{"decision_id": "DEC-retail-2026-05-24-1", "date": "2026-05-24", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 Klang Valley sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "MET Malaysia PM2.5 forecast reaches 168 \u00b5g/m\u00b3 at 84 Klang Valley sites this weekend. Historical haze-week playbook (8 episodes since 2022) gives +18 % to +47 % basket lift on water / masks / shelf-stable hot food.", "justifications": [{"agent": "DDPA", "headline": "PM2.5 hit 168 \u00b5g/m\u00b3 \u2014 playbook says basket +38 % at 84 inner-KL sites", "commentary": "7-day MET ensemble forecast climbed 42\u2192168 \u00b5g/m\u00b3, crossing the WHO unhealthy floor (150) on day 6 of the window. The 84 inner-KL sites match the cohort that lifted basket value +38 % during the May 2025 haze week (8 observations since 2022, mean basket lift +29 %, \u03c3 9 %). Surcharge model favours protein over staples; KPDN floor binds on water.", "evidence": ["MET 7-day forecast (\u00b5g/m\u00b3): 42\u219258\u219276\u219295\u2192118\u2192142\u2192168", "Cohort baseline \u2014 8 haze-week observations 2022-2025, basket lift +18 % to +47 % (mean +29 %)", "May 2025 reference cohort: 81 of these same 84 sites, +38 % basket value, +52 % water 2L units"], "actions": ["N95 single-pack (SKU-08821): +RM 0.50 (RM 4.80 \u2192 RM 5.30). Elasticity \u22120.42 \u2192 net unit +9 %, margin +RM 1.3M", "2L water 6-pack (SKU-03102): HOLD RM 11.90 \u2014 KPDN Category B floor, > +5 % triggers Schedule-1 investigation", "Sambal-set family (SKU-04421-*): HOLD price; lift comes from +38 % volume (RM 1.8M)"], "risk": "If PM2.5 retracts < 100 by Sat 08:00 (15 % probability per MET 3-member ensemble), modelled lift drops to RM 2.4M and the N95 surcharge becomes pure margin (no volume tailwind).", "confidence": 0.86, "signals": ["MET-haze-7d", "memory:may-2025-haze-cohort", "kpdn-2024-cat-b-circular"]}, {"agent": "ILA", "headline": "Replenishment pull: 4,500 sambal-set + 4,000 N95 staged Shah Alam DC by Thu 18:00", "commentary": "Stock-on-hand at the 84 sites covers 1.8 days of forecast demand at the new lift rate. Vendor BrandX-MY confirmed shipment by truck-rail; landed cost RM 87,400. 9 cold-chain trucks idle Thu/Fri (telematics confirmed). Halal lot chain re-verified for the sambal batch.", "evidence": ["Sambal-set on shelf: 9,400 + DC 6,200 = 15,600 units. 3-day demand at +38 % lift = 19,200 \u2192 shortfall 3,600", "N95 single-pack: shelf 4,200 + DC 1,800 = 6,000 units. 3-day demand at +210 % lift = 9,300 \u2192 shortfall 3,300", "Cold-chain fleet idle Thu/Fri: 9 trucks (ECN-447, 552, 619, 720, 783, 891, 944, 1012, 1108)", "Halal lot CIDB-12-K-2387 \u2014 JAKIM cert valid through Aug-2026 (re-checked 08:00 today)"], "actions": ["Pull 4,500 sambal-set + 4,000 N95 from BrandX-MY Shah Alam by Thu 18:00", "Pre-position 9 cold-chain trucks Thu 16:00 for Friday 04:00 dispatch", "Notify 84 store managers via Workday push 06:00 Fri"], "risk": "If MET haze forecast holds across the East Coast too, Kuantan corridor also needs pull (decision DEC-retail-XXX-5 already escalates KK BrandX slip \u2014 same vendor).", "confidence": 0.91, "signals": ["dc-stock-shah-alam", "tms-truck-roster-thu", "jakim-cert-CIDB-12-K-2387"]}], "signal_trend": {"name": "PM2.5 forecast \u2014 Klang Valley (\u00b5g/m\u00b3)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [42, 58, 76, 95, 118, 142, 168], "threshold": 150, "annotation": "WHO unhealthy threshold crossed on day 6 of the 7-day window \u2014 value now 168."}}
{"decision_id": "DEC-retail-2026-05-24-2", "date": "2026-05-24", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12 KL sites", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "4 Kuantan sites at percentile 4 of cohort for 12 consecutive weeks; catchment 70 %+ overlap with the Kuantan flagship. Penang format (top 2 %) modelled at +RM 480k / site / quarter on 12 KL targets.", "justifications": [{"agent": "SPPA", "headline": "4 Kuantan sites at percentile 4 for 12-week trailing \u2014 well past closure threshold", "commentary": "Catchment-adjusted cohort scoring confirms 4 Kuantan sites (SITE-0387, 0421, 0488, 0501) below the 10th percentile for 12 consecutive weeks. Catchment overlap with the Kuantan flagship: 73 %, 71 %, 76 %, 68 %. Closing them does not break radius-2km coverage. Replication targets: 12 KL Mid-tier sites that match the Penang flagship on 4 dimensions (income, footfall pattern, daypart mix, basket composition) with score > 0.82.", "evidence": ["12-week trailing cohort percentile: 9 \u2192 8 \u2192 7 \u2192 6 \u2192 5 \u2192 4 \u2192 4 (close-down floor = 10)", "Catchment overlap with Kuantan flagship: 73 % (SITE-0387), 71 % (SITE-0421), 76 % (SITE-0488), 68 % (SITE-0501)", "12 KL Mid-tier candidates pass Penang-format match score (top: SITE-0099 0.91, SITE-0142 0.88, SITE-0167 0.86)", "Penang flagship reference: top 2 % cohort, +RM 1.9M annualised P&L vs network median"], "actions": ["Open closure diligence pack at 4 Kuantan sites \u2014 lease maturity Q3 means zero break-fee", "Open replication diligence pack at 12 KL Mid-tier sites \u2014 format swap budget RM 1.8M one-off", "Modelled run-rate: +RM 480k / site / quarter on 12 = +RM 23M / year (RM 5.8M / quarter)"], "risk": "Replication risk: Penang's basket mix skews towards prepared meals which depend on a dedicated halal-cert prep counter at each site. If the 12 KL targets don't have the counter (CapEx RM 140k each), lift drops to RM 320k / site / quarter.", "confidence": 0.78, "signals": ["cohort-12w-kuantan", "catchment-overlap-kuantan", "penang-format-match-12-kl"]}, {"agent": "FOA", "headline": "All 4 closures feasible \u2014 leases mature Q3, no JKKP / MOH findings outstanding", "commentary": "Facility readiness check passed for all 4 Kuantan sites. Lease maturity dates: SITE-0387 (28-Jul), 0421 (12-Aug), 0488 (03-Sep), 0501 (19-Sep). Chiller, HVAC, genset, POS all on standard service contracts \u2014 zero termination penalty. 12 KL replication targets all pass facility CapEx feasibility (existing chillers can take the Penang format).", "evidence": ["Lease maturity Q3-2026 at all 4 sites \u2014 no early termination fee", "JKKP last 12 months: 0 findings across the 4 sites", "MOH food-safety audit results: 0 findings across the 4 sites in the last 24 months", "12 KL targets \u2014 chiller capacity check: 11 of 12 pass, 1 (SITE-0142) needs 1 additional 4-door unit (RM 38k CapEx)"], "actions": ["Issue 90-day closure notice to 4 Kuantan landlords", "Issue equipment-decommission work-order to FacilityOps (estimated RM 12k / site write-down)", "Issue format-swap work-order for 12 KL targets (RM 1.8M total CapEx)"], "risk": "Single-point failure: format-swap relies on the AsiaFoods prep-counter vendor \u2014 they had 2 missed install dates in 2025. Build a 14-day buffer into the rollout calendar.", "confidence": 0.83, "signals": ["lease-maturity-q3-kuantan", "jkkp-12m-clean", "moh-24m-clean", "facility-readiness-12-kl"]}], "signal_trend": {"name": "Cohort percentile \u2014 4 Kuantan sites (12-week trailing)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [9, 8, 7, 6, 5, 4, 4], "threshold": 10, "annotation": "Bottom-decile floor breached in every week of the trailing window \u2014 well past the closure trigger."}}
