapest realignment in the network at RM 38/kg of PCBA compared to airfreight contingency at RM 240/kg.", "evidence": ["Plant 3 operator OT exposure: 11.4 hrs avg continuous vs DOSH cap 12.0 hrs", "Plant 5 operator OT exposure: 7.8 hrs avg continuous, 4.2 hrs headroom", "Inter-plant transfer cost Plant 3→5: RM 38/kg vs airfreight contingency RM 240/kg", "Q2 portfolio plan PORT-2026-Q2 designates Plant 5 as Apple overflow node", "IATF 16949 process map for A14-PCBA already mirrored at Plant 5 cell 5C (Mar audit)"], "actions": ["Activate Q2 portfolio overflow clause for Apple PCBA SKUs A14-PCBA-R2/R3", "Stand up daily Penang↔Johor truck rotation (06:00, 14:00, 22:00) for 14 days", "Brief Group CEO on the load-balance shift before Mon 08:00 Chief of Staff sync"], "risk": "Primary risk (~18% probability): Iskandar SEZ customs delay slows the first two transfer cycles, forcing a 12-hr Plant 3 hold. Alternative scenario (~9% probability): Plant 5 operator skill mix on A14 stencil set proves shallower than the March qualification suggested, requiring a 5-day cross-training overlap (~RM 0.4M cost). Mitigation: keep 2 Plant 3 lead techs on rotation to Plant 5 for the first 10 days.", "confidence": 0.78, "signals": ["plant3_operator_ot_hrs", "plant5_operator_ot_hrs", "inter_plant_transfer_cost_rm_per_kg", "iskandar_customs_clearance_hrs", "iatf_16949_process_map_parity"]}], "signal_trend": {"name": "Plant 3 SMT capacity utilisation (%)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [82, 82, 83, 83, 84, 85, 86], "threshold": 90, "annotation": "Plant 3 SMT util climbing steadily; ramp window still 4-5 days out"}}
{"decision_id": "DEC-manufacturing-2026-05-22-2", "date": "2026-05-22", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "monitor", "why": "SMT line 4 (Plant 1, Bayan Lepas) solder-paste dispenser pressure tracked 3.8 psi → 4.2 psi over the 7-day window against a 6.5 psi failure threshold. Solder-paste pressure baseline edging up; not yet outside normal envelope, but Asset Agent is staging spares in case the trend confirms.", "justifications": [{"agent": "Asset Agent", "headline": "Solder-paste pressure variance on SMT line 4 is the textbook pre-failure signature", "commentary": "The pressure curve on the line 4 stencil dispenser matches the Heller-supplied pre-failure signature (gradual rise from 4.0 → 6.5 psi over 5-10 days, then a step function to seizure). Historical Plant 1 failures on this signature have averaged 9.4 hrs of unplanned downtime and one full ECN rework cycle on the in-process WIP. Friday's planned changeover gives a 4-hour PM slot at zero opportunity cost — slipping past Friday means the next safe window is the following Wednesday, by which point the signature will have advanced into the seizure zone with ~70% probability.", "evidence": ["SMT line 4 solder-paste pressure 7-day trail: [3.8, 3.8, 3.9, 4.0, 4.0, 4.1, 4.2] psi (failure threshold 6.5)", "Heller pre-failure signature confidence (vendor model): 0.62", "Plant 1 historical avg downtime on this signature: 9.4 hrs / event", "Friday 23-May changeover slot already reserved (4 hrs zero-opportunity-cost PM)", "Spare dispenser head P/N HEL-DSP-4127 confirmed in Plant 1 stores (ROL 2)"], "actions": ["Lock 4-hr PM into the Friday changeover slot for SMT line 4", "Pre-stage HEL-DSP-4127 dispenser head and stencil cleaning kit at line-side", "Notify Asset-Operator handoff for shift-2 tech crew assignment (DOSH-compliant rota)"], "risk": "Primary risk (~18% probability): PM uncovers a deeper Z-axis servo wear pattern that extends the slot from 4 hrs to 8-10 hrs, pushing the Friday-night build into Saturday OT (incremental cost ~RM 80k). Alternative scenario (~14% probability): the pressure trend is a sensor calibration artefact, not a real degradation — PM finds nothing and we burn the slot (sunk cost ~RM 35k tech time). Both are dwarfed by the ~RM 1.2M cost of an in-shift line stop on Monday's Apple ramp.", "confidence": 0.81, "signals": ["smt_line4_solder_paste_pressure_psi", "heller_prefailure_signature_score", "plant1_smt_unplanned_downtime_hrs", "friday_changeover_slot_hrs", "spare_dispenser_stock_units"]}], "signal_trend": {"name": "SMT line 4 solder-paste dispenser pressure (psi)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [3.8, 3.8, 3.9, 4.0, 4.0, 4.1, 4.2], "threshold": 6.5, "annotation": "Pressure climbed 3.8 → 4.2 psi in 7 days; failure threshold 6.5 psi within 10+ days at current slope"}}
{"decision_id": "DEC-manufacturing-2026-05-22-3", "date": "2026-05-22", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "defer", "why": "Plant 5 OEE running at 84% (top quartile in the network) versus Plant 6 at 70% — a 14 pts OEE gap that maps to ~RM 5.8M annualised throughput uplift if Plant 5's SMED + andon + operator micro-batch playbook lands cleanly. Opportunity confirmed but the rollout team is still finalising the Plant 5 playbook v2 documentation; defer one cycle to ship a clean package.", "justifications": [{"agent": "Plant Agent", "headline": "Plant 5 OEE playbook is the highest-ROI cross-plant transfer in the Q2 portfolio", "commentary": "The Plant 5 OEE uplift (74% → 84% over 9 months) was driven by three reusable elements: a SMED changeover routine that cut SMT die-attach swap from 47 min to 18 min; an andon-triggered escalation tree wired into the Chief of Staff orchestrator; and a micro-batch sequencing rule that holds WIP below 1.5x takt. Plant 6 mirrors Plant 5's equipment topology (same Heller reflow ovens, same Mycronic dispensers) so the playbook is mechanically transferable. The 12-13 pt gap is almost entirely on the elements Plant 5 codified — not on equipment age or product mix.", "evidence": ["Plant 5 OEE 9-month trail: 74% → 84% (uplift 10 pts)", "Plant 6 OEE 7-day trail: [67, 68, 68, 69, 70, 70, 70]% (current ceiling ~72%)", "Equipment parity: Heller 1913 MK7 reflow + Mycronic MY700 dispensers on both", "SMED routine MFG-SMED-2026-018 documented and IATF-aligned", "Plant 5 → Plant 6 lead-tech rotation slot reserved for 14 days post-Apple ramp"], "actions": ["Approve 14-day Plant 5 → Plant 6 lead-tech rotation starting Wed 28-May", "Roll out SMED + andon + micro-batch playbook on Plant 6 lines 6A and 6B first", "Set 60-day OEE gate at +6 pts as the go/no-go for full Plant 6 rollout"], "risk": "Primary risk (~22% probability): Plant 6 operator absorption of the SMED routine lags the Plant 5 curve because the night-shift skill mix is younger (avg 14 months tenure vs Plant 5's 31 months), pushing the +6 pt gate from 60 to 90 days. Alternative scenario (~10% probability): Apple ramp pulls Plant 5 lead techs back to Penang in week 2, fragmenting the rotation. Mitigation: phase rollout on 2 lines first and pre-position a Plant 5 backup tech in Johor on day 1.", "confidence": 0.8, "signals": ["plant5_oee_pct", "plant6_oee_pct", "plant6_operator_tenure_months", "smed_changeover_minutes", "andon_escalation_response_seconds"]}, {"agent": "Operator Agent", "headline": "Plant 6 operator skill matrix is ready for the SMED routine — DOSH headroom is not the constraint", "commentary": "Operator Agent's skill-matrix scan