{"decision_id": "DEC-construction-2026-04-25-1", "date": "2026-04-25", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-25-2", "date": "2026-04-25", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-25-3", "date": "2026-04-25", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-25-4", "date": "2026-04-25", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-25-5", "date": "2026-04-25", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-26-1", "date": "2026-04-26", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "escalate", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-26-2", "date": "2026-04-26", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-26-3", "date": "2026-04-26", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-26-4", "date": "2026-04-26", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-26-5", "date": "2026-04-26", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-27-1", "date": "2026-04-27", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-27-2", "date": "2026-04-27", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "defer", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-27-3", "date": "2026-04-27", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-27-4", "date": "2026-04-27", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-27-5", "date": "2026-04-27", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-28-1", "date": "2026-04-28", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "escalate", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-28-2", "date": "2026-04-28", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-28-3", "date": "2026-04-28", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-28-4", "date": "2026-04-28", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-28-5", "date": "2026-04-28", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-29-1", "date": "2026-04-29", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-29-2", "date": "2026-04-29", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-29-3", "date": "2026-04-29", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-29-4", "date": "2026-04-29", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-29-5", "date": "2026-04-29", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-30-1", "date": "2026-04-30", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-30-2", "date": "2026-04-30", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "defer", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-30-3", "date": "2026-04-30", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-30-4", "date": "2026-04-30", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-04-30-5", "date": "2026-04-30", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-01-1", "date": "2026-05-01", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-01-2", "date": "2026-05-01", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-01-3", "date": "2026-05-01", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-01-4", "date": "2026-05-01", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-01-5", "date": "2026-05-01", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-02-1", "date": "2026-05-02", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-02-2", "date": "2026-05-02", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-02-3", "date": "2026-05-02", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-02-4", "date": "2026-05-02", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-02-5", "date": "2026-05-02", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-03-1", "date": "2026-05-03", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-03-2", "date": "2026-05-03", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-03-3", "date": "2026-05-03", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-03-4", "date": "2026-05-03", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-03-5", "date": "2026-05-03", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-04-1", "date": "2026-05-04", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-04-2", "date": "2026-05-04", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-04-3", "date": "2026-05-04", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-04-4", "date": "2026-05-04", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-04-5", "date": "2026-05-04", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-05-1", "date": "2026-05-05", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "escalate", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-05-2", "date": "2026-05-05", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-05-3", "date": "2026-05-05", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-05-4", "date": "2026-05-05", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-05-5", "date": "2026-05-05", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-06-1", "date": "2026-05-06", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-06-2", "date": "2026-05-06", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-06-3", "date": "2026-05-06", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-06-4", "date": "2026-05-06", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-06-5", "date": "2026-05-06", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-07-1", "date": "2026-05-07", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-07-2", "date": "2026-05-07", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-07-3", "date": "2026-05-07", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-07-4", "date": "2026-05-07", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-07-5", "date": "2026-05-07", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-08-1", "date": "2026-05-08", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "escalate", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-08-2", "date": "2026-05-08", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-08-3", "date": "2026-05-08", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-08-4", "date": "2026-05-08", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-08-5", "date": "2026-05-08", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-09-1", "date": "2026-05-09", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-09-2", "date": "2026-05-09", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-09-3", "date": "2026-05-09", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-09-4", "date": "2026-05-09", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-09-5", "date": "2026-05-09", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-10-1", "date": "2026-05-10", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-10-2", "date": "2026-05-10", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-10-3", "date": "2026-05-10", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-10-4", "date": "2026-05-10", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-10-5", "date": "2026-05-10", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-11-1", "date": "2026-05-11", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-11-2", "date": "2026-05-11", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "defer", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-11-3", "date": "2026-05-11", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-11-4", "date": "2026-05-11", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-11-5", "date": "2026-05-11", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-12-1", "date": "2026-05-12", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-12-2", "date": "2026-05-12", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-12-3", "date": "2026-05-12", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-12-4", "date": "2026-05-12", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-12-5", "date": "2026-05-12", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-13-1", "date": "2026-05-13", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-13-2", "date": "2026-05-13", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-13-3", "date": "2026-05-13", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-13-4", "date": "2026-05-13", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-13-5", "date": "2026-05-13", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-14-1", "date": "2026-05-14", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-14-2", "date": "2026-05-14", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-14-3", "date": "2026-05-14", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-14-4", "date": "2026-05-14", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-14-5", "date": "2026-05-14", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-15-1", "date": "2026-05-15", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "escalate", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-15-2", "date": "2026-05-15", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "defer", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-15-3", "date": "2026-05-15", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-15-4", "date": "2026-05-15", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "defer", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-15-5", "date": "2026-05-15", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-16-1", "date": "2026-05-16", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-16-2", "date": "2026-05-16", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-16-3", "date": "2026-05-16", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-16-4", "date": "2026-05-16", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-16-5", "date": "2026-05-16", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-17-1", "date": "2026-05-17", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-17-2", "date": "2026-05-17", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-17-3", "date": "2026-05-17", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-17-4", "date": "2026-05-17", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-17-5", "date": "2026-05-17", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-18-1", "date": "2026-05-18", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-18-2", "date": "2026-05-18", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-18-3", "date": "2026-05-18", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-18-4", "date": "2026-05-18", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "escalate", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-18-5", "date": "2026-05-18", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-19-1", "date": "2026-05-19", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "escalate", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-19-2", "date": "2026-05-19", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "defer", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-19-3", "date": "2026-05-19", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "approve", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-19-4", "date": "2026-05-19", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-19-5", "date": "2026-05-19", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-20-1", "date": "2026-05-20", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-20-2", "date": "2026-05-20", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "approve", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-20-3", "date": "2026-05-20", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-20-4", "date": "2026-05-20", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-20-5", "date": "2026-05-20", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-21-1", "date": "2026-05-21", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["MSLA", "PPPA"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "defer", "why": "Auto-generated from MSLA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-21-2", "date": "2026-05-21", "priority": "P0", "decision": "Pull 18 plumbers from Project A to Project B (critical path)", "agents_involved": ["SCWFA", "PPPA"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "defer", "why": "Auto-generated from SCWFA, PPPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-21-3", "date": "2026-05-21", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["PPPA", "TBPA"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Auto-generated from PPPA, TBPA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-21-4", "date": "2026-05-21", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["APMA"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "Auto-generated from APMA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-21-5", "date": "2026-05-21", "priority": "Esc", "decision": "Escalate JKKP findings at Site 7", "agents_involved": ["APMA", "SCWFA"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "Auto-generated from APMA, SCWFA agents based on the prior 24-hour signal window."}
{"decision_id": "DEC-construction-2026-05-22-1", "date": "2026-05-22", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["Materials Agent", "Project Agent"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Rebar T16 has lifted RM 160/MT (+5.1%) in 12 days and crossed the RM 3,300/MT lock-trigger today. Materials Agent and Project Agent recommend approving a partial 6,000 MT pilot lock at this level while building the full-portfolio case.", "justifications": [{"agent": "Materials Agent", "headline": "Crossed lock-trigger today; execute 6,000 MT pilot lock now", "commentary": "RM 3,310/MT is the lock-trigger derived from the rebar hedging policy (5% over 60-day moving average). Crossing the trigger today justifies a partial pilot of 6,000 MT on LRT3 PKR Lot 12 - our largest single-job exposure. Full-portfolio lock awaits 24-48h of additional confirmation that the trend is not a head-fake.", "evidence": ["Rebar T16 spot: RM 3,150 -> RM 3,310 / MT, +5.1% in 12 days", "60-day moving average: RM 3,153/MT; trigger at +5% = RM 3,310/MT", "Pilot lock proposal: 6,000 MT @ RM 3,310/MT for LRT3 PKR Lot 12", "Ann Joo verbal indication: fixed-price acceptable at RM 3,310-3,330 today", "Treasury cash buffer impact: RM 19.9M PO, well within RM 58M buffer"], "actions": ["Approve 6,000 MT pilot lock for LRT3 PKR Lot 12 today", "Trigger 24-hour observation window for full-portfolio decision", "Notify Project Agent of pilot execution for margin re-baseline of Lot 12"], "risk": "Probability the price head-fakes and we lock-in above eventual settle: ~25%, opportunity cost RM 0.4-0.7M. Probability the trend extends (consistent with leading indicators): ~60%, in which case the pilot saves RM 1.2M on Lot 12 alone. Net EV favours pilot today.", "confidence": 0.84, "signals": ["Mill price-list deltas", "60-day moving average", "Turkish billet CFR spread", "SHFE rebar overnight", "MYR/USD"]}, {"agent": "Project Agent", "headline": "LRT3 PKR Lot 12 is the right pilot - single-job-risk highest", "commentary": "LRT3 PKR Lot 12 carries 6,200 MT of unhedged rebar and a 12-day critical-path slack with no VO clause. A pilot lock here protects RM 1.8M of margin even if the rest of the portfolio is left unhedged for 48h longer. Project Agent endorses Materials Agent's pilot recommendation.", "evidence": ["LRT3 PKR Lot 12 unhedged tonnage: 6,200 MT", "Critical-path slack: 12 days", "Margin sensitivity at Lot 12: RM 310k per RM 100/MT", "VO clause 8.3: no rebar-substitution allowed", "Programme milestone Aug 19: 89 days away"], "actions": ["Co-sign pilot 6,000 MT PO for LRT3 PKR Lot 12 today", "Re-baseline Lot 12 margin within 48h of execution", "Prepare full-portfolio recommendation for 2026-05-24 if trend confirms"], "risk": "Probability pilot lock fully protects Lot 12 margin: ~88% (low operational risk). Probability of full-portfolio recommendation crystallising on 2026-05-24: ~70% given current trajectory. Probability of head-fake leading to pilot opportunity cost: ~25%.", "confidence": 0.83, "signals": ["Margin-at-risk by job", "Critical-path slack rolling", "Treasury cash buffer", "JKR scorecard", "Programme milestone calendar"]}], "signal_trend": {"name": "Rebar T16 spot price (RM/MT)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [3130, 3140, 3150, 3180, 3220, 3260, 3310], "threshold": 3300, "annotation": "Crossed RM 3,300/MT lock-trigger today; pilot 6,000 MT proposed"}}