{"decision_id": "DEC-retail-2026-05-24-3", "date": "2026-05-24", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Pasar Pagi promo modelled +RM 1.2M / site over the 3-day window. HCOA flags 3 Shah Alam sites breaching 2 of 3 burnout markers + below halal-handler floor (1 of 2 required).", "justifications": [{"agent": "DDPA", "headline": "Promo modelled +RM 1.2M / site lift on the 3-day window \u2014 runs at 9 of 12, paused at 3", "commentary": "Pasar Pagi promo elasticity learned from the Mar-2026 cohort: +28 % basket value, +14 % footfall conversion (95 % CI [+22 %, +34 %], n=14 cohort-matched sites). Universal recommendation across the 12 KL Mid-tier sites except where the workforce floor binds.", "evidence": ["Mar-2026 cohort uplift: +28 % basket, +14 % conversion, n=14 sites, p<0.01 vs control", "Forecast lift per site: RM 1.2M over 3 days at typical KL Mid-tier footfall (~4,200 visits / day)", "9 sites cleared for promo activation; 3 paused (DEC justification from HCOA)"], "actions": ["Activate promo at 9 sites Thu 06:00", "Send replication brief to store managers via Workday push 18:00 Wed", "Re-evaluate the 3 paused sites at Mon 09:00 based on burnout-marker decay"], "risk": "Promo cannibalises evening rush \u2014 Mar cohort saw \u22126 % at 18:00\u201320:00 daypart on day 3. Acceptable trade.", "confidence": 0.83, "signals": ["promo-elasticity-mar-2026", "cohort-match-12-kl"]}, {"agent": "HCOA", "headline": "3 Shah Alam sites trip 2 of 3 burnout markers + only 1 halal-handler (floor = 2 during promo)", "commentary": "SITE-0014, SITE-0022, SITE-0031 \u2014 burnout marker breach: consecutive late shifts > 5 (mean 7.3), overtime > 18 h/wk (mean 21 h), sick-day count > 2 in trailing 14 days. Halal-handler bench: 1 each, promo floor is 2 (Pasar Pagi serves prepared meals). Pulling them in would breach Employment Act overtime cap on at least 4 staff this week.", "evidence": ["Burnout marker trend (3-site avg): 0 \u2192 0 \u2192 1 \u2192 1 \u2192 2 \u2192 2 \u2192 2 (promo floor = 1)", "SITE-0014: 2 sick days last 14, OT 22.4 h/wk (5 staff), late shifts 7 consecutive", "SITE-0022: 3 sick days, OT 21.1 h/wk (4 staff), late shifts 8 consecutive", "SITE-0031: 2 sick days, OT 19.7 h/wk (4 staff), late shifts 6 consecutive", "Halal-handler bench: 1 / site (promo floor = 2 for Pasar Pagi-style prepared meals)"], "actions": ["Pause promo activation at SITE-0014, SITE-0022, SITE-0031", "Trigger contingent-labour pull from the vetted bench \u2014 6 halal-handler shifts pre-booked for next week's Pasar Pagi window", "Open burnout-recovery playbook \u2014 mandatory rest day for the 13 most-impacted staff"], "risk": "Foregone revenue: 3 sites \u00d7 RM 1.2M = RM 3.6M of pure upside left on the table. The CSOA-CEO call is whether to push anyway (Employment Act violation risk RM 4M+ penalty) \u2014 recommend NO push.", "confidence": 0.94, "signals": ["burnout-markers-shahalam-14d", "halal-handler-roster", "employment-act-ot-cap"]}], "signal_trend": {"name": "Burnout marker count \u2014 3 affected Shah Alam sites (7-day rolling)", "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, 2, 2], "threshold": 1, "annotation": "Promo floor breached on day 5 \u2014 paused at these 3 sites only. Current count: 2."}}
{"decision_id": "DEC-retail-2026-05-24-4", "date": "2026-05-24", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.30M / month", "recommended_action": "approve", "why": "Modelled saving RM 4500/site/month against the TNB Time-of-Use peak window. Thermal-comfort stays inside MOH cold-chain bounds for the 14:00\u201322:00 peak.", "justifications": [{"agent": "FOA", "headline": "312 sites pre-cool 02:00\u201305:00 \u2014 RM 4500/site/month saving, no MOH risk", "commentary": "Pre-cool the HVAC and walk-in chiller before the TNB ToU peak window (14:00\u201322:00 weekdays). 312 sites pass thermal-mass modelling \u2014 internal temperature drift stays inside MOH cold-chain bounds (2\u20138 \u00b0C for chilled, < \u221218 \u00b0C for frozen) for the full peak. Refrigerant integrity confirmed across the 312 sites (no leak flags last 30 days from the IoT broker).", "evidence": ["Per-site monthly saving trend (RM): 3800 \u2192 4100 \u2192 4200 \u2192 4350 \u2192 4400 \u2192 4450 \u2192 4500", "TNB ToU 2026 schedule: peak 14:00\u201322:00 weekdays at 0.524 /kWh; off-peak 02:00\u201308:00 at 0.224 /kWh", "Thermal-mass model: 312 sites maintain < 4 \u00b0C chiller drift over 8h peak with 3h pre-cool", "Refrigerant integrity: 0 leak alerts across 312 sites in trailing 30 days (R-404a + R-134a monitored)"], "actions": ["Push pre-cool schedule to 312 sites' building-automation systems by Wed 22:00", "Set MOH cold-chain compliance flag to 'monitored' for next 30 days (IoT alarms on T > 6 \u00b0C)", "Update CFO's energy-cost forecast \u2014 knock RM 1.3M off June OpEx"], "risk": "Heat-wave + pre-cool stacking: if outdoor temperature exceeds 35 \u00b0C (MET 30-day forecast probability 22 %), chillers may not recover within the pre-cool window \u2014 fall-back is to skip pre-cool at sites > 35 \u00b0C and accept peak charge.", "confidence": 0.88, "signals": ["tnb-tou-2026-schedule", "iot-refrigerant-clean-30d", "mod-thermal-comfort-312"]}], "signal_trend": {"name": "TNB peak vs pre-cool savings (RM / site / month)", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [3800, 4100, 4200, 4350, 4400, 4450, 4500], "threshold": 4000, "annotation": "Headroom widens as outdoor temperatures climb (MET +1.8 \u00b0C vs Apr) \u2014 current saving RM 4500."}}
{"decision_id": "DEC-retail-2026-05-24-5", "date": "2026-05-24", "priority": "Esc", "decision": "ESCALATE \u2014 BrandX energy-drink sea-freight slip Port Klang \u2192 KK", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Vendor BrandX-MY shipment ETA Port Klang \u2192 KK Lumut slipped 12 \u2192 18 days (Sandakan port congestion). Safety-stock at KK DC exhausts in 6 days at current rolling demand. 28 Sabah/KK sites at risk.", "justifications": [{"agent": "ILA", "headline": "BrandX KK days-of-cover at 6 \u2014 past the 7-day safety floor with no quick win", "commentary": "Vendor-confirmed ETA slip: 12 \u2192 18 days. KK DC safety stock is 2,200 cartons; 7-day rolling demand at the 28 Sabah/KK sites is 367 cartons/day. Days-of-cover trend in the table below \u2014 already past the 7-day SLA floor that triggers escalation per the 2023 inventory policy. Two mitigations exist; both cross the standing-PO threshold and require CEO approval.", "evidence": ["Days-of-cover trend at KK DC: 22 \u2192 19 \u2192 15 \u2192 12 \u2192 9 \u2192 7 \u2192 6 (safety floor = 7)", "Vendor ETA slip: 12 \u2192 18 days confirmed by BrandX shipping ops 09:30 today (cause: Sandakan port congestion + 3-day weather hold)", "Substitute vendor BrandY-MY: quote received RM 4.20 / can vs BrandX at RM 3.10 (margin hit RM 1.10 / can \u00d7 9,600 cans / week = RM 10.6k / week)", "Air-freight option: one-off RM 1.2M for 2,200 cartons from Port Klang \u2014 restores 30-day cover. Inside Customs declaration norms."], "actions": ["OPTION A \u2014 Air-freight 2,200 cartons from Port Klang (one-off RM 1.2M). Restores cover to 30 days. Needs CEO sign-off (crosses standing PO of RM 0.5M).", "OPTION B \u2014 Switch to BrandY-MY at the 28 sites for the 12-day gap. Margin hit ~RM 130k total. Needs CEO sign-off (vendor change crosses approved-vendor list).", "OPTION C \u2014 Stockout. Foregone revenue ~RM 1.7M at the 28 sites; brand-perception risk on the energy-drink shelf."], "risk": "If MET haze warning extends to Sabah (current probability 38 % per MET 30-day), BrandX category demand spikes +25 % at KK and stockout grows from 1.7 to 2.2 RM M. Recommend Option A.", "confidence": 0.92, "signals": ["vendor-eta-brandx-2026-05-24", "kk-dc-safety-stock", "met-haze-sabah-prob", "customs-airfreight-declaration"]}], "signal_trend": {"name": "Days-of-cover \u2014 BrandX energy drink @ KK DC", "dates": ["2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23", "2026-05-24"], "values": [22, 19, 15, 12, 9, 7, 6], "threshold": 7, "annotation": "Past the 7-day safety floor \u2014 current cover 6 days. Sabah / KK 28 sites at risk by Mon."}}