shows Plant 6 has 142 operators already certified on SMT level-2 (the prerequisite for the Plant 5 SMED routine), well above the 95 needed for a 14-day full-coverage rollout. DOSH continuous-OT headroom at Plant 6 is 3.6 hrs average vs Plant 5's 4.2 hrs — close enough that the playbook does not require any structural shift redesign. NIOSH ergonomic assessment for the new andon stations was already pre-approved in the Q1 plant-network safety filing.", "evidence": ["Plant 6 SMT level-2 certified operators: 142 (required: 95)", "Plant 6 DOSH continuous-OT headroom: 3.6 hrs vs DOSH cap 12.0 hrs", "NIOSH ergonomic pre-approval ref MFG-NIOSH-2026-Q1-014 (andon stations)", "Plant 6 night-shift absenteeism 7-day: 2.8% (Plant 5 baseline 2.4%)", "Operator training bandwidth available: 96 trainer-hours / week (need 60)"], "actions": ["Pre-brief Plant 6 shift leads on SMED routine MFG-SMED-2026-018 in week-of", "Open 4 training cohorts (24 operators each) across the 14-day rotation window", "Wire Plant 6 andon stations into the Chief of Staff orchestrator escalation tree"], "risk": "Primary risk (~15% probability): Plant 6 night-shift absenteeism spikes above 4% (it ran 4.6% in March during Ramadan) and erodes the training cohort completion rate. Alternative scenario (~9% probability): NIOSH re-inspects the andon ergonomic setup and asks for a minor station-height change (~RM 40k rework, 5-day delay). Mitigation: schedule training cohorts on day-shift overlap windows and confirm andon dimensions against the Q1 pre-approval before installation.", "confidence": 0.79, "signals": ["plant6_smt_level2_certified_operators", "plant6_continuous_ot_hrs", "plant6_night_shift_absenteeism_pct", "training_bandwidth_trainer_hrs", "niosh_andon_preapproval_status"]}], "signal_trend": {"name": "Plant 6 OEE (%)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [67, 68, 68, 69, 70, 70, 70], "threshold": 80, "annotation": "Plant 6 OEE stuck at 70% (Plant 5 benchmark 84%); playbook transfer targets +6 pts in 60 days, +12 pts in 9 months"}}
{"decision_id": "DEC-manufacturing-2026-05-22-4", "date": "2026-05-22", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "defer", "why": "Plant 1+3 compressor bank pulling 11,800 kWh in the TNB ToU peak window (14:00-22:00 weekdays) at a peak tariff of RM 0.5645/kWh vs off-peak RM 0.2755/kWh. Signal is present but the seasonality cycle is still resolving; defer one cycle to confirm against the May humidity baseline.", "justifications": [{"agent": "Asset Agent", "headline": "Pre-shift compressor pressurisation banks ~28% of daily air demand at off-peak tariff", "commentary": "The Plant 1 + Plant 3 compressor banks supply line-side pneumatics for AOI nozzles, pick-and-place heads, and the cleanroom positive-pressure system. Roughly 28% of the daily compressed-air demand can be banked into a 6 m^3 receiver during the off-peak window (10:00-14:00 and 22:00-24:00) without breaching the 8.5 bar line pressure floor. At current TNB ToU tariffs that swing is worth ~RM 360k/month across the two plants with zero capex — the receivers, dryers, and dew-point controls are already in place from the 2023 ISO 14001 retrofit.", "evidence": ["Compressor bank kWh in TNB peak window 7-day: [11500, 11500, 11600, 11600, 11700, 11700, 11800] kWh", "TNB ToU peak tariff (14:00-22:00 weekday): RM 0.5645/kWh", "TNB ToU off-peak tariff: RM 0.2755/kWh (delta RM 0.289/kWh)", "Available banking capacity: 6 m^3 receiver per plant, 28% of daily air demand", "Line pressure floor: 8.5 bar (no breach in dry-run 4-May simulation)"], "actions": ["Reschedule pre-shift compressor ramp from 13:30 to 10:00 weekdays", "Bias dryer regen cycles into the 22:00-24:00 off-peak shoulder", "Wire compressor schedule into the Plant Agent ToU optimiser for daily rolling update"], "risk": "Primary risk (~16% probability): receiver pressure floor breach during a hot-humid afternoon (>85% RH) forces a fallback compressor restart inside the peak window, eroding the saving by ~RM 28k that month. Alternative scenario (~8% probability): ISO 14001 surveillance auditor flags the dryer regen rescheduling as a change-control gap, requiring a paperwork update (~RM 5k consulting). Mitigation: hold a 0.4 bar safety margin above the 8.5 bar floor and log the regen change in the ISO 14001 EMS.", "confidence": 0.8, "signals": ["compressor_kwh_tnb_peak_window", "tnb_tou_peak_tariff_rm_per_kwh", "compressed_air_receiver_pressure_bar", "ambient_relative_humidity_pct", "iso14001_ems_change_log_status"]}], "signal_trend": {"name": "Plant 1+3 compressor bank kWh in TNB peak window", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [11500, 11500, 11600, 11600, 11700, 11700, 11800], "threshold": 12000, "annotation": "Peak-window draw climbing with humidity; ROI margin still thin"}}
{"decision_id": "DEC-manufacturing-2026-05-22-5", "date": "2026-05-22", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "monitor", "why": "Tier-2 tantalum capacitor supplier (Watch List vendor ID MMS-V-1147) late by 3 days on the most recent shipment lot to Plants 1, 3, and 6 against a 5-day safety-stock buffer. Early-warning band; the Watch List status was renewed last week — Materials Agent is staging a dual-source qualification on a Suzhou alternative as a hedge. A line stop on SMT lines feeding Apple and Dell PCBA would cost ~RM 4.1M over a 5-day window.", "justifications": [{"agent": "Materials Agent", "headline": "Tier-2 capacitor supplier late streak now eats through the safety-stock buffer on TAN-220uF-25V", "commentary": "Vendor MMS-V-1147 (capacitor specialist, Suzhou) has missed three consecutive ATA windows on SKU TAN-220uF-25V — the dominant tantalum capacitor across Apple PCBA boards and the Dell server reference design. Across the 3-plant footprint we are now running on residual safety stock (Plant 1: 3.2 days, Plant 3: 2.8 days, Plant 6: 4.1 days) against a 5-day buffer policy. Vendor's tier-3 sub-supplier of tantalum powder (KEMET sub) is itself on the MITI strategic materials watch list. Dual-source qualification on the alternative (MMS-V-1208, Suzhou) is at 60% completion.", "evidence": ["MMS-V-1147 shipment lateness 7-day trail: [0, 1, 1, 2, 2, 3, 3] days (safety buffer 5 days)", "Plant 1 TAN-220uF-25V stock: 3.2 days; Plant 3: 2.8 days; Plant 6: 4.1 days", "Tier-3 tantalum powder sub-supplier on MITI strategic materials watch list", "Dual-source qualification (MMS-V-1208 Suzhou) at 60% (target 100% in 11 days)", "Vendor audit window opens 9 days out (audit ref MMS-AUD-2026-Q2-031)"], "actions": ["Escalate to Group CEO + Chief of Staff for direct outreach to MMS-V-1147 CEO", "Accelerate MMS-V-1208 dual-source qualification from 60% → 100% inside 7 days", "Pre-book Customs clearance fast-lane for any airfreight backstop ex-Suzhou"], "risk": "Primary risk (~28% probability): MMS-V-1147 lateness compounds to 10+ days inside the next 5 days and triggers a line stop on at least one of Plants 1/3/6 before the dual-source qualification closes (~RM 4.1M exposure). Alternative scenario (~14% probability): MITI escalates the tier-3 powder situation to a formal strategic-materials