{"decision_id": "DEC-construction-2026-05-22-2", "date": "2026-05-22", "priority": "P0", "decision": "Pull 18 plumbers from Project A (slack) to Project B (critical path)", "agents_involved": ["Crew Agent", "Project Agent"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Project B (KL Sentral Tower 2) critical-path slack down to 8 days from 12 a week ago. Crew Agent and Project Agent recommend escalation to begin pre-clearance of subcons and hostel logistics while final P6 levelling firms up.", "justifications": [{"agent": "Crew Agent", "headline": "Begin pre-clearance: shortlist + subcon outreach now", "commentary": "Even though slack has not yet hit the 7-day intervention threshold, Crew Agent recommends pre-clearance now: shortlist 18 plumbers, request BinaServis verbal consent, reserve Brickfields hostel beds. This positions us for a 48-hour execution if Project Agent's P6 model confirms next-day breach.", "evidence": ["18 plumbers shortlisted at Project A (CIDB cards being pulled)", "BinaServis outreach: e-mail sent today, reply due tomorrow", "Brickfields hostel: 32 beds open this week", "JKKP Confined-Space cert check: 16/18 confirmed, 2 pending", "Pre-clearance cost: nil"], "actions": ["Send formal pre-clearance memo to BinaServis today", "Pull remaining 2 JKKP cert confirmations by EOD tomorrow", "Reserve Brickfields hostel beds (no commitment fee)"], "risk": "Probability the breach materialises and we execute in 48h: ~70%, in which case pre-clearance saves 1-2 days. Probability the slack recovers and pre-clearance is unused: ~25%, no cost incurred. Probability of BinaServis non-response: ~10%, mitigated by fallback subcon ASR Plumbing.", "confidence": 0.81, "signals": ["CIDB card validity", "JKKP cert register", "Subcon response time", "Hostel occupancy", "Slack-day trajectory"]}, {"agent": "Project Agent", "headline": "P6 model trending to breach; escalate for 48h trigger readiness", "commentary": "Project B slack moved from 12 days (May 15) to 8 days (May 22). Linear extrapolation suggests 7-day breach by May 23-24. Project Agent recommends escalation today so Group CEO is briefed and authorisation can be pulled in a single 24-hour window if breach materialises.", "evidence": ["Project B slack: 12 -> 8 days in 7 days", "Linear extrapolation: 7-day breach by May 23-24", "Putrajaya Precinct 7 float: 25 days (ample)", "P6 model run: confirms 8-day forecast at current resourcing", "Group CEO availability for 2026-05-24: confirmed"], "actions": ["Escalate to Group CEO for situational awareness today", "Re-run P6 model with current actuals tomorrow morning", "Hold transfer-letter draft ready for Monday signature"], "risk": "Probability of breach materialising: ~75%. Probability of slack recovering due to upstream variation: ~15%. Probability of additional erosion (breach earlier than May 23): ~10%, in which case 24h execution is feasible if pre-cleared.", "confidence": 0.82, "signals": ["Sentral plumbing % complete", "Putrajaya float register", "P6 levelling runs", "Group CEO calendar", "Slack-day trajectory"]}], "signal_trend": {"name": "Project B critical-path slack (days)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [14, 13, 12, 11, 10, 9, 8], "threshold": 7, "annotation": "8 days remaining; linear extrapolation projects 7-day breach by May 23-24"}}
{"decision_id": "DEC-construction-2026-05-22-3", "date": "2026-05-22", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["Project Agent", "Tender Agent"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "Penang EV-index sustained above 1.10 for 3 days, hitting 1.12 today. Project Agent and Tender Agent recommend escalation to confirm budget for the replication PMO and lock the Johor IFC freeze dates.", "justifications": [{"agent": "Project Agent", "headline": "EV-index passes 3-day confirmation; lock IFC reviews for Johor", "commentary": "Penang EV-index has now held above the 1.10 threshold for 3 working days (May 20-22), satisfying our internal 3-day confirmation rule. Cosmotech's resource-model v2 is on hand; v3 due Monday is incremental. The Johor IFC freeze on Iskandar Puteri T3 is Jun 7 - 16 days away - so escalation today positions the replication PMO charter, Group CEO sign-off and Cosmotech re-scope inside the window.", "evidence": ["Penang EV-index 3-day rolling: 1.10, 1.11, 1.12 (May 20-22)", "Iskandar Puteri T3 IFC freeze: Jun 7 (16 days away)", "Pasir Gudang petrochem IFC freeze: Jul 15", "Cosmotech model v2: in hand; v3 due Mon May 25", "Replication PMO charter: 75% drafted"], "actions": ["Escalate to Group CEO with PMO charter and EV evidence today", "Lock Jun 7 IFC freeze with Iskandar Puteri T3 design team", "Schedule Cosmotech v3 review Monday with PMO lead"], "risk": "Probability of full replication delivering RM 6.8M annualised: ~65%. Probability of partial (5-7 days saved per site): ~25%. Probability of negative outcome from subcon resistance: ~10%. EV: +RM 4.6M risk-adjusted.", "confidence": 0.83, "signals": ["EV-index rolling", "IFC % complete by site", "Cosmotech model status", "PMO charter readiness", "Subcon bench-strength Johor"]}, {"agent": "Tender Agent", "headline": "Q3 tender story strengthens; embed Penang case now", "commentary": "Tender Agent has already drafted the technical-merit section invoking Batu Kawan T1 for 3 of the 4 Q3 tenders. Today's escalation will allow the bid team to add the Johor adoption commitment in writing, lifting our modelled win-probability on the Cyberjaya data-centre cluster from 22% to 31%.", "evidence": ["4 Q3 tenders mapped (combined RM 1.4B)", "Win-probability lift on data-centre cluster: 22% -> 31%", "CIDB technical-merit weighting: 40%", "Batu Kawan T1 testimonial: signed", "Bid-defence panel: 3 SMEs available"], "actions": ["Insert Johor-adoption commitment in next-revision tender packs", "Confirm client-visit logistics for Jun 18-21", "File CIDB innovation submission on parallel-sequence Wed"], "risk": "Probability competitors mirror the claim: ~45%. Mitigation via CIDB innovation submission. Probability the playbook fails before Sep 15: ~20%, in which case tender story weakens. Net EV still favours escalation today.", "confidence": 0.81, "signals": ["Tender pipeline value", "Win-probability model", "CIDB innovation status", "Competitor disclosures", "Client-visit conversion"]}], "signal_trend": {"name": "Penang flagship earned-value index (rolling)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [1.06, 1.07, 1.08, 1.09, 1.1, 1.11, 1.12], "threshold": 1.1, "annotation": "Above 1.10 threshold for 3 working days; IFC freeze Jun 7"}}
{"decision_id": "DEC-construction-2026-05-22-4", "date": "2026-05-22", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["Equipment Agent"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "MET Malaysia 7-day gust probability crossed the 50% intervention threshold today (56%, up from 49% yesterday). Equipment Agent recommends approving the reinforcement WO under delegated authority to begin Mon Jun 1.", "justifications": [{"agent": "Equipment Agent", "headline": "Gust probability crossed 50% threshold; approve under delegated authority", "commentary": "The 7-day gust-probability indicator moved from 49% to 56% in 24 hours - clear breach of the 50% intervention threshold per the pre-monsoon scaffold protocol. The three high-rise sites (TRX C9, Sentral Tower 2, BBCC) sit in the West-Coast pre-monsoon corridor with onset forecast Jun 2-5. Layher panel partner has the quote, scope and crew ready. Approval today gives full week of lead time and clean Monday start.", "evidence": ["MET 7-day gust probability: 49% -> 56% in 24h", "Pre-monsoon onset forecast: Jun 2-5 (West-Coast)", "Scope: 14 tie-backs + 6 net-wrap upgrades across 3 sites", "Layher quote: RM 320k all-in, 4-day execution", "Delegated authority limit (Equipment Agent): RM 500k - within limit"], "actions": ["Approve WO under delegated authority today", "Issue PO to Layher panel partner by EOD", "Confirm Mon Jun 1 start and crane-window blocks Mon-Thu"], "risk": "Probability of rework absent reinforcement and event materialises: ~40% (rising). Probability the event does not materialise and RM 320k is sunk: ~40%. Probability of JKKP near-miss escalation if a panel drops: ~22%.", "confidence": 0.82, "signals": ["MET 7-day gust probability", "Site wind sensor rolling", "Scaffold-audit non-conformance", "JKKP inspection cadence", "Crane operability windows"]}], "signal_trend": {"name": "MET 7-day gust probability >50 km/h (%)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [22, 25, 28, 34, 41, 49, 56], "threshold": 50, "annotation": "Crossed 50% intervention threshold today; pre-monsoon onset Jun 2-5"}}