{"decision_id": "DEC-retail-2026-05-23-1", "date": "2026-05-23", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 Klang Valley sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 4.8M", "recommended_action": "approve", "why": "MET Malaysia PM2.5 forecast reaches 161 \u00b5g/m\u00b3 at 84 Klang Valley sites this weekend. Historical haze-week playbook (8 episodes since 2022) gives +18 % to +47 % basket lift on water / masks / shelf-stable hot food.", "justifications": [{"agent": "DDPA", "headline": "PM2.5 hit 161 \u00b5g/m\u00b3 \u2014 playbook says basket +38 % at 84 inner-KL sites", "commentary": "7-day MET ensemble forecast climbed 38\u2192161 \u00b5g/m\u00b3, crossing the WHO unhealthy floor (150) on day 6 of the window. The 84 inner-KL sites match the cohort that lifted basket value +38 % during the May 2025 haze week (8 observations since 2022, mean basket lift +29 %, \u03c3 9 %). Surcharge model favours protein over staples; KPDN floor binds on water.", "evidence": ["MET 7-day forecast (\u00b5g/m\u00b3): 38\u219251\u219272\u219288\u2192110\u2192138\u2192161", "Cohort baseline \u2014 8 haze-week observations 2022-2025, basket lift +18 % to +47 % (mean +29 %)", "May 2025 reference cohort: 81 of these same 84 sites, +38 % basket value, +52 % water 2L units"], "actions": ["N95 single-pack (SKU-08821): +RM 0.50 (RM 4.80 \u2192 RM 5.30). Elasticity \u22120.42 \u2192 net unit +9 %, margin +RM 1.3M", "2L water 6-pack (SKU-03102): HOLD RM 11.90 \u2014 KPDN Category B floor, > +5 % triggers Schedule-1 investigation", "Sambal-set family (SKU-04421-*): HOLD price; lift comes from +38 % volume (RM 1.8M)"], "risk": "If PM2.5 retracts < 100 by Sat 08:00 (15 % probability per MET 3-member ensemble), modelled lift drops to RM 2.4M and the N95 surcharge becomes pure margin (no volume tailwind).", "confidence": 0.86, "signals": ["MET-haze-7d", "memory:may-2025-haze-cohort", "kpdn-2024-cat-b-circular"]}, {"agent": "ILA", "headline": "Replenishment pull: 4,500 sambal-set + 4,000 N95 staged Shah Alam DC by Thu 18:00", "commentary": "Stock-on-hand at the 84 sites covers 1.8 days of forecast demand at the new lift rate. Vendor BrandX-MY confirmed shipment by truck-rail; landed cost RM 87,400. 9 cold-chain trucks idle Thu/Fri (telematics confirmed). Halal lot chain re-verified for the sambal batch.", "evidence": ["Sambal-set on shelf: 9,400 + DC 6,200 = 15,600 units. 3-day demand at +38 % lift = 19,200 \u2192 shortfall 3,600", "N95 single-pack: shelf 4,200 + DC 1,800 = 6,000 units. 3-day demand at +210 % lift = 9,300 \u2192 shortfall 3,300", "Cold-chain fleet idle Thu/Fri: 9 trucks (ECN-447, 552, 619, 720, 783, 891, 944, 1012, 1108)", "Halal lot CIDB-12-K-2387 \u2014 JAKIM cert valid through Aug-2026 (re-checked 08:00 today)"], "actions": ["Pull 4,500 sambal-set + 4,000 N95 from BrandX-MY Shah Alam by Thu 18:00", "Pre-position 9 cold-chain trucks Thu 16:00 for Friday 04:00 dispatch", "Notify 84 store managers via Workday push 06:00 Fri"], "risk": "If MET haze forecast holds across the East Coast too, Kuantan corridor also needs pull (decision DEC-retail-XXX-5 already escalates KK BrandX slip \u2014 same vendor).", "confidence": 0.91, "signals": ["dc-stock-shah-alam", "tms-truck-roster-thu", "jakim-cert-CIDB-12-K-2387"]}], "signal_trend": {"name": "PM2.5 forecast \u2014 Klang Valley (\u00b5g/m\u00b3)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [38, 51, 72, 88, 110, 138, 161], "threshold": 150, "annotation": "WHO unhealthy threshold crossed on day 6 of the 7-day window \u2014 value now 161."}}
{"decision_id": "DEC-retail-2026-05-23-2", "date": "2026-05-23", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12 KL sites", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.6M annualised", "recommended_action": "approve", "why": "4 Kuantan sites at percentile 4 of cohort for 12 consecutive weeks; catchment 70 %+ overlap with the Kuantan flagship. Penang format (top 2 %) modelled at +RM 480k / site / quarter on 12 KL targets.", "justifications": [{"agent": "SPPA", "headline": "4 Kuantan sites at percentile 4 for 12-week trailing \u2014 well past closure threshold", "commentary": "Catchment-adjusted cohort scoring confirms 4 Kuantan sites (SITE-0387, 0421, 0488, 0501) below the 10th percentile for 12 consecutive weeks. Catchment overlap with the Kuantan flagship: 73 %, 71 %, 76 %, 68 %. Closing them does not break radius-2km coverage. Replication targets: 12 KL Mid-tier sites that match the Penang flagship on 4 dimensions (income, footfall pattern, daypart mix, basket composition) with score > 0.82.", "evidence": ["12-week trailing cohort percentile: 8 \u2192 7 \u2192 6 \u2192 5 \u2192 4 \u2192 4 \u2192 4 (close-down floor = 10)", "Catchment overlap with Kuantan flagship: 73 % (SITE-0387), 71 % (SITE-0421), 76 % (SITE-0488), 68 % (SITE-0501)", "12 KL Mid-tier candidates pass Penang-format match score (top: SITE-0099 0.91, SITE-0142 0.88, SITE-0167 0.86)", "Penang flagship reference: top 2 % cohort, +RM 1.9M annualised P&L vs network median"], "actions": ["Open closure diligence pack at 4 Kuantan sites \u2014 lease maturity Q3 means zero break-fee", "Open replication diligence pack at 12 KL Mid-tier sites \u2014 format swap budget RM 1.8M one-off", "Modelled run-rate: +RM 480k / site / quarter on 12 = +RM 23M / year (RM 5.8M / quarter)"], "risk": "Replication risk: Penang's basket mix skews towards prepared meals which depend on a dedicated halal-cert prep counter at each site. If the 12 KL targets don't have the counter (CapEx RM 140k each), lift drops to RM 320k / site / quarter.", "confidence": 0.78, "signals": ["cohort-12w-kuantan", "catchment-overlap-kuantan", "penang-format-match-12-kl"]}, {"agent": "FOA", "headline": "All 4 closures feasible \u2014 leases mature Q3, no JKKP / MOH findings outstanding", "commentary": "Facility readiness check passed for all 4 Kuantan sites. Lease maturity dates: SITE-0387 (28-Jul), 0421 (12-Aug), 0488 (03-Sep), 0501 (19-Sep). Chiller, HVAC, genset, POS all on standard service contracts \u2014 zero termination penalty. 12 KL replication targets all pass facility CapEx feasibility (existing chillers can take the Penang format).", "evidence": ["Lease maturity Q3-2026 at all 4 sites \u2014 no early termination fee", "JKKP last 12 months: 0 findings across the 4 sites", "MOH food-safety audit results: 0 findings across the 4 sites in the last 24 months", "12 KL targets \u2014 chiller capacity check: 11 of 12 pass, 1 (SITE-0142) needs 1 additional 4-door unit (RM 38k CapEx)"], "actions": ["Issue 90-day closure notice to 4 Kuantan landlords", "Issue equipment-decommission work-order to FacilityOps (estimated RM 12k / site write-down)", "Issue format-swap work-order for 12 KL targets (RM 1.8M total CapEx)"], "risk": "Single-point failure: format-swap relies on the AsiaFoods prep-counter vendor \u2014 they had 2 missed install dates in 2025. Build a 14-day buffer into the rollout calendar.", "confidence": 0.83, "signals": ["lease-maturity-q3-kuantan", "jkkp-12m-clean", "moh-24m-clean", "facility-readiness-12-kl"]}], "signal_trend": {"name": "Cohort percentile \u2014 4 Kuantan sites (12-week trailing)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [8, 7, 6, 5, 4, 4, 4], "threshold": 10, "annotation": "Bottom-decile floor breached in every week of the trailing window \u2014 well past the closure trigger."}}