advisory, slowing all tantalum imports for 2-3 weeks and forcing a partial board redesign (~RM 2.8M ECN cost). Mitigation: secure 10-day airfreight buffer from MMS-V-1208 pre-qualification stock and brief Customs on the contingency.", "confidence": 0.82, "signals": ["mms_v1147_shipment_late_days", "tan_220uf_25v_plant_stock_days", "tier3_tantalum_miti_watch_status", "mms_v1208_dual_source_qual_pct", "customs_fast_lane_window_hrs"]}, {"agent": "Order Agent", "headline": "Apple + Dell PCBA build plan has no slack to absorb a TAN-220uF-25V stockout", "commentary": "TAN-220uF-25V appears on 14 of the next 30 days' Apple PCBA build cards and 9 of the Dell server reference design build cards. The Apple ECN-2026-1184 ramp lands inside this window, so customer-facing exposure is concentrated rather than diffuse. There is no IATF-approved drop-in substitute for the SKU on the Apple BoM (only on Dell's, where Murata GRM-equivalent is alternate-sourced) so a stockout cascades directly into a customer-impacting line stop within ~3 days at current consumption.", "evidence": ["Apple PCBA build cards using TAN-220uF-25V: 14 of next 30 days", "Dell PCBA build cards using TAN-220uF-25V: 9 of next 30 days (alternate-sourced)", "Apple BoM IATF substitution exception: none filed for TAN-220uF-25V", "Apple ECN-2026-1184 ramp inside the at-risk window (Mon+7 days)", "Consumption rate across Plants 1/3/6: ~74,000 units / day (7-day avg)"], "actions": ["Coordinate with Apple customer team on a 5-day re-sequence option as Plan B", "Lock Dell PCBA on the Murata GRM-equivalent for the at-risk window", "Daily Order-Materials standup at 08:00 until dual-source qualification is at 100%"], "risk": "Primary risk (~25% probability): Apple declines the 5-day re-sequence and demands we hold the ECN-2026-1184 ramp date, which would put us in a contractual on-time delivery breach (~RM 1.6M LD exposure). Alternative scenario (~12% probability): Dell's Murata GRM-equivalent supplier capacity is tight in week-22 and cannot absorb the full Dell volume swap, forcing partial Dell line slowdown (~RM 0.7M). Mitigation: open the Apple conversation now, before the lateness compounds further.", "confidence": 0.7699999999999999, "signals": ["apple_pcba_buildcards_with_tan_sku_30d", "dell_pcba_buildcards_with_tan_sku_30d", "tan_220uf_25v_daily_consumption_units", "apple_ecn_1184_ramp_offset_days", "murata_grm_equivalent_capacity_status"]}], "signal_trend": {"name": "MMS-V-1147 shipment lateness (days)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [0, 1, 1, 2, 2, 3, 3], "threshold": 5, "annotation": "Lateness 0 → 3 days over 7 days; breached the 5-day safety-stock buffer on no breach yet — still inside buffer"}}
{"decision_id": "DEC-manufacturing-2026-05-23-1", "date": "2026-05-23", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 → Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "defer", "why": "Plant 3 (Bayan Lepas) SMT capacity utilisation at 89% vs Plant 5 (Iskandar) at 78%; +11 pts spare for Apple volume. Apple ECN-2026-1184 pending FAT sign-off; ramp window 48-72 hrs out. Hold one more day to confirm ECN scope before locking JPJ permit and Plant 5 operator overtime.", "justifications": [{"agent": "Order Agent", "headline": "Apple ECN-2026-1184 ramp lands inside Plant 3 saturation window", "commentary": "Demand sensing on Apple PCBA pulls indicates a 38% week-on-week lift on SKUs A14-PCBA-R2 and A14-PCBA-R3 once ECN-2026-1184 (DDR5 routing change) clears FAT. Plant 3 is already operating at the upper bound of its SMT envelope and cannot absorb the ramp without pushing into DOSH-restricted continuous OT. Plant 5 has 14 pts of headroom on the equivalent SMT cells and the cleanroom AOI line is already qualified for the A14 stencil set after the March cross-qual.", "evidence": ["Plant 3 SMT util 7-day trail: 84,84,85,86,87,88,89% (threshold 90%)", "Plant 5 SMT util 78% (7-day avg) with 14 pts headroom across 6 cells", "Apple ECN-2026-1184 (DDR5 routing) FAT pass-rate 96% at Plant 5 cross-qual run, 14-Apr", "Forecast Apple PCBA pull week-22: +38% WoW on SKUs A14-PCBA-R2/R3", "JPJ inter-plant transfer permit MY-IPT-2026-0488 pre-cleared, valid 72 hrs"], "actions": ["Lock 60% of A14-PCBA-R2/R3 volume to Plant 5 from Mon 09:00 shift", "Trigger Order-Materials handoff for kit pre-stage at Plant 5 SMT cell 5C/5D", "Notify Apple customer team of dual-plant allocation under existing MSA Annex 4"], "risk": "Primary risk (~22% probability): Apple FAT slips 48 hrs and Plant 5 ramp burns through the JPJ permit window, forcing a second permit cycle (3-5 day delay). Alternative scenario (~12% probability): Plant 5 AOI false-reject rate spikes above 1.8% on the new stencil set, requiring a Plant 3 fallback that costs ~RM 0.6M in changeover time. Mitigation: hold 40% of volume at Plant 3 as a hot fallback for the first 72 hrs.", "confidence": 0.84, "signals": ["apple_pcba_pull_wow_pct", "plant3_smt_util_pct", "plant5_smt_util_pct", "ecn_1184_fat_pass_rate", "jpj_permit_window_hrs"]}, {"agent": "Plant Agent", "headline": "Penang→Johor load balancing fits Q2 portfolio plan and protects DOSH OT cap", "commentary": "Plant portfolio model has flagged Plant 3 as the network's most heat-stressed node for three consecutive weeks; continuing to add Apple volume there pushes the line operators past the DOSH 12-hour continuous OT cap on a 5-day basis. Plant 5 (Iskandar) is the designated overflow node in the Q2 portfolio plan and the inter-plant transfer corridor via JPJ road permit is the cheapest realignment in the network at RM 38/kg of PCBA compared to airfreight contingency at RM 240/kg.", "evidence": ["Plant 3 operator OT exposure: 11.4 hrs avg continuous vs DOSH cap 12.0 hrs", "Plant 5 operator OT exposure: 7.8 hrs avg continuous, 4.2 hrs headroom", "Inter-plant transfer cost Plant 3→5: RM 38/kg vs airfreight contingency RM 240/kg", "Q2 portfolio plan PORT-2026-Q2 designates Plant 5 as Apple overflow node", "IATF 16949 process map for A14-PCBA already mirrored at Plant 5 cell 5C (Mar audit)"], "actions": ["Activate Q2 portfolio overflow clause for Apple PCBA SKUs A14-PCBA-R2/R3", "Stand up daily Penang↔Johor truck rotation (06:00, 14:00, 22:00) for 14 days", "Brief Group CEO on the load-balance shift before Mon 08:00 Chief of Staff sync"], "risk": "Primary risk (~18% probability): Iskandar SEZ customs delay slows the first two transfer cycles, forcing a 12-hr Plant 3 hold. Alternative scenario (~9% probability): Plant 5 operator skill mix on A14 stencil set proves shallower than the March qualification suggested, requiring a 5-day cross-training overlap (~RM 0.4M cost). Mitigation: keep 2 Plant 3 lead techs on rotation to Plant 5 for the first 10 days.", "confidence": 0.82, "signals": ["plant3_operator_ot_hrs", "plant5_operator_ot_hrs", "inter_plant_transfer_cost_rm_per_kg", "iskandar_customs_clearance_hrs", "iatf_16949_process_map_parity"]}], "signal_trend": {"name": "Plant 3 SMT capacity utilisation (%)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [84, 84, 85, 86, 87, 88, 89], "threshold": 90, "annotation": "Plant 3 SMT util approaching 90% planning ceiling; Apple ramp will push it through within 48-72 hrs"}}