{"decision_id": "DEC-construction-2026-05-22-5", "date": "2026-05-22", "priority": "Esc", "decision": "Escalate: JKKP findings at Site 7, RM 4.1M stop-work risk", "agents_involved": ["Equipment Agent", "Crew Agent"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "JKKP DOSH Selangor opened an unannounced inspection at Site 7 (Pengerang RAPID Module 4) today, with verbal observations on TC-3 outrigger pads and a request for hoist H-2 PMA cert. NCRs likely to be filed tomorrow. Equipment Agent and Crew Agent recommend immediate escalation to pre-mobilise cure resources.", "justifications": [{"agent": "Equipment Agent", "headline": "Inspector verbal flag today; likely NCR(s) tomorrow - pre-mobilise cure", "commentary": "Inspector Encik Razali (JKKP DOSH Selangor) conducted an unannounced site walk today. Verbal observations: TC-3 outrigger pad appears under-sized for the soil class; H-2 hoist PMA cert was not on display. Equipment Agent has cross-checked: TC-3 pad is 1.8m on CBR 4 soil (drawing requires 2.4m on CBR 4); H-2 PMA actually expired Apr 28. NCRs expected to be filed tomorrow. Pre-mobilising Mammoet 2.4m pads and booking the PMA competent person tonight gives us a 48h head-start vs reacting to formal NCRs.", "evidence": ["Inspector Razali on site 0900-1430 today (verbal observations only, no NCR yet)", "TC-3 pad gap: 1.8m installed vs 2.4m required on CBR 4 soil", "H-2 PMA cert: expired Apr 28 (28-day lapse, confirmed)", "Mammoet 2.4m pad stock at Pasir Gudang: 6 pads available", "Ir Hj Ismail (PMA competent person): availability check in progress for Sun"], "actions": ["Pre-mobilise Mammoet pad logistics today (no PO yet, hold-quote)", "Confirm Ir Hj Ismail's Sun availability by 2000 tonight", "Escalate to Group CEO this evening for situational awareness"], "risk": "Probability NCRs filed tomorrow: ~85%. Probability of stop-work draft by May 24: ~50% if cure plan not pre-mobilised; ~25% if cure plan moves tonight. Probability of 3-day idle: ~15% under proactive scenario, ~35% under reactive. Pre-mobilisation cost: zero (hold-quotes only).", "confidence": 0.81, "signals": ["JKKP inspector verbal observations log", "PMA expiry register", "Plant-uptime % by site", "Daily idle burn-rate (modelled)", "Inspector return-visit cadence"]}, {"agent": "Crew Agent", "headline": "Lifting-supervisor log audit likely tomorrow - pre-empt with self-audit tonight", "commentary": "Inspector Razali asked for the lifting-supervisor logbook today but ran out of time. Crew Agent expects he will request it first thing tomorrow. A 60-minute self-audit tonight will surface any gaps so we can begin back-fill (SCADA + witness affidavits) before the inspector reviews. Initial check shows 2 logbook entries missing on the May 19 lift sequence - likely more.", "evidence": ["Inspector Razali requested lifting-log: deferred to tomorrow", "Self-audit started 1600 today; 2 gaps identified on May 19 lifts already", "En Rahmat (signal-person) CIDB + JKKP certs: valid", "SCADA logs retrievable for last 30 days", "3 crane operators available tonight for witness affidavits"], "actions": ["Complete 60-min logbook self-audit by 2000 tonight", "Begin SCADA + witness back-fill for any gaps by EOD tomorrow AM", "Schedule mandatory signal-team retrain Wed regardless of audit outcome"], "risk": "Probability inspector finds undocumented gaps tomorrow: ~75%. Probability of Akta 514 Sec 24 finding: ~40% absent back-fill; ~15% with proactive back-fill. Probability of CIDB watch-list flag: ~20% absent back-fill; ~5% with back-fill. Net: aggressive self-audit tonight materially reduces exposure.", "confidence": 0.78, "signals": ["Lifting-log completion % rolling", "Self-audit gap count by site", "Signal-team cert register", "SCADA-vs-logbook reconciliation", "Inspector return-visit cadence"]}], "signal_trend": {"name": "Site 7 JKKP open NCR count", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [0, 0, 0, 0, 1, 1, 2], "threshold": 2, "annotation": "Verbal observations today; NCRs expected tomorrow; threshold breach imminent"}}
{"decision_id": "DEC-construction-2026-05-23-1", "date": "2026-05-23", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["Materials Agent", "Project Agent"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "escalate", "why": "Rebar T16 has risen RM 220/MT (+7.0%) in 13 days with mill quotes repricing daily. Materials Agent and Project Agent recommend escalating to Group CEO for treasury sign-off ahead of a likely Monday-morning lock execution; spread is widening but not yet at peak.", "justifications": [{"agent": "Materials Agent", "headline": "Rebar spread compressing fast; lock-in window narrows to 48 hours", "commentary": "Domestic ex-mill quotes lifted RM 60/MT yesterday alone. Materials Agent models a 58% probability that price moves above RM 3,500/MT before mid-June if China-stimulus headlines persist into next week. The import safety-valve (Turkish billet CFR Port Klang) has weakened: spread is now RM 70/MT vs the 3-month average of RM 180/MT. Recommend escalation today, lock execution Monday at latest.", "evidence": ["Rebar T16 spot: RM 3,150 -> RM 3,370 / MT, +7.0% in 13 days", "Yesterday-only move: +RM 60/MT (largest single-day move in 9 months)", "Turkish billet CFR Port Klang spread: RM 70/MT vs 3-mth avg RM 180/MT", "Open rebar exposure: 18,400 MT through Aug 2026", "SHFE rebar futures (overnight): +2.1% Tuesday, +1.8% Wednesday"], "actions": ["Pre-negotiate fixed-price PO terms with Ann Joo and Masteel by EOD", "Brief treasury on RM 41M PO funding requirement for Monday execution", "Set 0700 Monday standing call to confirm or trigger lock"], "risk": "Probability the lock window closes (price >RM 3,450) before Monday: ~35%, exposure RM 0.8M of additional rebar cost. Probability of a benign retrace if China-stimulus stalls: ~22%. Net EV still favours escalation today for Monday execution.", "confidence": 0.86, "signals": ["Mill price-list deltas", "CFR Port Klang Turkish billet quote", "SHFE rebar overnight", "MYR/USD intraday", "Treasury cash buffer position"]}, {"agent": "Project Agent", "headline": "Portfolio margin-at-risk RM 3.8M if we wait beyond Monday", "commentary": "Top-3 jobs (LRT3 PKR Lot 12, Pengerang RAPID Module 4, TRX C9) carry 13,800 MT of unhedged rebar. Sensitivity at RM 700k per RM 100/MT. Project Agent endorses Materials Agent's escalation path with Monday execution. Critical-path slack on LRT3 PKR Lot 12 down to 11 days, no VO room.", "evidence": ["Top-3 unhedged tonnage: 13,800 MT", "Margin sensitivity: RM 700k per RM 100/MT", "LRT3 PKR Lot 12 critical-path slack: 11 days (was 14 last week)", "Pengerang RAPID Module 4 LAD trigger: Sep 12, USD 25k/day", "Treasury cash buffer: RM 58M available"], "actions": ["Escalate to Group CEO for treasury sign-off by 1600 today", "Pre-notify JKR + PETRONAS project directors of pending price-lock", "Prepare margin re-baselining files for 48h trigger post-lock"], "risk": "Probability of locking late and bleeding RM 1-2M of margin: ~30%. Probability of locking on Monday and price retracing: ~22%, with ~RM 0.7M opportunity cost. Net expected value: +RM 3.8M.", "confidence": 0.84, "signals": ["Margin-at-risk dashboard", "Critical-path slack rolling", "Treasury cash buffer", "Client scorecard tier", "JKR/PETRONAS escalation log"]}], "signal_trend": {"name": "Rebar T16 spot price (RM/MT)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [3140, 3150, 3180, 3220, 3260, 3310, 3370], "threshold": 3300, "annotation": "Crossed RM 3,300/MT trigger May 22; +7.0% in 13 days; lock window narrowing"}}