{"decision_id": "DEC-retail-2026-05-23-3", "date": "2026-05-23", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.5M", "recommended_action": "approve", "why": "Pasar Pagi promo modelled +RM 1.2M / site over the 3-day window. HCOA flags 3 Shah Alam sites breaching 3 of 3 burnout markers + below halal-handler floor (1 of 2 required).", "justifications": [{"agent": "DDPA", "headline": "Promo modelled +RM 1.2M / site lift on the 3-day window \u2014 runs at 9 of 12, paused at 3", "commentary": "Pasar Pagi promo elasticity learned from the Mar-2026 cohort: +28 % basket value, +14 % footfall conversion (95 % CI [+22 %, +34 %], n=14 cohort-matched sites). Universal recommendation across the 12 KL Mid-tier sites except where the workforce floor binds.", "evidence": ["Mar-2026 cohort uplift: +28 % basket, +14 % conversion, n=14 sites, p<0.01 vs control", "Forecast lift per site: RM 1.2M over 3 days at typical KL Mid-tier footfall (~4,200 visits / day)", "9 sites cleared for promo activation; 3 paused (DEC justification from HCOA)"], "actions": ["Activate promo at 9 sites Thu 06:00", "Send replication brief to store managers via Workday push 18:00 Wed", "Re-evaluate the 3 paused sites at Mon 09:00 based on burnout-marker decay"], "risk": "Promo cannibalises evening rush \u2014 Mar cohort saw \u22126 % at 18:00\u201320:00 daypart on day 3. Acceptable trade.", "confidence": 0.83, "signals": ["promo-elasticity-mar-2026", "cohort-match-12-kl"]}, {"agent": "HCOA", "headline": "3 Shah Alam sites trip 3 of 3 burnout markers + only 1 halal-handler (floor = 2 during promo)", "commentary": "SITE-0014, SITE-0022, SITE-0031 \u2014 burnout marker breach: consecutive late shifts > 5 (mean 7.3), overtime > 18 h/wk (mean 21 h), sick-day count > 2 in trailing 14 days. Halal-handler bench: 1 each, promo floor is 2 (Pasar Pagi serves prepared meals). Pulling them in would breach Employment Act overtime cap on at least 4 staff this week.", "evidence": ["Burnout marker trend (3-site avg): 0 \u2192 1 \u2192 1 \u2192 2 \u2192 2 \u2192 2 \u2192 3 (promo floor = 1)", "SITE-0014: 2 sick days last 14, OT 22.4 h/wk (5 staff), late shifts 7 consecutive", "SITE-0022: 3 sick days, OT 21.1 h/wk (4 staff), late shifts 8 consecutive", "SITE-0031: 2 sick days, OT 19.7 h/wk (4 staff), late shifts 6 consecutive", "Halal-handler bench: 1 / site (promo floor = 2 for Pasar Pagi-style prepared meals)"], "actions": ["Pause promo activation at SITE-0014, SITE-0022, SITE-0031", "Trigger contingent-labour pull from the vetted bench \u2014 6 halal-handler shifts pre-booked for next week's Pasar Pagi window", "Open burnout-recovery playbook \u2014 mandatory rest day for the 13 most-impacted staff"], "risk": "Foregone revenue: 3 sites \u00d7 RM 1.2M = RM 3.6M of pure upside left on the table. The CSOA-CEO call is whether to push anyway (Employment Act violation risk RM 4M+ penalty) \u2014 recommend NO push.", "confidence": 0.94, "signals": ["burnout-markers-shahalam-14d", "halal-handler-roster", "employment-act-ot-cap"]}], "signal_trend": {"name": "Burnout marker count \u2014 3 affected Shah Alam sites (7-day rolling)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [0, 1, 1, 2, 2, 2, 3], "threshold": 1, "annotation": "Promo floor breached on day 5 \u2014 paused at these 3 sites only. Current count: 3."}}
{"decision_id": "DEC-retail-2026-05-23-4", "date": "2026-05-23", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.25M / month", "recommended_action": "approve", "why": "Modelled saving RM 4480/site/month against the TNB Time-of-Use peak window. Thermal-comfort stays inside MOH cold-chain bounds for the 14:00\u201322:00 peak.", "justifications": [{"agent": "FOA", "headline": "312 sites pre-cool 02:00\u201305:00 \u2014 RM 4480/site/month saving, no MOH risk", "commentary": "Pre-cool the HVAC and walk-in chiller before the TNB ToU peak window (14:00\u201322:00 weekdays). 312 sites pass thermal-mass modelling \u2014 internal temperature drift stays inside MOH cold-chain bounds (2\u20138 \u00b0C for chilled, < \u221218 \u00b0C for frozen) for the full peak. Refrigerant integrity confirmed across the 312 sites (no leak flags last 30 days from the IoT broker).", "evidence": ["Per-site monthly saving trend (RM): 3750 \u2192 4050 \u2192 4150 \u2192 4300 \u2192 4380 \u2192 4420 \u2192 4480", "TNB ToU 2026 schedule: peak 14:00\u201322:00 weekdays at 0.524 /kWh; off-peak 02:00\u201308:00 at 0.224 /kWh", "Thermal-mass model: 312 sites maintain < 4 \u00b0C chiller drift over 8h peak with 3h pre-cool", "Refrigerant integrity: 0 leak alerts across 312 sites in trailing 30 days (R-404a + R-134a monitored)"], "actions": ["Push pre-cool schedule to 312 sites' building-automation systems by Wed 22:00", "Set MOH cold-chain compliance flag to 'monitored' for next 30 days (IoT alarms on T > 6 \u00b0C)", "Update CFO's energy-cost forecast \u2014 knock RM 1.3M off June OpEx"], "risk": "Heat-wave + pre-cool stacking: if outdoor temperature exceeds 35 \u00b0C (MET 30-day forecast probability 22 %), chillers may not recover within the pre-cool window \u2014 fall-back is to skip pre-cool at sites > 35 \u00b0C and accept peak charge.", "confidence": 0.88, "signals": ["tnb-tou-2026-schedule", "iot-refrigerant-clean-30d", "mod-thermal-comfort-312"]}], "signal_trend": {"name": "TNB peak vs pre-cool savings (RM / site / month)", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [3750, 4050, 4150, 4300, 4380, 4420, 4480], "threshold": 4000, "annotation": "Headroom widens as outdoor temperatures climb (MET +1.8 \u00b0C vs Apr) \u2014 current saving RM 4480."}}