{"decision_id": "DEC-manufacturing-2026-05-23-2", "date": "2026-05-23", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "SMT line 4 (Plant 1, Bayan Lepas) solder-paste dispenser pressure tracked 3.9 psi → 5.0 psi over the 7-day window against a 6.5 psi failure threshold. Solder-paste pressure drift confirmed but still inside +0.5 sigma; PM scheduling can be locked for Friday without disrupting current build plan.", "justifications": [{"agent": "Asset Agent", "headline": "Solder-paste pressure variance on SMT line 4 is the textbook pre-failure signature", "commentary": "The pressure curve on the line 4 stencil dispenser matches the Heller-supplied pre-failure signature (gradual rise from 4.0 → 6.5 psi over 5-10 days, then a step function to seizure). Historical Plant 1 failures on this signature have averaged 9.4 hrs of unplanned downtime and one full ECN rework cycle on the in-process WIP. Friday's planned changeover gives a 4-hour PM slot at zero opportunity cost — slipping past Friday means the next safe window is the following Wednesday, by which point the signature will have advanced into the seizure zone with ~70% probability.", "evidence": ["SMT line 4 solder-paste pressure 7-day trail: [3.9, 4.0, 4.1, 4.3, 4.5, 4.7, 5.0] psi (failure threshold 6.5)", "Heller pre-failure signature confidence (vendor model): 0.78", "Plant 1 historical avg downtime on this signature: 9.4 hrs / event", "Friday 23-May changeover slot already reserved (4 hrs zero-opportunity-cost PM)", "Spare dispenser head P/N HEL-DSP-4127 confirmed in Plant 1 stores (ROL 2)"], "actions": ["Lock 4-hr PM into the Friday changeover slot for SMT line 4", "Pre-stage HEL-DSP-4127 dispenser head and stencil cleaning kit at line-side", "Notify Asset-Operator handoff for shift-2 tech crew assignment (DOSH-compliant rota)"], "risk": "Primary risk (~18% probability): PM uncovers a deeper Z-axis servo wear pattern that extends the slot from 4 hrs to 8-10 hrs, pushing the Friday-night build into Saturday OT (incremental cost ~RM 80k). Alternative scenario (~14% probability): the pressure trend is a sensor calibration artefact, not a real degradation — PM finds nothing and we burn the slot (sunk cost ~RM 35k tech time). Both are dwarfed by the ~RM 1.2M cost of an in-shift line stop on Monday's Apple ramp.", "confidence": 0.86, "signals": ["smt_line4_solder_paste_pressure_psi", "heller_prefailure_signature_score", "plant1_smt_unplanned_downtime_hrs", "friday_changeover_slot_hrs", "spare_dispenser_stock_units"]}], "signal_trend": {"name": "SMT line 4 solder-paste dispenser pressure (psi)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [3.9, 4.0, 4.1, 4.3, 4.5, 4.7, 5.0], "threshold": 6.5, "annotation": "Pressure climbed 3.9 → 5.0 psi in 7 days; failure threshold 6.5 psi within 5-7 days at current slope"}}
{"decision_id": "DEC-manufacturing-2026-05-23-3", "date": "2026-05-23", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Plant 5 OEE running at 84% (top quartile in the network) versus Plant 6 at 71% — a 13 pts OEE gap that maps to ~RM 5.8M annualised throughput uplift if Plant 5's SMED + andon + operator micro-batch playbook lands cleanly. Plant 6 baseline is stable; minor risk that the Apple ramp pulls Plant 5 lead techs back to Penang in week 2 — manageable with a phased rollout.", "justifications": [{"agent": "Plant Agent", "headline": "Plant 5 OEE playbook is the highest-ROI cross-plant transfer in the Q2 portfolio", "commentary": "The Plant 5 OEE uplift (74% → 84% over 9 months) was driven by three reusable elements: a SMED changeover routine that cut SMT die-attach swap from 47 min to 18 min; an andon-triggered escalation tree wired into the Chief of Staff orchestrator; and a micro-batch sequencing rule that holds WIP below 1.5x takt. Plant 6 mirrors Plant 5's equipment topology (same Heller reflow ovens, same Mycronic dispensers) so the playbook is mechanically transferable. The 12-13 pt gap is almost entirely on the elements Plant 5 codified — not on equipment age or product mix.", "evidence": ["Plant 5 OEE 9-month trail: 74% → 84% (uplift 10 pts)", "Plant 6 OEE 7-day trail: [68, 69, 69, 70, 70, 71, 71]% (current ceiling ~72%)", "Equipment parity: Heller 1913 MK7 reflow + Mycronic MY700 dispensers on both", "SMED routine MFG-SMED-2026-018 documented and IATF-aligned", "Plant 5 → Plant 6 lead-tech rotation slot reserved for 14 days post-Apple ramp"], "actions": ["Approve 14-day Plant 5 → Plant 6 lead-tech rotation starting Wed 28-May", "Roll out SMED + andon + micro-batch playbook on Plant 6 lines 6A and 6B first", "Set 60-day OEE gate at +6 pts as the go/no-go for full Plant 6 rollout"], "risk": "Primary risk (~22% probability): Plant 6 operator absorption of the SMED routine lags the Plant 5 curve because the night-shift skill mix is younger (avg 14 months tenure vs Plant 5's 31 months), pushing the +6 pt gate from 60 to 90 days. Alternative scenario (~10% probability): Apple ramp pulls Plant 5 lead techs back to Penang in week 2, fragmenting the rotation. Mitigation: phase rollout on 2 lines first and pre-position a Plant 5 backup tech in Johor on day 1.", "confidence": 0.85, "signals": ["plant5_oee_pct", "plant6_oee_pct", "plant6_operator_tenure_months", "smed_changeover_minutes", "andon_escalation_response_seconds"]}, {"agent": "Operator Agent", "headline": "Plant 6 operator skill matrix is ready for the SMED routine — DOSH headroom is not the constraint", "commentary": "Operator Agent's skill-matrix scan shows Plant 6 has 142 operators already certified on SMT level-2 (the prerequisite for the Plant 5 SMED routine), well above the 95 needed for a 14-day full-coverage rollout. DOSH continuous-OT headroom at Plant 6 is 3.6 hrs average vs Plant 5's 4.2 hrs — close enough that the playbook does not require any structural shift redesign. NIOSH ergonomic assessment for the new andon stations was already pre-approved in the Q1 plant-network safety filing.", "evidence": ["Plant 6 SMT level-2 certified operators: 142 (required: 95)", "Plant 6 DOSH continuous-OT headroom: 3.6 hrs vs DOSH cap 12.0 hrs", "NIOSH ergonomic pre-approval ref MFG-NIOSH-2026-Q1-014 (andon stations)", "Plant 6 night-shift absenteeism 7-day: 2.8% (Plant 5 baseline 2.4%)", "Operator training bandwidth available: 96 trainer-hours / week (need 60)"], "actions": ["Pre-brief Plant 6 shift leads on SMED routine MFG-SMED-2026-018 in week-of", "Open 4 training cohorts (24 operators each) across the 14-day rotation window", "Wire Plant 6 andon stations into the Chief of Staff orchestrator escalation tree"], "risk": "Primary risk (~15% probability): Plant 6 night-shift absenteeism spikes above 4% (it ran 4.6% in March during Ramadan) and erodes the training cohort completion rate. Alternative scenario (~9% probability): NIOSH re-inspects the andon ergonomic setup and asks for a minor station-height change (~RM 40k rework, 5-day delay). Mitigation: schedule training cohorts on day-shift overlap windows and confirm andon dimensions against the Q1 pre-approval before installation.", "confidence": 0.82, "signals": ["plant6_smt_level2_certified_operators", "plant6_continuous_ot_hrs", "plant6_night_shift_absenteeism_pct", "training_bandwidth_trainer_hrs", "niosh_andon_preapproval_status"]}], "signal_trend": {"name": "Plant 6 OEE (%)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [68, 69, 69, 70, 70, 71, 71], "threshold": 80, "annotation": "Plant 6 OEE stuck at 71% (Plant 5 benchmark 84%); playbook transfer targets +6 pts in 60 days, +12 pts in 9 months"}}