{"decision_id": "DEC-construction-2026-05-23-2", "date": "2026-05-23", "priority": "P0", "decision": "Pull 18 plumbers from Project A (slack) to Project B (critical path)", "agents_involved": ["Crew Agent", "Project Agent"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Project B (KL Sentral Tower 2 M&E fitout) critical-path slack has fallen to 7 days, breaching the 7-day intervention threshold. Project A (Putrajaya Precinct 7) holds 24 days of float. Crew Agent and Project Agent recommend Group CEO escalation today for transfer execution Monday.", "justifications": [{"agent": "Crew Agent", "headline": "Worker pool & subcon consent ready; only Group CEO sign-off pending", "commentary": "Crew Agent has pre-cleared 18 plumbers at Project A with CIDB + JKKP Confined-Space certs valid, BinaServis subcon consent obtained verbally, and Brickfields hostel beds reserved. Only the inter-project transfer letter needs Group CEO authorisation under the RM 1M+ resource-reallocation policy.", "evidence": ["18 plumbers shortlisted at Project A", "CIDB cards: 18/18 valid > Sep 2026", "JKKP Confined-Space: 18/18 current", "Brickfields hostel: 28 beds reserved", "BinaServis verbal consent (formal letter ready)"], "actions": ["Escalate to Group CEO 1500 today", "Convert BinaServis verbal to written consent by EOD", "Pre-brief Sentral Tower 2 safety officer for Monday induction"], "risk": "Probability BinaServis withdraws verbal consent: ~5%, mitigated by 5-year relationship. Probability of induction failures: ~8% per worker, manageable. Residual risk on Project A's residual works: ~10% chance of float erosion below 18 days, still buffered.", "confidence": 0.87, "signals": ["CIDB card validity", "JKKP cert register", "Subcon consent status", "Hostel occupancy", "Induction pass-rate"]}, {"agent": "Project Agent", "headline": "Slack breached 7-day intervention threshold; act Monday", "commentary": "Sentral Tower 2 slack moved from 9 to 7 days in 48 hours. Project Agent's P6 model projects a Sep 5 plumbing run-out vs Aug 31 milestone, exposing RM 1.0M of LAD. 18-plumber reinforcement compresses the activity by 7-9 days. Putrajaya Precinct 7 backfill plan validated.", "evidence": ["Sentral Tower 2 slack: 7 days (intervention threshold)", "Forecast plumbing run-out: Sep 5 vs milestone Aug 31", "LAD exposure: RM 1.0M at current trajectory", "Putrajaya Precinct 7 float: 24 days", "P6 levelling: 7-9 days compression at 18-plumber loading"], "actions": ["Escalate to Group CEO with Crew Agent today 1500", "Brief Sentral Property at PSC tomorrow on recovery plan", "Issue baseline B3.2 draft to client by Fri"], "risk": "Probability of recovering >=7 days: ~85%. Probability of overrun even after intervention: ~15%, exposure RM 0.3-0.6M. Probability of Putrajaya secondary impact: ~5%.", "confidence": 0.84, "signals": ["Sentral plumbing % complete", "Putrajaya float register", "LAD-clock days remaining", "P6 resource-utilisation", "Client PSC actions"]}], "signal_trend": {"name": "Project B critical-path slack (days)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [13, 12, 11, 10, 9, 8, 7], "threshold": 7, "annotation": "Slack hit 7-day intervention threshold today; LAD trigger Aug 31"}}
{"decision_id": "DEC-construction-2026-05-23-3", "date": "2026-05-23", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["Project Agent", "Tender Agent"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "defer", "why": "Penang EV-index has held above 1.13 for 4 working days. Project Agent and Tender Agent recommend deferring 24-48 hours to receive Cosmotech's revised resource-loading model before formal IFC freeze; data still hardening for full escalation.", "justifications": [{"agent": "Project Agent", "headline": "Cosmotech resource model due Mon; defer escalation to align packages", "commentary": "Project Agent has the playbook and EV evidence ready, but the supporting Cosmotech 18-month resource-loading model is in revision (v3 due Monday). Premature escalation would commit Group CEO to a half-evidenced package. Defer 48h, escalate Tuesday with complete pack.", "evidence": ["Penang EV-index 4-day rolling: 1.13 (above 1.10 threshold)", "Cosmotech model v3 due Monday May 25", "Iskandar Puteri T3 IFC: 75% complete, freeze Jun 7", "Pasir Gudang petrochem IFC: 60%, freeze Jul 15", "Replication PMO charter in draft, 80% complete"], "actions": ["Hold escalation pack at 80% complete until Cosmotech v3 lands", "Confirm Group CEO availability for Tuesday escalation", "Validate Penang EV-index does not regress over weekend"], "risk": "Probability that Cosmotech v3 delays past Monday: ~25%, in which case escalate with v2 + caveats. Probability that EV-index regresses over weekend, weakening the case: ~12%. Net: defer is the responsible move.", "confidence": 0.82, "signals": ["EV-index rolling", "Cosmotech model status", "IFC % complete by site", "PMO charter readiness", "Group CEO calendar"]}, {"agent": "Tender Agent", "headline": "Pipeline timing still affords 7-day deferral window", "commentary": "The 4 target tenders close Aug 28 (earliest, KLIA Aerotrain Phase 2) through Oct 12 (latest, Bayan Lepas semicon fab). Deferring escalation by 2 working days does not impact tender-submission readiness. Tender Agent agrees with Project Agent.", "evidence": ["Earliest Q3 tender close: Aug 28 (KLIA Aerotrain Phase 2)", "Tender-pack lead time: 6 weeks - ample margin", "Client-visit slots for Batu Kawan: Jun 18-21 confirmed", "Penang testimonial assets: signed and on hand", "Bid-defence panel: 3 SMEs available May 25-Jun 30"], "actions": ["Keep tender-pack drafts current with Penang case study", "Defer formal sequence-claim insertion until escalation closes", "Lock client-visit logistics for Jun 18-21"], "risk": "Probability of a competitor (Gamuda, IJM) pre-emptively claiming a similar sequence in their Q3 pre-bid market intel: ~20%. Mitigation: file CIDB innovation claim Wednesday. Probability of tender-readiness slipping due to deferral: <5%.", "confidence": 0.8, "signals": ["Tender close dates", "Competitor public disclosures", "Client-visit RSVPs", "CIDB innovation-claim status", "Tender-pack % complete"]}], "signal_trend": {"name": "Penang flagship earned-value index (rolling)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [1.07, 1.08, 1.09, 1.1, 1.11, 1.12, 1.13], "threshold": 1.1, "annotation": "EV-index above 1.10 for 4 working days; Cosmotech model v3 due Monday"}}
{"decision_id": "DEC-construction-2026-05-23-4", "date": "2026-05-23", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["Equipment Agent"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "MET Malaysia upgraded the 7-day gust probability to 62% from 56% in 24 hours. Equipment Agent recommends approving the reinforcement WO now to start Monday Jun 1, ahead of MET-forecast pre-monsoon onset Jun 2-5.", "justifications": [{"agent": "Equipment Agent", "headline": "Gust probability now 62%; reinforcement WO ready for approval", "commentary": "MET's 7-day outlook escalated overnight to a 62% probability of 50+ km/h gusts in the Klang Valley corridor over the first 10 days of June. The three high-rise sites (TRX C9 L42, Sentral Tower 2 L38, BBCC L31) sit within that corridor with scaffolds at the 35 km/h sustained tolerance ceiling. Layher panel partner has held the RM 320k all-in quote and the 4-day execution window. Approval today triggers a Monday-Jun-1 start.", "evidence": ["MET 7-day gust probability: 62% (was 56% yesterday)", "Pre-monsoon onset forecast: Jun 2-5 (West-Coast regime)", "14 tie-back reinforcements + 6 net-wrap upgrades scoped", "Layher quote held: RM 320k all-in, 4-day execution", "Last quarterly audit (Apr 2026): 3 minor non-conformances cleared"], "actions": ["Approve scaffold-reinforcement WO today (delegated authority - Equipment Agent)", "Issue PO to Layher panel partner by 1700", "Lock crane / material-hoist usage windows for Mon-Thu Jun 1-4"], "risk": "Probability of rework absent reinforcement and gust event materialises: ~45%, exposure RM 980k. Probability the event does not materialise and we spend RM 320k 'unused': ~38%, acceptable insurance cost. Probability of JKKP near-miss escalation if a panel drops: ~25%.", "confidence": 0.83, "signals": ["MET 7-day gust probability", "Site wind sensor 10-min rolling", "Scaffold-audit non-conformance", "JKKP inspection cadence", "Crane operability windows"]}], "signal_trend": {"name": "MET 7-day gust probability >50 km/h (%)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [25, 28, 34, 41, 49, 56, 62], "threshold": 50, "annotation": "Above 50% threshold for 2 days; pre-monsoon onset Jun 2-5"}}