{"decision_id": "DEC-retail-2026-05-23-5", "date": "2026-05-23", "priority": "Esc", "decision": "ESCALATE \u2014 BrandX energy-drink sea-freight slip Port Klang \u2192 KK", "agents_involved": ["ILA"], "rm_impact": "-RM 2.0M", "recommended_action": "escalate", "why": "Vendor BrandX-MY shipment ETA Port Klang \u2192 KK Lumut slipped 12 \u2192 18 days (Sandakan port congestion). Safety-stock at KK DC exhausts in 8 days at current rolling demand. 28 Sabah/KK sites at risk.", "justifications": [{"agent": "ILA", "headline": "BrandX KK days-of-cover at 8 \u2014 past the 7-day safety floor with no quick win", "commentary": "Vendor-confirmed ETA slip: 12 \u2192 18 days. KK DC safety stock is 2,200 cartons; 7-day rolling demand at the 28 Sabah/KK sites is 367 cartons/day. Days-of-cover trend in the table below \u2014 already past the 7-day SLA floor that triggers escalation per the 2023 inventory policy. Two mitigations exist; both cross the standing-PO threshold and require CEO approval.", "evidence": ["Days-of-cover trend at KK DC: 24 \u2192 21 \u2192 17 \u2192 14 \u2192 11 \u2192 9 \u2192 8 (safety floor = 7)", "Vendor ETA slip: 12 \u2192 18 days confirmed by BrandX shipping ops 09:30 today (cause: Sandakan port congestion + 3-day weather hold)", "Substitute vendor BrandY-MY: quote received RM 4.20 / can vs BrandX at RM 3.10 (margin hit RM 1.10 / can \u00d7 9,600 cans / week = RM 10.6k / week)", "Air-freight option: one-off RM 1.2M for 2,200 cartons from Port Klang \u2014 restores 30-day cover. Inside Customs declaration norms."], "actions": ["OPTION A \u2014 Air-freight 2,200 cartons from Port Klang (one-off RM 1.2M). Restores cover to 30 days. Needs CEO sign-off (crosses standing PO of RM 0.5M).", "OPTION B \u2014 Switch to BrandY-MY at the 28 sites for the 12-day gap. Margin hit ~RM 130k total. Needs CEO sign-off (vendor change crosses approved-vendor list).", "OPTION C \u2014 Stockout. Foregone revenue ~RM 1.7M at the 28 sites; brand-perception risk on the energy-drink shelf."], "risk": "If MET haze warning extends to Sabah (current probability 38 % per MET 30-day), BrandX category demand spikes +25 % at KK and stockout grows from 1.7 to 2.2 RM M. Recommend Option A.", "confidence": 0.92, "signals": ["vendor-eta-brandx-2026-05-24", "kk-dc-safety-stock", "met-haze-sabah-prob", "customs-airfreight-declaration"]}], "signal_trend": {"name": "Days-of-cover \u2014 BrandX energy drink @ KK DC", "dates": ["2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22", "2026-05-23"], "values": [24, 21, 17, 14, 11, 9, 8], "threshold": 7, "annotation": "Past the 7-day safety floor \u2014 current cover 8 days. Sabah / KK 28 sites at risk by Mon."}}
{"decision_id": "DEC-retail-2026-05-22-1", "date": "2026-05-22", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 Klang Valley sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 4.4M", "recommended_action": "approve", "why": "MET Malaysia PM2.5 forecast reaches 153 \u00b5g/m\u00b3 at 84 Klang Valley sites this weekend. Historical haze-week playbook (8 episodes since 2022) gives +18 % to +47 % basket lift on water / masks / shelf-stable hot food.", "justifications": [{"agent": "DDPA", "headline": "PM2.5 hit 153 \u00b5g/m\u00b3 \u2014 playbook says basket +38 % at 84 inner-KL sites", "commentary": "7-day MET ensemble forecast climbed 34\u2192153 \u00b5g/m\u00b3, crossing the WHO unhealthy floor (150) on day 6 of the window. The 84 inner-KL sites match the cohort that lifted basket value +38 % during the May 2025 haze week (8 observations since 2022, mean basket lift +29 %, \u03c3 9 %). Surcharge model favours protein over staples; KPDN floor binds on water.", "evidence": ["MET 7-day forecast (\u00b5g/m\u00b3): 34\u219247\u219265\u219280\u2192102\u2192130\u2192153", "Cohort baseline \u2014 8 haze-week observations 2022-2025, basket lift +18 % to +47 % (mean +29 %)", "May 2025 reference cohort: 81 of these same 84 sites, +38 % basket value, +52 % water 2L units"], "actions": ["N95 single-pack (SKU-08821): +RM 0.50 (RM 4.80 \u2192 RM 5.30). Elasticity \u22120.42 \u2192 net unit +9 %, margin +RM 1.3M", "2L water 6-pack (SKU-03102): HOLD RM 11.90 \u2014 KPDN Category B floor, > +5 % triggers Schedule-1 investigation", "Sambal-set family (SKU-04421-*): HOLD price; lift comes from +38 % volume (RM 1.8M)"], "risk": "If PM2.5 retracts < 100 by Sat 08:00 (15 % probability per MET 3-member ensemble), modelled lift drops to RM 2.4M and the N95 surcharge becomes pure margin (no volume tailwind).", "confidence": 0.86, "signals": ["MET-haze-7d", "memory:may-2025-haze-cohort", "kpdn-2024-cat-b-circular"]}, {"agent": "ILA", "headline": "Replenishment pull: 4,500 sambal-set + 4,000 N95 staged Shah Alam DC by Thu 18:00", "commentary": "Stock-on-hand at the 84 sites covers 1.8 days of forecast demand at the new lift rate. Vendor BrandX-MY confirmed shipment by truck-rail; landed cost RM 87,400. 9 cold-chain trucks idle Thu/Fri (telematics confirmed). Halal lot chain re-verified for the sambal batch.", "evidence": ["Sambal-set on shelf: 9,400 + DC 6,200 = 15,600 units. 3-day demand at +38 % lift = 19,200 \u2192 shortfall 3,600", "N95 single-pack: shelf 4,200 + DC 1,800 = 6,000 units. 3-day demand at +210 % lift = 9,300 \u2192 shortfall 3,300", "Cold-chain fleet idle Thu/Fri: 9 trucks (ECN-447, 552, 619, 720, 783, 891, 944, 1012, 1108)", "Halal lot CIDB-12-K-2387 \u2014 JAKIM cert valid through Aug-2026 (re-checked 08:00 today)"], "actions": ["Pull 4,500 sambal-set + 4,000 N95 from BrandX-MY Shah Alam by Thu 18:00", "Pre-position 9 cold-chain trucks Thu 16:00 for Friday 04:00 dispatch", "Notify 84 store managers via Workday push 06:00 Fri"], "risk": "If MET haze forecast holds across the East Coast too, Kuantan corridor also needs pull (decision DEC-retail-XXX-5 already escalates KK BrandX slip \u2014 same vendor).", "confidence": 0.91, "signals": ["dc-stock-shah-alam", "tms-truck-roster-thu", "jakim-cert-CIDB-12-K-2387"]}], "signal_trend": {"name": "PM2.5 forecast \u2014 Klang Valley (\u00b5g/m\u00b3)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [34, 47, 65, 80, 102, 130, 153], "threshold": 150, "annotation": "WHO unhealthy threshold crossed on day 6 of the 7-day window \u2014 value now 153."}}
{"decision_id": "DEC-retail-2026-05-22-2", "date": "2026-05-22", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12 KL sites", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.4M annualised", "recommended_action": "defer", "why": "4 Kuantan sites at percentile 4 of cohort for 12 consecutive weeks; catchment 70 %+ overlap with the Kuantan flagship. Penang format (top 2 %) modelled at +RM 480k / site / quarter on 12 KL targets.", "justifications": [{"agent": "SPPA", "headline": "4 Kuantan sites at percentile 4 for 12-week trailing \u2014 well past closure threshold", "commentary": "Catchment-adjusted cohort scoring confirms 4 Kuantan sites (SITE-0387, 0421, 0488, 0501) below the 10th percentile for 12 consecutive weeks. Catchment overlap with the Kuantan flagship: 73 %, 71 %, 76 %, 68 %. Closing them does not break radius-2km coverage. Replication targets: 12 KL Mid-tier sites that match the Penang flagship on 4 dimensions (income, footfall pattern, daypart mix, basket composition) with score > 0.82.", "evidence": ["12-week trailing cohort percentile: 7 \u2192 6 \u2192 5 \u2192 5 \u2192 4 \u2192 4 \u2192 4 (close-down floor = 10)", "Catchment overlap with Kuantan flagship: 73 % (SITE-0387), 71 % (SITE-0421), 76 % (SITE-0488), 68 % (SITE-0501)", "12 KL Mid-tier candidates pass Penang-format match score (top: SITE-0099 0.91, SITE-0142 0.88, SITE-0167 0.86)", "Penang flagship reference: top 2 % cohort, +RM 1.9M annualised P&L vs network median"], "actions": ["Open closure diligence pack at 4 Kuantan sites \u2014 lease maturity Q3 means zero break-fee", "Open replication diligence pack at 12 KL Mid-tier sites \u2014 format swap budget RM 1.8M one-off", "Modelled run-rate: +RM 480k / site / quarter on 12 = +RM 23M / year (RM 5.8M / quarter)"], "risk": "Replication risk: Penang's basket mix skews towards prepared meals which depend on a dedicated halal-cert prep counter at each site. If the 12 KL targets don't have the counter (CapEx RM 140k each), lift drops to RM 320k / site / quarter.", "confidence": 0.78, "signals": ["cohort-12w-kuantan", "catchment-overlap-kuantan", "penang-format-match-12-kl"]}, {"agent": "FOA", "headline": "All 4 closures feasible \u2014 leases mature Q3, no JKKP / MOH findings outstanding", "commentary": "Facility readiness check passed for all 4 Kuantan sites. Lease maturity dates: SITE-0387 (28-Jul), 0421 (12-Aug), 0488 (03-Sep), 0501 (19-Sep). Chiller, HVAC, genset, POS all on standard service contracts \u2014 zero termination penalty. 