{"decision_id": "DEC-manufacturing-2026-05-23-4", "date": "2026-05-23", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "approve", "why": "Plant 1+3 compressor bank pulling 12,200 kWh in the TNB ToU peak window (14:00-22:00 weekdays) at a peak tariff of RM 0.5645/kWh vs off-peak RM 0.2755/kWh. Trend is consistent enough to commit; gain is modest (RM 360k/month) but compounding and requires no capex.", "justifications": [{"agent": "Asset Agent", "headline": "Pre-shift compressor pressurisation banks ~28% of daily air demand at off-peak tariff", "commentary": "The Plant 1 + Plant 3 compressor banks supply line-side pneumatics for AOI nozzles, pick-and-place heads, and the cleanroom positive-pressure system. Roughly 28% of the daily compressed-air demand can be banked into a 6 m^3 receiver during the off-peak window (10:00-14:00 and 22:00-24:00) without breaching the 8.5 bar line pressure floor. At current TNB ToU tariffs that swing is worth ~RM 360k/month across the two plants with zero capex — the receivers, dryers, and dew-point controls are already in place from the 2023 ISO 14001 retrofit.", "evidence": ["Compressor bank kWh in TNB peak window 7-day: [11600, 11700, 11800, 11900, 12000, 12100, 12200] kWh", "TNB ToU peak tariff (14:00-22:00 weekday): RM 0.5645/kWh", "TNB ToU off-peak tariff: RM 0.2755/kWh (delta RM 0.289/kWh)", "Available banking capacity: 6 m^3 receiver per plant, 28% of daily air demand", "Line pressure floor: 8.5 bar (no breach in dry-run 4-May simulation)"], "actions": ["Reschedule pre-shift compressor ramp from 13:30 to 10:00 weekdays", "Bias dryer regen cycles into the 22:00-24:00 off-peak shoulder", "Wire compressor schedule into the Plant Agent ToU optimiser for daily rolling update"], "risk": "Primary risk (~16% probability): receiver pressure floor breach during a hot-humid afternoon (>85% RH) forces a fallback compressor restart inside the peak window, eroding the saving by ~RM 28k that month. Alternative scenario (~8% probability): ISO 14001 surveillance auditor flags the dryer regen rescheduling as a change-control gap, requiring a paperwork update (~RM 5k consulting). Mitigation: hold a 0.4 bar safety margin above the 8.5 bar floor and log the regen change in the ISO 14001 EMS.", "confidence": 0.84, "signals": ["compressor_kwh_tnb_peak_window", "tnb_tou_peak_tariff_rm_per_kwh", "compressed_air_receiver_pressure_bar", "ambient_relative_humidity_pct", "iso14001_ems_change_log_status"]}], "signal_trend": {"name": "Plant 1+3 compressor bank kWh in TNB peak window", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [11600, 11700, 11800, 11900, 12000, 12100, 12200], "threshold": 12000, "annotation": "Peak-window draw approaching 12,000 kWh planning ceiling; load-shift now positive ROI"}}
{"decision_id": "DEC-manufacturing-2026-05-23-5", "date": "2026-05-23", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Tier-2 tantalum capacitor supplier (Watch List vendor ID MMS-V-1147) late by 6 days on the most recent shipment lot to Plants 1, 3, and 6 against a 5-day safety-stock buffer. Lateness compounding; supplier audit window opens in 9 days and we need the escalation file ready by then. A line stop on SMT lines feeding Apple and Dell PCBA would cost ~RM 4.1M over a 5-day window.", "justifications": [{"agent": "Materials Agent", "headline": "Tier-2 capacitor supplier late streak now eats through the safety-stock buffer on TAN-220uF-25V", "commentary": "Vendor MMS-V-1147 (capacitor specialist, Suzhou) has missed three consecutive ATA windows on SKU TAN-220uF-25V — the dominant tantalum capacitor across Apple PCBA boards and the Dell server reference design. Across the 3-plant footprint we are now running on residual safety stock (Plant 1: 3.2 days, Plant 3: 2.8 days, Plant 6: 4.1 days) against a 5-day buffer policy. Vendor's tier-3 sub-supplier of tantalum powder (KEMET sub) is itself on the MITI strategic materials watch list. Dual-source qualification on the alternative (MMS-V-1208, Suzhou) is at 60% completion.", "evidence": ["MMS-V-1147 shipment lateness 7-day trail: [1, 2, 2, 3, 4, 5, 6] days (safety buffer 5 days)", "Plant 1 TAN-220uF-25V stock: 3.2 days; Plant 3: 2.8 days; Plant 6: 4.1 days", "Tier-3 tantalum powder sub-supplier on MITI strategic materials watch list", "Dual-source qualification (MMS-V-1208 Suzhou) at 60% (target 100% in 11 days)", "Vendor audit window opens 9 days out (audit ref MMS-AUD-2026-Q2-031)"], "actions": ["Escalate to Group CEO + Chief of Staff for direct outreach to MMS-V-1147 CEO", "Accelerate MMS-V-1208 dual-source qualification from 60% → 100% inside 7 days", "Pre-book Customs clearance fast-lane for any airfreight backstop ex-Suzhou"], "risk": "Primary risk (~28% probability): MMS-V-1147 lateness compounds to 10+ days inside the next 5 days and triggers a line stop on at least one of Plants 1/3/6 before the dual-source qualification closes (~RM 4.1M exposure). Alternative scenario (~14% probability): MITI escalates the tier-3 powder situation to a formal strategic-materials advisory, slowing all tantalum imports for 2-3 weeks and forcing a partial board redesign (~RM 2.8M ECN cost). Mitigation: secure 10-day airfreight buffer from MMS-V-1208 pre-qualification stock and brief Customs on the contingency.", "confidence": 0.87, "signals": ["mms_v1147_shipment_late_days", "tan_220uf_25v_plant_stock_days", "tier3_tantalum_miti_watch_status", "mms_v1208_dual_source_qual_pct", "customs_fast_lane_window_hrs"]}, {"agent": "Order Agent", "headline": "Apple + Dell PCBA build plan has no slack to absorb a TAN-220uF-25V stockout", "commentary": "TAN-220uF-25V appears on 14 of the next 30 days' Apple PCBA build cards and 9 of the Dell server reference design build cards. The Apple ECN-2026-1184 ramp lands inside this window, so customer-facing exposure is concentrated rather than diffuse. There is no IATF-approved drop-in substitute for the SKU on the Apple BoM (only on Dell's, where Murata GRM-equivalent is alternate-sourced) so a stockout cascades directly into a customer-impacting line stop within ~3 days at current consumption.", "evidence": ["Apple PCBA build cards using TAN-220uF-25V: 14 of next 30 days", "Dell PCBA build cards using TAN-220uF-25V: 9 of next 30 days (alternate-sourced)", "Apple BoM IATF substitution exception: none filed for TAN-220uF-25V", "Apple ECN-2026-1184 ramp inside the at-risk window (Mon+7 days)", "Consumption rate across Plants 1/3/6: ~74,000 units / day (7-day avg)"], "actions": ["Coordinate with Apple customer team on a 5-day re-sequence option as Plan B", "Lock Dell PCBA on the Murata GRM-equivalent for the at-risk window", "Daily Order-Materials standup at 08:00 until dual-source qualification is at 100%"], "risk": "Primary risk (~25% probability): Apple declines the 5-day re-sequence and demands we hold the ECN-2026-1184 ramp date, which would put us in a contractual on-time delivery breach (~RM 1.6M LD exposure). Alternative scenario (~12% probability): Dell's Murata GRM-equivalent supplier capacity is tight in week-22 and cannot absorb the full Dell volume swap, forcing partial Dell line slowdown (~RM 0.7M). Mitigation: open the Apple conversation now, before the lateness compounds further.", "confidence": 0.82, "signals": ["apple_pcba_buildcards_with_tan_sku_30d", "dell_pcba_buildcards_with_tan_sku_30d", "tan_220uf_25v_daily_consumption_units", "apple_ecn_1184_ramp_offset_days", "murata_grm_equivalent_capacity_status"]}], "signal_trend": {"name": "MMS-V-1147 shipment lateness (days)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [1, 2, 2, 3, 4, 5, 6], "threshold": 5, "annotation": "Lateness 1 → 6 days over 7 days; breached the 5-day safety-stock buffer on 2026-05-23"}}