{"decision_id": "DEC-construction-2026-05-23-5", "date": "2026-05-23", "priority": "Esc", "decision": "Escalate: JKKP findings at Site 7, RM 4.1M stop-work risk", "agents_involved": ["Equipment Agent", "Crew Agent"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "JKKP DOSH Selangor inspector closed-out the Site 7 inspection today with 3 NCRs filed: improper crane outrigger pad on TC-3, expired PMA on hoist H-2, missing lifting-supervisor logs. Stop-work draft notice expected within 24 hours. Equipment Agent and Crew Agent recommend immediate Group CEO escalation.", "justifications": [{"agent": "Equipment Agent", "headline": "3 NCRs filed today; stop-work draft notice expected in 24 hours", "commentary": "The inspector's morning walk yielded an immediate written NCR on TC-3 outrigger pads (CBR 4 vs required 6), and an afternoon plant-cert audit caught H-2's PMA lapse (28-day overrun). Equipment Agent has already initiated Mammoet 2.4m pad logistics from Pasir Gudang and booked PMA re-cert for Sunday. Recommend escalation to Group CEO so commercial pre-notifications to PETRONAS can run in parallel.", "evidence": ["JKKP NCR-2026-05-23-PG-117 (TC-3 outrigger) - filed today AM", "JKKP NCR-2026-05-23-PG-118 (H-2 PMA) - filed today PM", "Mammoet 2.4m pad logistics: confirmed for Sunday delivery", "PMA re-cert (Ir Hj Ismail): booked Sun May 24 0900", "Stop-work draft notice: anticipated 24h per inspector verbal"], "actions": ["Escalate to Group CEO by 1700 today", "Pre-notify PETRONAS project director by 1900 today", "Confirm Mammoet & Ir Hj Ismail logistics by EOD"], "risk": "Probability stop-work is formally issued tomorrow despite proactive cure plan: ~30%. Probability of 3-day idle: ~20%, exposure RM 4.1M. Probability of PETRONAS Tier-2 downgrade: ~25% if any idle materialises.", "confidence": 0.83, "signals": ["JKKP NCR status by site", "PMA expiry register", "Plant-uptime % by site", "Daily idle burn-rate (modelled)", "PETRONAS scorecard tier"]}, {"agent": "Crew Agent", "headline": "Lifting-supervisor log gap surfaced in afternoon audit; back-fill underway", "commentary": "The afternoon JKKP audit pulled the lifting-supervisor logbook and discovered 5 of 10 critical lifts missing signed entries. Crew Agent has begun back-fill using crane SCADA and operator witness statements. All 5 lifts were physically supervised by En Rahmat (certs valid). Process failure not competency failure. Digital lifting-log app pilot at Sentral Tower 2 ready to roll out.", "evidence": ["5 of 10 critical lifts missing signed entries (May 12-22)", "En Rahmat CIDB + JKKP Signal-Person valid", "SCADA reconstruction in progress, 3 of 5 lifts re-evidenced", "Operator witness affidavits requested from 3 crane operators", "Digital lifting-log app: pilot stable at Sentral Tower 2"], "actions": ["Complete SCADA + witness back-fill by EOD tomorrow", "Schedule mandatory 2-hour JKKP-led retrain Wed", "Roll digital lifting-log app to Site 7 Friday"], "risk": "Probability JKKP accepts SCADA-reconstructed evidence: ~75%. Probability of Akta 514 Sec 24 prosecution: ~10%, RM 50k fine + 12-month CIDB watch-list. Probability of cascading near-miss revelation: ~5%.", "confidence": 0.78, "signals": ["Lifting-log completion % by site", "Signal-team cert register", "SCADA-vs-logbook reconciliation", "Near-miss reports", "Akta 514 prosecution exposure"]}], "signal_trend": {"name": "Site 7 JKKP open NCR count", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [0, 0, 0, 1, 1, 2, 3], "threshold": 2, "annotation": "3 NCRs filed today; breached 2-NCR escalation threshold; stop-work draft expected 24h"}}
{"decision_id": "DEC-construction-2026-05-24-1", "date": "2026-05-24", "priority": "P0", "decision": "Lock-in rebar futures ahead of forecast price spike", "agents_involved": ["Materials Agent", "Project Agent"], "rm_impact": "+RM 4.2M margin protection", "recommended_action": "approve", "why": "Rebar T16 has rallied RM 270/MT (+8.6%) in 14 days; mill quotes for July loadings are widening intraday. Hedging the next 18,400 MT now protects open-book margin on LRT3 PKR Lot 12, Pengerang RAPID Module 4 and TRX C9. Materials Agent and Project Agent jointly recommend executing the futures lock today.", "justifications": [{"agent": "Materials Agent", "headline": "Rebar T16 spread widest in 11 months; lock 18,400 MT today", "commentary": "Domestic mill quotes (Ann Joo, Masteel, Southern Steel) have all repriced upward on three consecutive working days. The discount between import Turkish billet (CFR Port Klang) and domestic ex-mill has compressed from RM 180/MT to RM 35/MT, removing the usual import safety valve. Materials Agent models a 72% probability the price moves above RM 3,500/MT before mid-June, driven by China stimulus-led billet demand and a weaker MYR vs USD.", "evidence": ["Rebar T16 spot: RM 3,150 -> RM 3,420 / MT, +8.6% in 14 days (Ann Joo mill list)", "Turkish billet CFR Port Klang: USD 545 -> USD 588 / MT in 9 days", "Open rebar exposure on 6 active jobs: 18,400 MT to consume through Aug 2026", "MYR weakened 1.8% vs USD in 7 days, lifting CFR price ~RM 14/MT alone", "Bursa Malaysia steel-counter volume +47% vs 20-day average (speculative interest building)"], "actions": ["Execute fixed-price PO with Ann Joo for 12,000 MT @ RM 3,395/MT, July-Aug delivery", "Take 6,400 MT call-spread hedge via SGX iron-ore proxy (delta-equivalent)", "Lock truck-haulage rates with three logistics panel at RM 95/MT before diesel rebasing"], "risk": "Probability-weighted downside if we defer 7 days: 65% chance of paying RM 3,500+/MT, eroding RM 1.8M of locked-in margin on LRT3 PKR Lot 12 alone. Probability of price reverting >RM 100/MT lower in same window: ~18%, mainly contingent on a Chinese policy reversal we cannot forecast. Counterparty risk on Ann Joo fixed-price is low (rated A by RAM, no past default).", "confidence": 0.91, "signals": ["Mill price list deltas (3x daily)", "CFR Port Klang Turkish billet quote", "MYR/USD intraday", "Bursa steel-sector volume", "China rebar futures (SHFE) overnight close"]}, {"agent": "Project Agent", "headline": "Three flagship jobs lose RM 4.2M margin if rebar moves another 6%", "commentary": "Across the live portfolio, fixed-price contracts representing RM 312M of revenue have rebar-linked exposure unhedged beyond June. LRT3 PKR Lot 12 (RM 142M, 36% rebar-weighted), Pengerang RAPID Module 4 (RM 88M, 28%) and TRX C9 (RM 82M, 22%) collectively swing RM 700k of margin per RM 100/MT move. Project Agent endorses Materials Agent's lock proposal: programme float on these jobs is below 9 days, leaving no room to renegotiate variation orders with JKR or PETRONAS clients.", "evidence": ["Combined unhedged rebar tonnage on top-3 jobs: 13,800 MT", "Margin sensitivity: RM 700k per RM 100/MT (modelled, ex-VO)", "LRT3 PKR Lot 12 critical-path slack: 9 days; no rebar-substitution VO permitted under clause 8.3", "Pengerang RAPID Module 4 LAD: USD 25k/day if mech-completion slips past Sep 12", "Treasury cash buffer for fixed-price PO funding: RM 58M available, no covenant breach"], "actions": ["Co-sign Materials Agent's 12,000 MT fixed-price PO at programme-board level today", "Notify JKR and PETRONAS project directors of price-lock to pre-empt VO conversations", "Trigger margin re-baselining on the 3 flagship jobs within 48h, lock revised forecast"], "risk": "If we defer the lock and price moves to RM 3,500/MT, modelled margin erosion is RM 4.2M with ~70% probability. Reputational risk with PETRONAS if Pengerang slips is material (Tier-1 vendor scorecard impact, ~15% probability of dropping to Tier-2 for next bid round). Funding the PO uses 22% of treasury buffer but does not breach the 1.4x cash-ratio covenant.", "confidence": 0.88, "signals": ["Portfolio margin-at-risk dashboard (daily)", "JKR/PETRONAS scorecard notifications", "Treasury cash buffer vs covenant ratio", "Critical-path slack on top-10 jobs", "Variation-order pipeline value"]}], "signal_trend": {"name": "Rebar T16 spot price (RM/MT)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [3150, 3180, 3220, 3260, 3310, 3370, 3420], "threshold": 3300, "annotation": "Crossed RM 3,300/MT lock-trigger on May 22; +8.6% in 14 days; widest 14-day move since Jul 2025"}}
