Agent Decision Trace
No Decision (96)
Decision Made (0)
Anomalies (0)
Violations (0)
100% Success Rate
Oct 1 12:00 AM24 hours • 96 traces (15 min intervals)Oct 2 12:00 AM
Control Decision
Oct 1, 01:30•544 tons•86°FChiller Staging
CH1
ON
RLA75.7%
Power213 kW
Setpoint46°F
Cond86.3°F
CH2
OFF
RLA0.0%
Power0.4 kW
Setpoint--°F
Cond84.4°F
CH3
CHANGEDON
RLA70.3%
Power99.0 kW
Setpoint49°F → 47°F
Cond86.4°F
Plant Totals
Cooling544 tons
Power395 kW
Actual Eff0.73 kW/ton
Supply45.7°F
Outdoor Conditions
Drybulb86.1°F
Humidity76%
Wetbulb79.8°F
Physics Validation
Passed
All checks passedAll Chillers Detail
CH1 • ON
RLA75.7%
Power213 kW
Evap46.0°F
Predicted Plant215 kW
CH2 • OFF
RLA0.0%
Power0.4 kW
Evap--°F
CH3 • ON
RLA70.3%
Power99.0 kW
Evap46.7°F
Predicted Plant95 kW
Plant Summary
Total Load544 tons
Total Power395 kW
Actual Eff0.73 kW/ton
Supply Temp45.7°F
Predicted Power385 kW
Predicted Eff0.69 kW/ton
Validation Rules
✓CH1 RLA < 95%76%
✓CH1 RLA > 30%76%
✓CH1 Evap 42-55°F46°F
✓CH2 RLA < 95%0%
✓CH2 RLA > 30%0%
✓CH2 Evap 42-55°F--°F
✓CH3 RLA < 95%70%
✓CH3 RLA > 30%70%
✓CH3 Evap 42-55°F47°F
✓Physics Model EfficiencyNormal
ChillerControlAgent
01:30:07•62.3s
SUCCESS
ReadEnvironmentState
tool01:30:07•1500ms•success
Summary
Retrieved current plant status: CH1 running at 77.6% RLA with 491 tons load and 0.82 kW/ton efficiency
LoadForecastTool
tool01:30:08•8000ms•success
Summary
Forecasted rising load trend: +30 tons/hr, peak 820 tons at 14:00
ml_modelforecasting
AgentReasoning
llm01:30:16•48000ms•success
Summary
Decided to stage CH3 proactively to improve efficiency from 0.82 to 0.77 kW/ton and prepare for load ramp
Current situation analysis: The plant is operating with only CH1 active at 77.6% RLA, producing 0.82 kW/ton efficiency. This is suboptimal - centrifugal chillers perform best in the 50-75% load range. Running a single unit at 77.6% means we're already past the sweet spot where efficiency starts degrading. Load forecast shows: - Next hour: 520 tons (+30 tons) - Morning ramp continues to 680 tons by 04:30 - Peak hits 820 tons around 14:00 If I don't stage another chiller now: - CH1 will climb to 85%+ RLA within the hour - Efficiency will degrade further (0.85+ kW/ton range) - I'll be forced to stage reactively under load Better strategy: Stage CH3 now proactively. Load split calculation: - 491 tons split between 2 chillers - CH1: ~380 tons (77% RLA) - still in good range - CH3: ~260 tons (53% RLA) - optimal part-load range Why CH3 and not CH2? - CH3 has better part-load curve from recent commissioning - CH2 reserved for afternoon peak when wetbulb is higher - CH3 will need 5 minutes to stabilize anyway Expected outcome: - Plant efficiency: 0.82 → ~0.77 kW/ton (6% improvement) - Both chillers positioned for morning load climb - Avoid reactive staging later Control action: - Stage ON CH3 - Set CH3 evaporator leaving temp to 49°F (match plant supply) - Allow load to naturally redistribute
llmreasoningdecision_making
SafetyValidation
tool01:31:04•3000ms•success
Summary
All 8 safety checks passed with score 1.0 - decision cleared for execution
safetyvalidation
ExecuteCommands
tool01:31:07•1833ms•success
Summary
Sent command to start CH3 with 49°F setpoint to BMS - acknowledged successfully
executionbms_command
Impact Analysis
Plant Efficiency
0.73
kW/ton (before)
0.69
kW/ton (predicted)
5.5% ↓
Predicted Load Split
CH1
77%
CH3
53%
Safety Validation
Score: 1.0
CH1_RLA_MIN
CH1_RLA_MAX
CH3_RLA_MIN
CH3_RLA_MAX
CH1_EVAP_TEMP
CH3_EVAP_TEMP
+2 more checks passed
Performance Metrics
Execution Breakdown62.3s total
LLM Reasoning
48.0s
Tool Calls
14.3s
LLM Model
Claude Sonnet 4
Total Tokens
1,430
Forecast Model
XGBoost
Model R²
0.974
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