12 KL replication targets all pass facility CapEx feasibility (existing chillers can take the Penang format).", "evidence": ["Lease maturity Q3-2026 at all 4 sites \u2014 no early termination fee", "JKKP last 12 months: 0 findings across the 4 sites", "MOH food-safety audit results: 0 findings across the 4 sites in the last 24 months", "12 KL targets \u2014 chiller capacity check: 11 of 12 pass, 1 (SITE-0142) needs 1 additional 4-door unit (RM 38k CapEx)"], "actions": ["Issue 90-day closure notice to 4 Kuantan landlords", "Issue equipment-decommission work-order to FacilityOps (estimated RM 12k / site write-down)", "Issue format-swap work-order for 12 KL targets (RM 1.8M total CapEx)"], "risk": "Single-point failure: format-swap relies on the AsiaFoods prep-counter vendor \u2014 they had 2 missed install dates in 2025. Build a 14-day buffer into the rollout calendar.", "confidence": 0.83, "signals": ["lease-maturity-q3-kuantan", "jkkp-12m-clean", "moh-24m-clean", "facility-readiness-12-kl"]}], "signal_trend": {"name": "Cohort percentile \u2014 4 Kuantan sites (12-week trailing)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [7, 6, 5, 5, 4, 4, 4], "threshold": 10, "annotation": "Bottom-decile floor breached in every week of the trailing window \u2014 well past the closure trigger."}}
{"decision_id": "DEC-retail-2026-05-22-3", "date": "2026-05-22", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.4M", "recommended_action": "approve", "why": "Pasar Pagi promo modelled +RM 1.2M / site over the 3-day window. HCOA flags 3 Shah Alam sites breaching 3 of 3 burnout markers + below halal-handler floor (1 of 2 required).", "justifications": [{"agent": "DDPA", "headline": "Promo modelled +RM 1.2M / site lift on the 3-day window \u2014 runs at 9 of 12, paused at 3", "commentary": "Pasar Pagi promo elasticity learned from the Mar-2026 cohort: +28 % basket value, +14 % footfall conversion (95 % CI [+22 %, +34 %], n=14 cohort-matched sites). Universal recommendation across the 12 KL Mid-tier sites except where the workforce floor binds.", "evidence": ["Mar-2026 cohort uplift: +28 % basket, +14 % conversion, n=14 sites, p<0.01 vs control", "Forecast lift per site: RM 1.2M over 3 days at typical KL Mid-tier footfall (~4,200 visits / day)", "9 sites cleared for promo activation; 3 paused (DEC justification from HCOA)"], "actions": ["Activate promo at 9 sites Thu 06:00", "Send replication brief to store managers via Workday push 18:00 Wed", "Re-evaluate the 3 paused sites at Mon 09:00 based on burnout-marker decay"], "risk": "Promo cannibalises evening rush \u2014 Mar cohort saw \u22126 % at 18:00\u201320:00 daypart on day 3. Acceptable trade.", "confidence": 0.83, "signals": ["promo-elasticity-mar-2026", "cohort-match-12-kl"]}, {"agent": "HCOA", "headline": "3 Shah Alam sites trip 3 of 3 burnout markers + only 1 halal-handler (floor = 2 during promo)", "commentary": "SITE-0014, SITE-0022, SITE-0031 \u2014 burnout marker breach: consecutive late shifts > 5 (mean 7.3), overtime > 18 h/wk (mean 21 h), sick-day count > 2 in trailing 14 days. Halal-handler bench: 1 each, promo floor is 2 (Pasar Pagi serves prepared meals). Pulling them in would breach Employment Act overtime cap on at least 4 staff this week.", "evidence": ["Burnout marker trend (3-site avg): 1 \u2192 1 \u2192 2 \u2192 2 \u2192 2 \u2192 3 \u2192 3 (promo floor = 1)", "SITE-0014: 2 sick days last 14, OT 22.4 h/wk (5 staff), late shifts 7 consecutive", "SITE-0022: 3 sick days, OT 21.1 h/wk (4 staff), late shifts 8 consecutive", "SITE-0031: 2 sick days, OT 19.7 h/wk (4 staff), late shifts 6 consecutive", "Halal-handler bench: 1 / site (promo floor = 2 for Pasar Pagi-style prepared meals)"], "actions": ["Pause promo activation at SITE-0014, SITE-0022, SITE-0031", "Trigger contingent-labour pull from the vetted bench \u2014 6 halal-handler shifts pre-booked for next week's Pasar Pagi window", "Open burnout-recovery playbook \u2014 mandatory rest day for the 13 most-impacted staff"], "risk": "Foregone revenue: 3 sites \u00d7 RM 1.2M = RM 3.6M of pure upside left on the table. The CSOA-CEO call is whether to push anyway (Employment Act violation risk RM 4M+ penalty) \u2014 recommend NO push.", "confidence": 0.94, "signals": ["burnout-markers-shahalam-14d", "halal-handler-roster", "employment-act-ot-cap"]}], "signal_trend": {"name": "Burnout marker count \u2014 3 affected Shah Alam sites (7-day 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, 1, 2, 2, 2, 3, 3], "threshold": 1, "annotation": "Promo floor breached on day 5 \u2014 paused at these 3 sites only. Current count: 3."}}
{"decision_id": "DEC-retail-2026-05-22-4", "date": "2026-05-22", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.20M / month", "recommended_action": "approve", "why": "Modelled saving RM 4450/site/month against the TNB Time-of-Use peak window. Thermal-comfort stays inside MOH cold-chain bounds for the 14:00\u201322:00 peak.", "justifications": [{"agent": "FOA", "headline": "312 sites pre-cool 02:00\u201305:00 \u2014 RM 4450/site/month saving, no MOH risk", "commentary": "Pre-cool the HVAC and walk-in chiller before the TNB ToU peak window (14:00\u201322:00 weekdays). 312 sites pass thermal-mass modelling \u2014 internal temperature drift stays inside MOH cold-chain bounds (2\u20138 \u00b0C for chilled, < \u221218 \u00b0C for frozen) for the full peak. Refrigerant integrity confirmed across the 312 sites (no leak flags last 30 days from the IoT broker).", "evidence": ["Per-site monthly saving trend (RM): 3700 \u2192 4000 \u2192 4100 \u2192 4250 \u2192 4350 \u2192 4400 \u2192 4450", "TNB ToU 2026 schedule: peak 14:00\u201322:00 weekdays at 0.524 /kWh; off-peak 02:00\u201308:00 at 0.224 /kWh", "Thermal-mass model: 312 sites maintain < 4 \u00b0C chiller drift over 8h peak with 3h pre-cool", "Refrigerant integrity: 0 leak alerts across 312 sites in trailing 30 days (R-404a + R-134a monitored)"], "actions": ["Push pre-cool schedule to 312 sites' building-automation systems by Wed 22:00", "Set MOH cold-chain compliance flag to 'monitored' for next 30 days (IoT alarms on T > 6 \u00b0C)", "Update CFO's energy-cost forecast \u2014 knock RM 1.3M off June OpEx"], "risk": "Heat-wave + pre-cool stacking: if outdoor temperature exceeds 35 \u00b0C (MET 30-day forecast probability 22 %), chillers may not recover within the pre-cool window \u2014 fall-back is to skip pre-cool at sites > 35 \u00b0C and accept peak charge.", "confidence": 0.88, "signals": ["tnb-tou-2026-schedule", "iot-refrigerant-clean-30d", "mod-thermal-comfort-312"]}], "signal_trend": {"name": "TNB peak vs pre-cool savings (RM / site / month)", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [3700, 4000, 4100, 4250, 4350, 4400, 4450], "threshold": 4000, "annotation": "Headroom widens as outdoor temperatures climb (MET +1.8 \u00b0C vs Apr) \u2014 current saving RM 4450."}}