{"decision_id": "DEC-construction-2026-05-24-2", "date": "2026-05-24", "priority": "P0", "decision": "Pull 18 plumbers from Project A (slack) to Project B (critical path)", "agents_involved": ["Crew Agent", "Project Agent"], "rm_impact": "+RM 1.6M LAD avoidance", "recommended_action": "escalate", "why": "Project B (KL Sentral Tower 2 M&E fitout) critical-path slack has collapsed to 6 days with LAD of RM 200k/day from Aug 31. Project A (Putrajaya Precinct 7 admin block) has 23 days of float on internal services. Pulling 18 plumbers (12 grade-1, 6 grade-2) from A to B compresses B's plumbing run-out by 9 days. Crew Agent and Project Agent recommend Group CEO sign-off due to client-notification implications.", "justifications": [{"agent": "Crew Agent", "headline": "18 plumbers redeployable to Project B with full JKKP compliance intact", "commentary": "All 18 plumbers carry valid CIDB Green Cards and JKKP Confined-Space certification needed for the Sentral Tower 2 riser works. Crew Agent has validated quarter accommodation availability at the Brickfields hostel (28 beds free) and confirmed daily LRT shuttle slots. Subcon BinaServis Sdn Bhd (their employer) has agreed to transfer on a 6-week deployment letter at the existing all-in rate of RM 285/day, no premium.", "evidence": ["18 plumbers identified at Project A; CIDB cards verified, expiry > Sep 2026", "JKKP Confined-Space cert: 18/18 valid (required for Sentral riser works)", "Brickfields hostel availability: 28 beds open against 18 needed; PDPA-clean", "BinaServis Sdn Bhd written consent obtained (e-mail 2026-05-24 11:42)", "Daily cost-impact: nil (rate held at RM 285/day, no overtime loading)"], "actions": ["Issue redeployment letters to 18 workers via BinaServis by 1700 today", "Brief site safety officer at Sentral Tower 2 on incoming crew induction (Tue AM)", "Backfill Project A slack work using existing 7-pax internal-services rotation"], "risk": "Probability of any single plumber failing the Tower-2 site induction (height + confined-space refresher): ~8% per worker, expected 1-2 to require remediation, absorbed in 48h. Subcon-relationship risk with BinaServis is low (5-year history, no disputes). Residual risk of JKKP audit flag if hostel occupancy exceeds Akta 446 amenity ratio: mitigated by hostel headroom.", "confidence": 0.89, "signals": ["CIDB card validity by worker", "JKKP cert register status", "Subcon consent log", "Hostel occupancy vs Akta 446 ratio", "Site induction pass-rate (rolling)"]}, {"agent": "Project Agent", "headline": "Sentral Tower 2 critical path: 6 days slack, LAD trigger Aug 31", "commentary": "Sentral Tower 2 M&E fitout plumbing run-out is currently forecast Sep 9, vs contractual milestone Aug 31. At RM 200k/day LAD, 9 days of overrun = RM 1.8M direct loss. Adding 18 plumbers for 6 weeks compresses the activity by 9 calendar days (validated via Primavera P6 resource-levelling, 3-iteration crashing). Putrajaya Precinct 7 has 23 days of float on internal services with no follow-on dependency until ceiling-grid commences Jul 14.", "evidence": ["Sentral Tower 2 plumbing run-out: forecast Sep 9 vs milestone Aug 31 (-9 days)", "Putrajaya Precinct 7 internal-services float: 23 days, follow-on Jul 14", "LAD clause: RM 200k/day capped at 5% contract value (RM 7.6M cap)", "P6 resource-levelling: 9-day compression at 18-plumber loading (3 runs converged)", "Client (Sentral Property): notified of replanning intent at PSC 2026-05-22"], "actions": ["Group CEO sign-off on inter-project transfer at exec stand-up tomorrow 0830", "Issue revised baseline B3.2 to Sentral Property by Fri with -9-day recovery line", "Lock Putrajaya Precinct 7 contingency to ceiling-grid critical path (jul 14 ready)"], "risk": "Probability of recovering the full 9 days at 18-plumber loading: ~82% per P6 Monte Carlo (1,000 runs). 14% probability we recover only 6-7 days, exposing RM 400-600k residual LAD. 4% probability of secondary risk: Putrajaya Precinct 7 ceiling-grid start slips because backfill rotation under-performs - exposure RM 180k. Net expected value remains strongly positive at +RM 1.6M.", "confidence": 0.86, "signals": ["Sentral Tower 2 plumbing % complete vs plan", "Putrajaya Precinct 7 ceiling-grid readiness", "LAD-clock days remaining", "P6 resource-utilisation index", "Client PSC minute action-items"]}], "signal_trend": {"name": "Project B critical-path slack (days)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [12, 11, 10, 9, 8, 7, 6], "threshold": 7, "annotation": "Slack breached 7-day intervention threshold on May 23; LAD trigger Aug 31 (RM 200k/day)"}}
{"decision_id": "DEC-construction-2026-05-24-3", "date": "2026-05-24", "priority": "P0", "decision": "Replicate Penang flagship build sequence to 2 Johor sites", "agents_involved": ["Project Agent", "Tender Agent"], "rm_impact": "+RM 6.8M annualised", "recommended_action": "escalate", "why": "The Batu Kawan flagship hit 14% productivity uplift vs baseline by re-sequencing facade + MEP first-fix in parallel. Two Johor sites (Iskandar Puteri T3 and Pasir Gudang petrochem expansion) are pre-mobilisation, perfect window to embed the same sequence into the IFC drawings and subcon scope. Project Agent and Tender Agent recommend Group CEO approval of the replication playbook.", "justifications": [{"agent": "Project Agent", "headline": "Penang flagship sequence delivers 14% productivity uplift; transferable now", "commentary": "Batu Kawan T1 closed Apr 2026 ahead of programme by 21 days using a parallel-track facade-and-MEP-first-fix sequence developed jointly with the M&E subcon (Cosmotech). Post-completion analysis isolated 9.2 days of saving to the re-sequencing alone (the remaining 11.8 days came from rebar prefab). The two Johor sites are still in IFC-drawing stage, meaning we can re-cut subcon scope at zero penalty. Project Agent models RM 6.8M annualised margin uplift if both Johor sites adopt the playbook in full.", "evidence": ["Batu Kawan T1 productivity uplift: +14% earned-value vs baseline (Apr 2026 closeout)", "Days saved attributable to re-sequencing: 9.2 (isolated via factor analysis)", "Iskandar Puteri T3 status: IFC at 78%, mobilisation Jul 15 - 7 weeks runway", "Pasir Gudang petrochem expansion: IFC at 64%, mobilisation Aug 20", "Margin uplift modelled: RM 3.4M per site x 2 = RM 6.8M (12-month run-rate)"], "actions": ["Lock playbook into IFC reviews for both Johor sites by 2026-06-07", "Re-scope Cosmotech (or equivalent) for parallel first-fix at both sites", "Stand up a 2-pax replication PMO under Group COO to enforce sequence adherence"], "risk": "Probability of replicating the full 9.2-day saving at each Johor site: ~65% per site (lower than Penang due to subcon-bench-strength gap in Johor). Probability of partial replication (5-7 days saved): ~25%. Probability of net-zero/negative outcome if subcon resists re-scope: ~10%. Expected-value calculation still favours go: RM 4.6M risk-adjusted uplift.", "confidence": 0.83, "signals": ["Site-level earned-value index (weekly)", "IFC-drawing % complete by site", "Subcon bench-strength register (Johor)", "PMO sequence-adherence audit score", "Days-ahead-of-programme rolling metric"]}, {"agent": "Tender Agent", "headline": "Replication playbook becomes a bid differentiator for 4 upcoming tenders", "commentary": "Tender Agent's live pipeline shows 4 tenders closing Q3 2026 (KLIA Aerotrain Phase 2, Sabah Pan-Borneo Pkg 5, Cyberjaya data-centre cluster, Bayan Lepas semicon fab fit-out) worth a combined RM 1.4B where parallel-sequence capability would be a scoring differentiator under CIDB technical-merit criteria. Demonstrating the Penang baseline + 2 Johor adopters in the technical submission lifts our modelled win-probability from 22% to 31% on the data-centre cluster alone.", "evidence": ["4 Q3 2026 tenders identified, combined value RM 1.4B", "Cyberjaya data-centre cluster win-probability: 22% baseline -> 31% with playbook (internal model)", "CIDB technical-merit weighting: 40% (Open Tender PR1M v3)", "Penang Batu Kawan T1 client testimonial obtained 2026-05-12 (usable in tender)", "Bid-defence panel availability: 3 SMEs incl. Cosmotech MD willing to co-present"], "actions": ["Embed Penang case study + Johor adoption proof into all 4 Q3 tender submissions", "Schedule client visit to Batu Kawan T1 with KLIA + data-centre prospects (Jun 18-21)", "Cost-uplift bid pricing by 1.5% to share value while staying below market median"], "risk": "Probability that competitors (Gamuda, IJM) deploy a similar parallel-sequence claim in their bids: ~45% (they have Penang LRT precedent). Mitigation: file CIDB innovation submission to obtain documented attribution by Jun 30. Probability the playbook fails to land in Johor before tender deadlines (Sep 15 latest): ~20%, which would weaken our proof story. Net: still strongly accretive in EV terms.", "confidence": 0.81, "signals": ["Tender pipeline value by close date", "Win-probability model output by bid", "CIDB innovation-claim acknowledgement", "Competitor public-tender disclosures", "Client-visit conversion ratio"]}], "signal_trend": {"name": "Penang flagship earned-value index (rolling)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [1.08, 1.09, 1.1, 1.11, 1.12, 1.13, 1.14], "threshold": 1.1, "annotation": "Sustained above 1.10 EV-index for 5 working days; replication window open until Jun 7 IFC freeze"}}