{"decision_id": "DEC-manufacturing-2026-05-24-1", "date": "2026-05-24", "priority": "P0", "decision": "Reallocate Apple PCBA volume Plant 3 → Plant 5", "agents_involved": ["OFPA", "PPLA"], "rm_impact": "+RM 3.1M throughput", "recommended_action": "approve", "why": "Plant 3 (Bayan Lepas) SMT capacity utilisation at 92% vs Plant 5 (Iskandar) at 78%; +14 pts spare for Apple volume. Apple ECN-2026-1184 drop confirmed for Mon 09:00; 24-hr ramp window. Window is closing — defer past 24 hrs forfeits the Penang→Johor JPJ inter-plant transfer slot already pre-cleared.", "justifications": [{"agent": "Order Agent", "headline": "Apple ECN-2026-1184 ramp lands inside Plant 3 saturation window", "commentary": "Demand sensing on Apple PCBA pulls indicates a 38% week-on-week lift on SKUs A14-PCBA-R2 and A14-PCBA-R3 once ECN-2026-1184 (DDR5 routing change) clears FAT. Plant 3 is already operating at the upper bound of its SMT envelope and cannot absorb the ramp without pushing into DOSH-restricted continuous OT. Plant 5 has 14 pts of headroom on the equivalent SMT cells and the cleanroom AOI line is already qualified for the A14 stencil set after the March cross-qual.", "evidence": ["Plant 3 SMT util 7-day trail: 86,87,88,89,90,91,92% (threshold 90%)", "Plant 5 SMT util 78% (7-day avg) with 14 pts headroom across 6 cells", "Apple ECN-2026-1184 (DDR5 routing) FAT pass-rate 96% at Plant 5 cross-qual run, 14-Apr", "Forecast Apple PCBA pull week-22: +38% WoW on SKUs A14-PCBA-R2/R3", "JPJ inter-plant transfer permit MY-IPT-2026-0488 pre-cleared, valid 72 hrs"], "actions": ["Lock 60% of A14-PCBA-R2/R3 volume to Plant 5 from Mon 09:00 shift", "Trigger Order-Materials handoff for kit pre-stage at Plant 5 SMT cell 5C/5D", "Notify Apple customer team of dual-plant allocation under existing MSA Annex 4"], "risk": "Primary risk (~22% probability): Apple FAT slips 48 hrs and Plant 5 ramp burns through the JPJ permit window, forcing a second permit cycle (3-5 day delay). Alternative scenario (~12% probability): Plant 5 AOI false-reject rate spikes above 1.8% on the new stencil set, requiring a Plant 3 fallback that costs ~RM 0.6M in changeover time. Mitigation: hold 40% of volume at Plant 3 as a hot fallback for the first 72 hrs.", "confidence": 0.91, "signals": ["apple_pcba_pull_wow_pct", "plant3_smt_util_pct", "plant5_smt_util_pct", "ecn_1184_fat_pass_rate", "jpj_permit_window_hrs"]}, {"agent": "Plant Agent", "headline": "Penang→Johor load balancing fits Q2 portfolio plan and protects DOSH OT cap", "commentary": "Plant portfolio model has flagged Plant 3 as the network's most heat-stressed node for three consecutive weeks; continuing to add Apple volume there pushes the line operators past the DOSH 12-hour continuous OT cap on a 5-day basis. Plant 5 (Iskandar) is the designated overflow node in the Q2 portfolio plan and the inter-plant transfer corridor via JPJ road permit is the cheapest realignment in the network at RM 38/kg of PCBA compared to airfreight contingency at RM 240/kg.", "evidence": ["Plant 3 operator OT exposure: 11.4 hrs avg continuous vs DOSH cap 12.0 hrs", "Plant 5 operator OT exposure: 7.8 hrs avg continuous, 4.2 hrs headroom", "Inter-plant transfer cost Plant 3→5: RM 38/kg vs airfreight contingency RM 240/kg", "Q2 portfolio plan PORT-2026-Q2 designates Plant 5 as Apple overflow node", "IATF 16949 process map for A14-PCBA already mirrored at Plant 5 cell 5C (Mar audit)"], "actions": ["Activate Q2 portfolio overflow clause for Apple PCBA SKUs A14-PCBA-R2/R3", "Stand up daily Penang↔Johor truck rotation (06:00, 14:00, 22:00) for 14 days", "Brief Group CEO on the load-balance shift before Mon 08:00 Chief of Staff sync"], "risk": "Primary risk (~18% probability): Iskandar SEZ customs delay slows the first two transfer cycles, forcing a 12-hr Plant 3 hold. Alternative scenario (~9% probability): Plant 5 operator skill mix on A14 stencil set proves shallower than the March qualification suggested, requiring a 5-day cross-training overlap (~RM 0.4M cost). Mitigation: keep 2 Plant 3 lead techs on rotation to Plant 5 for the first 10 days.", "confidence": 0.88, "signals": ["plant3_operator_ot_hrs", "plant5_operator_ot_hrs", "inter_plant_transfer_cost_rm_per_kg", "iskandar_customs_clearance_hrs", "iatf_16949_process_map_parity"]}], "signal_trend": {"name": "Plant 3 SMT capacity utilisation (%)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [86, 87, 88, 89, 90, 91, 92], "threshold": 90, "annotation": "Plant 3 SMT util crossed the 90% IATF-aligned planning ceiling on 2026-05-24"}}
{"decision_id": "DEC-manufacturing-2026-05-24-2", "date": "2026-05-24", "priority": "P0", "decision": "Predictive maintenance on SMT line 4 Plant 1 before Friday changeover", "agents_involved": ["APMA"], "rm_impact": "+RM 1.2M", "recommended_action": "approve", "why": "SMT line 4 (Plant 1, Bayan Lepas) solder-paste dispenser pressure tracked 4.2 psi → 5.8 psi over the 7-day window against a 6.5 psi failure threshold. Solder-paste pressure variance has crossed +1 sigma four shifts running; Friday changeover is the last safe PM window before failure threshold.", "justifications": [{"agent": "Asset Agent", "headline": "Solder-paste pressure variance on SMT line 4 is the textbook pre-failure signature", "commentary": "The pressure curve on the line 4 stencil dispenser matches the Heller-supplied pre-failure signature (gradual rise from 4.0 → 6.5 psi over 5-10 days, then a step function to seizure). Historical Plant 1 failures on this signature have averaged 9.4 hrs of unplanned downtime and one full ECN rework cycle on the in-process WIP. Friday's planned changeover gives a 4-hour PM slot at zero opportunity cost — slipping past Friday means the next safe window is the following Wednesday, by which point the signature will have advanced into the seizure zone with ~70% probability.", "evidence": ["SMT line 4 solder-paste pressure 7-day trail: [4.2, 4.4, 4.7, 5.0, 5.3, 5.6, 5.8] psi (failure threshold 6.5)", "Heller pre-failure signature confidence (vendor model): 0.91", "Plant 1 historical avg downtime on this signature: 9.4 hrs / event", "Friday 23-May changeover