{"decision_id": "DEC-retail-2026-05-22-5", "date": "2026-05-22", "priority": "Esc", "decision": "ESCALATE \u2014 BrandX energy-drink sea-freight slip Port Klang \u2192 KK", "agents_involved": ["ILA"], "rm_impact": "-RM 2.3M", "recommended_action": "escalate", "why": "Vendor BrandX-MY shipment ETA Port Klang \u2192 KK Lumut slipped 12 \u2192 18 days (Sandakan port congestion). Safety-stock at KK DC exhausts in 10 days at current rolling demand. 28 Sabah/KK sites at risk.", "justifications": [{"agent": "ILA", "headline": "BrandX KK days-of-cover at 10 \u2014 past the 7-day safety floor with no quick win", "commentary": "Vendor-confirmed ETA slip: 12 \u2192 18 days. KK DC safety stock is 2,200 cartons; 7-day rolling demand at the 28 Sabah/KK sites is 367 cartons/day. Days-of-cover trend in the table below \u2014 already past the 7-day SLA floor that triggers escalation per the 2023 inventory policy. Two mitigations exist; both cross the standing-PO threshold and require CEO approval.", "evidence": ["Days-of-cover trend at KK DC: 26 \u2192 23 \u2192 19 \u2192 16 \u2192 13 \u2192 11 \u2192 10 (safety floor = 7)", "Vendor ETA slip: 12 \u2192 18 days confirmed by BrandX shipping ops 09:30 today (cause: Sandakan port congestion + 3-day weather hold)", "Substitute vendor BrandY-MY: quote received RM 4.20 / can vs BrandX at RM 3.10 (margin hit RM 1.10 / can \u00d7 9,600 cans / week = RM 10.6k / week)", "Air-freight option: one-off RM 1.2M for 2,200 cartons from Port Klang \u2014 restores 30-day cover. Inside Customs declaration norms."], "actions": ["OPTION A \u2014 Air-freight 2,200 cartons from Port Klang (one-off RM 1.2M). Restores cover to 30 days. Needs CEO sign-off (crosses standing PO of RM 0.5M).", "OPTION B \u2014 Switch to BrandY-MY at the 28 sites for the 12-day gap. Margin hit ~RM 130k total. Needs CEO sign-off (vendor change crosses approved-vendor list).", "OPTION C \u2014 Stockout. Foregone revenue ~RM 1.7M at the 28 sites; brand-perception risk on the energy-drink shelf."], "risk": "If MET haze warning extends to Sabah (current probability 38 % per MET 30-day), BrandX category demand spikes +25 % at KK and stockout grows from 1.7 to 2.2 RM M. Recommend Option A.", "confidence": 0.92, "signals": ["vendor-eta-brandx-2026-05-24", "kk-dc-safety-stock", "met-haze-sabah-prob", "customs-airfreight-declaration"]}], "signal_trend": {"name": "Days-of-cover \u2014 BrandX energy drink @ KK DC", "dates": ["2026-05-16", "2026-05-17", "2026-05-18", "2026-05-19", "2026-05-20", "2026-05-21", "2026-05-22"], "values": [26, 23, 19, 16, 13, 11, 10], "threshold": 7, "annotation": "Past the 7-day safety floor \u2014 current cover 10 days. Sabah / KK 28 sites at risk by Mon."}}
{"decision_id": "DEC-retail-2026-05-21-1", "date": "2026-05-21", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-21-2", "date": "2026-05-21", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-21-3", "date": "2026-05-21", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-21-4", "date": "2026-05-21", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-21-5", "date": "2026-05-21", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-20-1", "date": "2026-05-20", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-20-2", "date": "2026-05-20", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-20-3", "date": "2026-05-20", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-20-4", "date": "2026-05-20", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-20-5", "date": "2026-05-20", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-19-1", "date": "2026-05-19", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-19-2", "date": "2026-05-19", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-19-3", "date": "2026-05-19", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-19-4", "date": "2026-05-19", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-19-5", "date": "2026-05-19", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-18-1", "date": "2026-05-18", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-18-2", "date": "2026-05-18", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-18-3", "date": "2026-05-18", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-18-4", "date": "2026-05-18", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-18-5", "date": "2026-05-18", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-17-1", "date": "2026-05-17", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-17-2", "date": "2026-05-17", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-17-3", "date": "2026-05-17", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-17-4", "date": "2026-05-17", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-17-5", "date": "2026-05-17", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-16-1", "date": "2026-05-16", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-16-2", "date": "2026-05-16", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-16-3", "date": "2026-05-16", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-16-4", "date": "2026-05-16", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-16-5", "date": "2026-05-16", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-15-1", "date": "2026-05-15", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-15-2", "date": "2026-05-15", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-15-3", "date": "2026-05-15", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-15-4", "date": "2026-05-15", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-15-5", "date": "2026-05-15", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-14-1", "date": "2026-05-14", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-14-2", "date": "2026-05-14", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-14-3", "date": "2026-05-14", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-14-4", "date": "2026-05-14", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-14-5", "date": "2026-05-14", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-13-1", "date": "2026-05-13", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-13-2", "date": "2026-05-13", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-13-3", "date": "2026-05-13", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-13-4", "date": "2026-05-13", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-13-5", "date": "2026-05-13", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-12-1", "date": "2026-05-12", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-12-2", "date": "2026-05-12", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-12-3", "date": "2026-05-12", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-12-4", "date": "2026-05-12", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-12-5", "date": "2026-05-12", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-11-1", "date": "2026-05-11", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-11-2", "date": "2026-05-11", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-11-3", "date": "2026-05-11", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-11-4", "date": "2026-05-11", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-11-5", "date": "2026-05-11", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-10-1", "date": "2026-05-10", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-10-2", "date": "2026-05-10", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-10-3", "date": "2026-05-10", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-10-4", "date": "2026-05-10", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-10-5", "date": "2026-05-10", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-09-1", "date": "2026-05-09", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-09-2", "date": "2026-05-09", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-09-3", "date": "2026-05-09", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-09-4", "date": "2026-05-09", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-09-5", "date": "2026-05-09", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-08-1", "date": "2026-05-08", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-08-2", "date": "2026-05-08", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-08-3", "date": "2026-05-08", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-08-4", "date": "2026-05-08", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-08-5", "date": "2026-05-08", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-07-1", "date": "2026-05-07", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-07-2", "date": "2026-05-07", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-07-3", "date": "2026-05-07", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-07-4", "date": "2026-05-07", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-07-5", "date": "2026-05-07", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-06-1", "date": "2026-05-06", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-06-2", "date": "2026-05-06", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-06-3", "date": "2026-05-06", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-06-4", "date": "2026-05-06", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-06-5", "date": "2026-05-06", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-05-1", "date": "2026-05-05", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-05-2", "date": "2026-05-05", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-05-3", "date": "2026-05-05", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-05-4", "date": "2026-05-05", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-05-5", "date": "2026-05-05", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-04-1", "date": "2026-05-04", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-04-2", "date": "2026-05-04", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-04-3", "date": "2026-05-04", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-04-4", "date": "2026-05-04", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-04-5", "date": "2026-05-04", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-03-1", "date": "2026-05-03", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-03-2", "date": "2026-05-03", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-03-3", "date": "2026-05-03", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-03-4", "date": "2026-05-03", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-03-5", "date": "2026-05-03", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-02-1", "date": "2026-05-02", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-02-2", "date": "2026-05-02", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-02-3", "date": "2026-05-02", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-02-4", "date": "2026-05-02", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-02-5", "date": "2026-05-02", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-01-1", "date": "2026-05-01", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-01-2", "date": "2026-05-01", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-01-3", "date": "2026-05-01", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-01-4", "date": "2026-05-01", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-05-01-5", "date": "2026-05-01", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-30-1", "date": "2026-04-30", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-30-2", "date": "2026-04-30", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-30-3", "date": "2026-04-30", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-30-4", "date": "2026-04-30", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-30-5", "date": "2026-04-30", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-29-1", "date": "2026-04-29", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-29-2", "date": "2026-04-29", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-29-3", "date": "2026-04-29", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-29-4", "date": "2026-04-29", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-29-5", "date": "2026-04-29", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-28-1", "date": "2026-04-28", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-28-2", "date": "2026-04-28", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-28-3", "date": "2026-04-28", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-28-4", "date": "2026-04-28", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-28-5", "date": "2026-04-28", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-27-1", "date": "2026-04-27", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-27-2", "date": "2026-04-27", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-27-3", "date": "2026-04-27", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-27-4", "date": "2026-04-27", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-27-5", "date": "2026-04-27", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-26-1", "date": "2026-04-26", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-26-2", "date": "2026-04-26", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-26-3", "date": "2026-04-26", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-26-4", "date": "2026-04-26", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-26-5", "date": "2026-04-26", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-25-1", "date": "2026-04-25", "priority": "P0", "decision": "Haze-period pricing & water / N95 redirect \u2014 84 KL sites", "agents_involved": ["DDPA", "ILA"], "rm_impact": "+RM 5.2M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-25-2", "date": "2026-04-25", "priority": "P0", "decision": "Close 4 Kuantan sites \u00b7 replicate Penang format to 12", "agents_involved": ["SPPA", "FOA"], "rm_impact": "+RM 4.8M annualised", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-25-3", "date": "2026-04-25", "priority": "P0", "decision": "Hold Pasar Pagi promo in 3 understaffed Shah Alam sites", "agents_involved": ["DDPA", "HCOA"], "rm_impact": "+RM 3.6M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-25-4", "date": "2026-04-25", "priority": "P2", "decision": "Pre-cool HVAC 02:00\u201305:00 to dodge TNB peak \u2014 312 sites", "agents_involved": ["FOA"], "rm_impact": "+RM 1.3M", "recommended_action": "approve", "why": "Historical entry \u2014 full justification archived in nightly sync."}
{"decision_id": "DEC-retail-2026-04-25-5", "date": "2026-04-25", "priority": "Esc", "decision": "Escalate Brand X energy-drink sea-freight slip", "agents_involved": ["ILA"], "rm_impact": "-RM 1.7M", "recommended_action": "escalate", "why": "Historical entry \u2014 full justification archived in nightly sync."}