{"decision_id": "DEC-construction-2026-05-24-4", "date": "2026-05-24", "priority": "P2", "decision": "Pre-monsoon scaffold reinforcement on 3 high-rise sites", "agents_involved": ["Equipment Agent"], "rm_impact": "+RM 980k avoided rework", "recommended_action": "approve", "why": "MET Malaysia 7-day outlook upgrades to 'heavy thunderstorm with strong squalls' for Klang Valley and West Coast from Jun 2. Three high-rise sites (TRX C9 L42, Sentral Tower 2 L38, Bukit Bintang City Centre L31) have facade-edge scaffolds rated for 35 km/h sustained, but MET probability of 50+ km/h gusts is 68%. Equipment Agent recommends reinforcement before Jun 1.", "justifications": [{"agent": "Equipment Agent", "headline": "Three scaffold systems below pre-monsoon wind-load tolerance; reinforce by Jun 1", "commentary": "Pre-monsoon onset for the West-Coast peninsular regime is forecast Jun 2-5 by MET Malaysia, with 68% probability of 50+ km/h sustained gusts in the Klang Valley corridor over the first 10 days. Current facade-edge scaffold tying patterns on TRX C9 (L42), Sentral Tower 2 (L38) and BBCC (L31) are certified for 35 km/h sustained / 55 km/h gust per the as-built scaffold drawings, leaving zero safety margin. Equipment Agent has cross-checked tube-and-coupler condition via the last quarterly inspection (Apr 2026) and identified 14 high-priority tie-back reinforcements + 6 net-wrap upgrades across the three sites. All work is sub-contractable to existing scaffold vendor (Layher panel partner) at RM 320k all-in.", "evidence": ["MET Malaysia 7-day outlook: 68% probability 50+ km/h gusts from Jun 2 onward", "Scaffold certification: 35 km/h sustained / 55 km/h gust (drawings ref SC-2025-118)", "14 priority tie-back reinforcements + 6 net-wrap upgrades identified", "Layher panel partner quote: RM 320k all-in, 4-day execution window", "Last quarterly scaffold audit (Apr 2026): 3 minor non-conformances, none on lateral ties"], "actions": ["Issue scaffold-reinforcement WO to Layher panel partner by EOD; start Mon Jun 1", "Notify JKKP DOSH Selangor & WPKL of reinforcement programme (courtesy notice)", "Lock building-edge crane and material-hoist usage windows around scaffold works"], "risk": "Probability of facade/scaffold rework if we do not reinforce and a 50+ km/h gust event occurs: ~55%, expected rework cost RM 980k (debris, dropped objects, facade-panel re-set). Probability of a stop-work order from JKKP if a near-miss is logged: ~30%, which would cascade RM 1.4M of programme delay across the three sites. Probability that we reinforce and no monsoon event materialises: ~32%, in which case the RM 320k spend is sunk - acceptable insurance cost. Net EV strongly positive.", "confidence": 0.85, "signals": ["MET Malaysia 7-day gust probability", "Site-level wind sensor 10-min rolling average", "Scaffold-audit non-conformance count", "JKKP-DOSH inspection cadence", "Crane operability windows lost to wind"]}], "signal_trend": {"name": "MET 7-day gust probability >50 km/h (%)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [28, 34, 41, 49, 56, 62, 68], "threshold": 50, "annotation": "Crossed 50% intervention threshold May 22; pre-monsoon onset window Jun 2-5"}}
{"decision_id": "DEC-construction-2026-05-24-5", "date": "2026-05-24", "priority": "Esc", "decision": "Escalate: JKKP findings at Site 7, RM 4.1M stop-work risk", "agents_involved": ["Equipment Agent", "Crew Agent"], "rm_impact": "-RM 4.1M stop-work risk", "recommended_action": "escalate", "why": "JKKP DOSH Selangor inspector issued 3 NCRs at Site 7 (Pengerang RAPID Module 4) on May 23: improper crane outrigger pad on TC-3, expired JKKP PMA cert on hoist H-2, missing lifting-supervisor log entries for 5 of last 10 lifts. Stop-work notice draft sighted with 72-hour cure window. Combined exposure: RM 4.1M (3 days idle x RM 1.37M/day burn).", "justifications": [{"agent": "Equipment Agent", "headline": "Two PMA-affected plant items + outrigger-pad finding; 72h cure window", "commentary": "The JKKP inspector cited TC-3 tower crane operating with outrigger pads under-sized for the soil-bearing capacity disclosed in the geotechnical report (CBR 4 vs the 6 required by the as-erected drawing). Hoist H-2's PMA cert lapsed Apr 28 (28-day overrun) due to a missed renewal trigger in the planned-maintenance scheduler. Equipment Agent has confirmed both items can be cured within 36 hours: outrigger-pad upsize from 1.8m to 2.4m steel mat (vendor Mammoet has stock in Pasir Gudang), and PMA re-cert booked with JKKP-licensed competent person for tomorrow 0900.", "evidence": ["JKKP NCR-2026-05-23-PG-117: outrigger pad CBR shortfall on TC-3", "JKKP NCR-2026-05-23-PG-118: H-2 PMA expired Apr 28 (28-day overrun)", "Mammoet steel-mat stock at Pasir Gudang yard: 6 x 2.4m pads available", "PMA competent person booked: Ir Hj Ismail, NIOSH-registered, 0900 May 25", "Site 7 daily burn rate during idle: RM 1.37M/day (modelled with subcons retained)"], "actions": ["Deploy Mammoet 2.4m pads to Site 7 by 1800 today; re-erect TC-3 by 0600 tomorrow", "Complete H-2 PMA re-cert by 1300 tomorrow; submit JKKP closure within 24h", "Re-baseline planned-maintenance scheduler with 30-day forward-warning on all PMA"], "risk": "Probability of curing both NCRs within 72h: ~90%, contingent on Mammoet logistics and Ir Hj Ismail availability (booked). Probability of JKKP issuing formal stop-work despite cure: ~15% if inspector returns and finds a third issue. Probability of cascading PETRONAS commercial action (vendor downgrade): ~25% if stop-work is filed. Worst-case 3-day idle exposure: RM 4.1M; best-case (clean cure): RM 95k cure cost + zero idle.", "confidence": 0.84, "signals": ["JKKP NCR status by site", "PMA cert expiry register (rolling 60-day)", "Plant-uptime % by site", "Daily burn-rate if idle (modelled)", "PETRONAS vendor-scorecard tier"]}, {"agent": "Crew Agent", "headline": "Lifting-supervisor log gap on 5 of 10 lifts; competency-process failure", "commentary": "Crew Agent's review of the lifting-supervisor logbook on Site 7 found 5 of the last 10 critical lifts (>5T) were executed without a signed supervisor entry, a JKKP-mandatory record under Akta 514 Sec 24. The supervising signaler on duty (En Rahmat) holds valid CIDB + JKKP Signal-Person certs, but the logbook practice has lapsed since Apr-19 supervisor handover. This is a documentation/process failure, not a competency failure - all lifts were physically supervised. However, JKKP treats absence-of-record as equivalent to absence-of-supervision. Crew Agent recommends a 48-hour back-fill of records (witness statements from operators) + immediate retraining of the signal team.", "evidence": ["5 of last 10 lifts missing supervisor logbook entries (May 12 - May 22)", "En Rahmat CIDB + JKKP Signal-Person certs valid to Mar 2027", "Lift logs reconstructable from crane SCADA + operator witness (3-pax)", "Akta 514 Sec 24: absence-of-record == non-compliance", "Site 7 crew complement: 142 direct + 318 subcon; signal team 4-pax"], "actions": ["Back-fill 5 missing logbook entries with SCADA + witness affidavit by EOD tomorrow", "Mandatory 2-hour JKKP-led retrain for all 4 signal-team members by Wed", "Deploy digital lifting-log app (already piloted at Sentral Tower 2) by Friday"], "risk": "Probability JKKP accepts SCADA-reconstructed evidence as cure: ~75% based on Selangor inspector precedent (4 of 5 similar cases since 2024). Probability of an Akta 514 Sec 24 prosecution if not cured: ~10%, exposure RM 50k fine + 12-month CIDB watch-list. Probability of a near-miss event during the documentation gap going un-discovered by Operations: ~5% - mitigated by 3-pax operator witness review currently in progress.", "confidence": 0.79, "signals": ["Lifting-log completion % by site", "Signal-team JKKP cert status", "SCADA-vs-logbook reconciliation count", "Near-miss reports filed by site", "Akta 514 prosecution exposure register"]}], "signal_trend": {"name": "Site 7 JKKP open NCR count", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [0, 0, 1, 1, 2, 3, 3], "threshold": 2, "annotation": "Breached 2-NCR escalation threshold May 22; stop-work draft sighted May 23; 72h cure window active"}}