slot already reserved (4 hrs zero-opportunity-cost PM)", "Spare dispenser head P/N HEL-DSP-4127 confirmed in Plant 1 stores (ROL 2)"], "actions": ["Lock 4-hr PM into the Friday changeover slot for SMT line 4", "Pre-stage HEL-DSP-4127 dispenser head and stencil cleaning kit at line-side", "Notify Asset-Operator handoff for shift-2 tech crew assignment (DOSH-compliant rota)"], "risk": "Primary risk (~18% probability): PM uncovers a deeper Z-axis servo wear pattern that extends the slot from 4 hrs to 8-10 hrs, pushing the Friday-night build into Saturday OT (incremental cost ~RM 80k). Alternative scenario (~14% probability): the pressure trend is a sensor calibration artefact, not a real degradation — PM finds nothing and we burn the slot (sunk cost ~RM 35k tech time). Both are dwarfed by the ~RM 1.2M cost of an in-shift line stop on Monday's Apple ramp.", "confidence": 0.93, "signals": ["smt_line4_solder_paste_pressure_psi", "heller_prefailure_signature_score", "plant1_smt_unplanned_downtime_hrs", "friday_changeover_slot_hrs", "spare_dispenser_stock_units"]}], "signal_trend": {"name": "SMT line 4 solder-paste dispenser pressure (psi)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [4.2, 4.4, 4.7, 5.0, 5.3, 5.6, 5.8], "threshold": 6.5, "annotation": "Pressure climbed 4.2 → 5.8 psi in 7 days; failure threshold 6.5 psi within 48-72 hrs at current slope"}}
{"decision_id": "DEC-manufacturing-2026-05-24-3", "date": "2026-05-24", "priority": "P0", "decision": "Replicate Plant 5 OEE playbook to Plant 6", "agents_involved": ["PPLA", "OWFA"], "rm_impact": "+RM 5.8M annualised", "recommended_action": "approve", "why": "Plant 5 OEE running at 84% (top quartile in the network) versus Plant 6 at 72% — a 12 pts OEE gap that maps to ~RM 5.8M annualised throughput uplift if Plant 5's SMED + andon + operator micro-batch playbook lands cleanly. Plant 6 has 8 weeks of stable baseline data — the rollout window is open and Plant 5 lead techs are available between the Apple ramp cycles.", "justifications": [{"agent": "Plant Agent", "headline": "Plant 5 OEE playbook is the highest-ROI cross-plant transfer in the Q2 portfolio", "commentary": "The Plant 5 OEE uplift (74% → 84% over 9 months) was driven by three reusable elements: a SMED changeover routine that cut SMT die-attach swap from 47 min to 18 min; an andon-triggered escalation tree wired into the Chief of Staff orchestrator; and a micro-batch sequencing rule that holds WIP below 1.5x takt. Plant 6 mirrors Plant 5's equipment topology (same Heller reflow ovens, same Mycronic dispensers) so the playbook is mechanically transferable. The 12-13 pt gap is almost entirely on the elements Plant 5 codified — not on equipment age or product mix.", "evidence": ["Plant 5 OEE 9-month trail: 74% → 84% (uplift 10 pts)", "Plant 6 OEE 7-day trail: [69, 70, 70, 71, 71, 71, 72]% (current ceiling ~72%)", "Equipment parity: Heller 1913 MK7 reflow + Mycronic MY700 dispensers on both", "SMED routine MFG-SMED-2026-018 documented and IATF-aligned", "Plant 5 → Plant 6 lead-tech rotation slot reserved for 14 days post-Apple ramp"], "actions": ["Approve 14-day Plant 5 → Plant 6 lead-tech rotation starting Wed 28-May", "Roll out SMED + andon + micro-batch playbook on Plant 6 lines 6A and 6B first", "Set 60-day OEE gate at +6 pts as the go/no-go for full Plant 6 rollout"], "risk": "Primary risk (~22% probability): Plant 6 operator absorption of the SMED routine lags the Plant 5 curve because the night-shift skill mix is younger (avg 14 months tenure vs Plant 5's 31 months), pushing the +6 pt gate from 60 to 90 days. Alternative scenario (~10% probability): Apple ramp pulls Plant 5 lead techs back to Penang in week 2, fragmenting the rotation. Mitigation: phase rollout on 2 lines first and pre-position a Plant 5 backup tech in Johor on day 1.", "confidence": 0.89, "signals": ["plant5_oee_pct", "plant6_oee_pct", "plant6_operator_tenure_months", "smed_changeover_minutes", "andon_escalation_response_seconds"]}, {"agent": "Operator Agent", "headline": "Plant 6 operator skill matrix is ready for the SMED routine — DOSH headroom is not the constraint", "commentary": "Operator Agent's skill-matrix scan shows Plant 6 has 142 operators already certified on SMT level-2 (the prerequisite for the Plant 5 SMED routine), well above the 95 needed for a 14-day full-coverage rollout. DOSH continuous-OT headroom at Plant 6 is 3.6 hrs average vs Plant 5's 4.2 hrs — close enough that the playbook does not require any structural shift redesign. NIOSH ergonomic assessment for the new andon stations was already pre-approved in the Q1 plant-network safety filing.", "evidence": ["Plant 6 SMT level-2 certified operators: 142 (required: 95)", "Plant 6 DOSH continuous-OT headroom: 3.6 hrs vs DOSH cap 12.0 hrs", "NIOSH ergonomic pre-approval ref MFG-NIOSH-2026-Q1-014 (andon stations)", "Plant 6 night-shift absenteeism 7-day: 2.8% (Plant 5 baseline 2.4%)", "Operator training bandwidth available: 96 trainer-hours / week (need 60)"], "actions": ["Pre-brief Plant 6 shift leads on SMED routine MFG-SMED-2026-018 in week-of", "Open 4 training cohorts (24 operators each) across the 14-day rotation window", "Wire Plant 6 andon stations into the Chief of Staff orchestrator escalation tree"], "risk": "Primary risk (~15% probability): Plant 6 night-shift absenteeism spikes above 4% (it ran 4.6% in March during Ramadan) and erodes the training cohort completion rate. Alternative scenario (~9% probability): NIOSH re-inspects the andon ergonomic setup and asks for a minor station-height change (~RM 40k rework, 5-day delay). Mitigation: schedule training cohorts on day-shift overlap windows and confirm andon dimensions against the Q1 pre-approval before installation.", "confidence": 0.87, "signals": ["plant6_smt_level2_certified_operators", "plant6_continuous_ot_hrs", "plant6_night_shift_absenteeism_pct", "training_bandwidth_trainer_hrs", "niosh_andon_preapproval_status"]}], "signal_trend": {"name": "Plant 6 OEE (%)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [69, 70, 70, 71, 71, 71, 72], "threshold": 80, "annotation": "Plant 6 OEE stuck at 72% (Plant 5 benchmark 84%); playbook transfer targets +6 pts in 60 days, +12 pts in 9 months"}}
{"decision_id": "DEC-manufacturing-2026-05-24-4", "date": "2026-05-24", "priority": "P2", "decision": "Pre-shift compressed-air load off TNB peak", "agents_involved": ["APMA"], "rm_impact": "+RM 360k/month", "recommended_action": "approve", "why": "Plant 1+3 compressor bank pulling 12,700 kWh in the TNB ToU peak window (14:00-22:00 weekdays) at a peak tariff of RM 0.5645/kWh vs off-peak RM 0.2755/kWh. Peak-hour kWh has climbed 7.6% over 7 days as humidity rises; the pre-shift load-shift is now firmly net-positive at current ToU tariffs.", "justifications": [{"agent": "Asset Agent", "headline": "Pre-shift compressor pressurisation banks ~28% of daily air demand at off-peak tariff", "commentary": "The Plant 1 + Plant 3 compressor banks supply line-side pneumatics for AOI nozzles, pick-and-place heads, and the cleanroom positive-pressure system. Roughly 28% of the daily compressed-air demand can be banked into a 6 m^3 receiver during the off-peak window (10:00-14:00 and 22:00-24:00) without breaching the 8.5 bar line pressure floor. At current TNB ToU tariffs that swing is worth ~RM 360k/month across the two plants with zero capex — the receivers, dryers, and dew-point controls are already in place from the 2023 ISO 14001 retrofit.", "evidence": ["Compressor bank kWh in TNB peak window 7-day: [11800, 11900, 12100, 12300, 12400, 12600, 12700] kWh", "TNB ToU peak tariff (14:00-22:00 weekday): RM 0.5645/kWh", "TNB ToU off-peak tariff: RM 0.2755/kWh (delta RM 0.289/kWh)", "Available banking capacity: 6 m^3 receiver per plant, 28% of daily air demand", "Line pressure floor: 8.5 bar (no breach in dry-run 4-May simulation)"], "actions": ["Reschedule pre-shift compressor ramp from 13:30 to 10:00 weekdays", "Bias dryer regen cycles into the 22:00-24:00 off-peak shoulder", "Wire compressor schedule into the Plant Agent ToU optimiser for daily rolling update"], "risk": "Primary risk (~16% probability): receiver pressure floor breach during a hot-humid afternoon (>85% RH) forces a fallback compressor restart inside the peak window, eroding the saving by ~RM 28k that month. Alternative scenario (~8% probability): ISO 14001 surveillance auditor flags the dryer regen rescheduling as a change-control gap, requiring a paperwork update (~RM 5k consulting). Mitigation: hold a 0.4 bar safety margin above the 8.5 bar floor and log the regen change in the ISO 14001 EMS.", "confidence": 0.88, "signals": ["compressor_kwh_tnb_peak_window", "tnb_tou_peak_tariff_rm_per_kwh", "compressed_air_receiver_pressure_bar", "ambient_relative_humidity_pct", "iso14001_ems_change_log_status"]}], "signal_trend": {"name": "Plant 1+3 compressor bank kWh in TNB peak window", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [11800, 11900, 12100, 12300, 12400, 12600, 12700], "threshold": 12000, "annotation": "Peak-window draw climbed past the 12,000 kWh planning ceiling on 2026-05-24"}}
{"decision_id": "DEC-manufacturing-2026-05-24-5", "date": "2026-05-24", "priority": "Esc", "decision": "Escalate: tier-2 capacitor supplier late shipments to 3 plants", "agents_involved": ["MMSA", "OFPA"], "rm_impact": "-RM 4.1M line-stop risk", "recommended_action": "escalate", "why": "Tier-2 tantalum capacitor supplier (Watch List vendor ID MMS-V-1147) late by 8 days on the most recent shipment lot to Plants 1, 3, and 6 against a 5-day safety-stock buffer. Three consecutive late shipments to Plants 1, 3, and 6 — the 8-day average lateness now exceeds the safety-stock buffer of 5 days on tantalum capacitor SKU TAN-220uF-25V. A line stop on SMT lines feeding Apple and Dell PCBA would cost ~RM 4.1M over a 5-day window.", "justifications": [{"agent": "Materials Agent", "headline": "Tier-2 capacitor supplier late streak now eats through the safety-stock buffer on TAN-220uF-25V", "commentary": "Vendor MMS-V-1147 (capacitor specialist, Suzhou) has missed three consecutive ATA windows on SKU TAN-220uF-25V — the dominant tantalum capacitor across Apple PCBA boards and the Dell server reference design. Across the 3-plant footprint we are now running on residual safety stock (Plant 1: 3.2 days, Plant 3: 2.8 days, Plant 6: 4.1 days) against a 5-day buffer policy. Vendor's tier-3 sub-supplier of tantalum powder (KEMET sub) is itself on the MITI strategic materials watch list. Dual-source qualification on the alternative (MMS-V-1208, Suzhou) is at 60% completion.", "evidence": ["MMS-V-1147 shipment lateness 7-day trail: [2, 3, 4, 5, 6, 7, 8] days (safety buffer 5 days)", "Plant 1 TAN-220uF-25V stock: 3.2 days; Plant 3: 2.8 days; Plant 6: 4.1 days", "Tier-3 tantalum powder sub-supplier on MITI strategic materials watch list", "Dual-source qualification (MMS-V-1208 Suzhou) at 60% (target 100% in 11 days)", "Vendor audit window opens 9 days out (audit ref MMS-AUD-2026-Q2-031)"], "actions": ["Escalate to Group CEO + Chief of Staff for direct outreach to MMS-V-1147 CEO", "Accelerate MMS-V-1208 dual-source qualification from 60% → 100% inside 7 days", "Pre-book Customs clearance fast-lane for any airfreight backstop ex-Suzhou"], "risk": "Primary risk (~28% probability): MMS-V-1147 lateness compounds to 10+ days inside the next 5 days and triggers a line stop on at least one of Plants 1/3/6 before the dual-source qualification closes (~RM 4.1M exposure). Alternative scenario (~14% probability): MITI escalates the tier-3 powder situation to a formal strategic-materials advisory, slowing all tantalum imports for 2-3 weeks and forcing a partial board redesign (~RM 2.8M ECN cost). Mitigation: secure 10-day airfreight buffer from MMS-V-1208 pre-qualification stock and brief Customs on the contingency.", "confidence": 0.92, "signals": ["mms_v1147_shipment_late_days", "tan_220uf_25v_plant_stock_days", "tier3_tantalum_miti_watch_status", "mms_v1208_dual_source_qual_pct", "customs_fast_lane_window_hrs"]}, {"agent": "Order Agent", "headline": "Apple + Dell PCBA build plan has no slack to absorb a TAN-220uF-25V stockout", "commentary": "TAN-220uF-25V appears on 14 of the next 30 days' Apple PCBA build cards and 9 of the Dell server reference design build cards. The Apple ECN-2026-1184 ramp lands inside this window, so customer-facing exposure is concentrated rather than diffuse. There is no IATF-approved drop-in substitute for the SKU on the Apple BoM (only on Dell's, where Murata GRM-equivalent is alternate-sourced) so a stockout cascades directly into a customer-impacting line stop within ~3 days at current consumption.", "evidence": ["Apple PCBA build cards using TAN-220uF-25V: 14 of next 30 days", "Dell PCBA build cards using TAN-220uF-25V: 9 of next 30 days (alternate-sourced)", "Apple BoM IATF substitution exception: none filed for TAN-220uF-25V", "Apple ECN-2026-1184 ramp inside the at-risk window (Mon+7 days)", "Consumption rate across Plants 1/3/6: ~74,000 units / day (7-day avg)"], "actions": ["Coordinate with Apple customer team on a 5-day re-sequence option as Plan B", "Lock Dell PCBA on the Murata GRM-equivalent for the at-risk window", "Daily Order-Materials standup at 08:00 until dual-source qualification is at 100%"], "risk": "Primary risk (~25% probability): Apple declines the 5-day re-sequence and demands we hold the ECN-2026-1184 ramp date, which would put us in a contractual on-time delivery breach (~RM 1.6M LD exposure). Alternative scenario (~12% probability): Dell's Murata GRM-equivalent supplier capacity is tight in week-22 and cannot absorb the full Dell volume swap, forcing partial Dell line slowdown (~RM 0.7M). Mitigation: open the Apple conversation now, before the lateness compounds further.", "confidence": 0.87, "signals": ["apple_pcba_buildcards_with_tan_sku_30d", "dell_pcba_buildcards_with_tan_sku_30d", "tan_220uf_25v_daily_consumption_units", "apple_ecn_1184_ramp_offset_days", "murata_grm_equivalent_capacity_status"]}], "signal_trend": {"name": "MMS-V-1147 shipment lateness (days)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [2, 3, 4, 5, 6, 7, 8], "threshold": 5, "annotation": "Lateness 2 → 8 days over 7 days; breached the 5-day safety-stock buffer on 2026-05-22"}}