May 27, 2026

Generated lab notebook from daily_summary, plan_journal, plan_delivery_log, and setpoint audit data. It is intentionally chronological and may include in-progress cycles before validation.

Planner Execution Ledger

Planner checkpoints can acknowledge that the active plan is still suitable without writing a new public plan ID. Those no-change decisions are part of the audit trail.

Delivery events

Plan writes

No-change acknowledgements

Pending

Event	Delivered	Type	Status	Note
End-of-day review and reset	00:16	MIDNIGHT	plan_written	Wrote public plan iris-20260527-0016. Resolved 00:18 MDT.
Morning planning cycle	05:37	SUNRISE	plan_written	Wrote public plan iris-20260527-0537. Resolved 05:39 MDT.
Forecast deviation	11:53	FORECAST_DEVIATION	acked	Acknowledged: FORECAST_DEVIATION assessed: solar/cloud forecast missed clear-sky break, but current climate remains inside band (77.2F vs 72-78F, VPD 0.83 vs 0.75-1.30, dew margin 8.6F) with ESP32 IDLE and all climate relays off. Existing active plan already has band-coupled dry-ramp moisture/cooling readiness, so no immediate tunable change is warranted. Resolved 11:54 MDT.
Solar peak planning checkpoint	12:59	SOLAR_MAX	acked	Acknowledged: SOLAR_MAX checked live climate, forecast, active plan, and setpoints. Solar is above the current overcast forecast, but indoor average VPD is still below the 1.30 kPa high edge at 1.03 kPa with healthy 11.2F dew margin; temperature is only slightly above the 78F high edge and controller is already in VENTILATE with the active plan's cooling/moisture posture loaded (all-fans enabled, fog_escalation_kpa 0.20, band-coupled mister thresholds, short mist gap)... Resolved 12:59 MDT.
Peak Stress	14:58	TRANSITION	acked	Acknowledged: Peak-stress transition checked: greenhouse is tracking the active SUNRISE dry-ramp plan. Current climate is inside the dispatcher-owned band (77.3F vs 72-78F, VPD 1.09 vs 0.68-1.23 kPa), ESP32 is IDLE with all climate relays off, dew margin is safe at 12.1F, and active setpoints already hold band-coupled wet assist for the dry-ramp window. No tactical tunable change warranted. Resolved 14:59 MDT.
Forecast deviation	15:24	FORECAST_DEVIATION	acked	Acknowledged: FORECAST_DEVIATION reviewed: cloud-cover forecast missed clear/bright sky, but live climate is stable enough and current plan already carries guardrail-aware band-coupled moisture/cooling posture. Temp is only slightly above band in VENTILATE, VPD is below high edge, dew margin is safe, and equipment state matches controller intent; no tactical tunable change warranted. Resolved 15:24 MDT.
Forecast deviation	16:39	FORECAST_DEVIATION	acked	Acknowledged: FORECAST_DEVIATION vpd_kpa was lower/more humid than forecast, matching known positive VPD forecast bias. Live house is in band (73.5F, VPD 0.80 kPa vs 0.58-1.13 band), dew margin is safe at 9.5F, controller is IDLE, and all climate relays are off. No tunable change warranted. Resolved 16:40 MDT.
Decline	19:20	TRANSITION	acked	Acknowledged: TRANSITION Decline checked: current house climate is tracking the active plan with temp 68.3F just inside the 68.4F high edge, VPD 0.76 kPa below the 0.96 high edge, dew margin 10.6F, no wet/fog demand, and only the vent open for temperature trim. Existing 19:30/22:00 waypoints already unwind toward wider mist gaps and higher fog escalation for the humid evening/overnight window, so no tactical tunable change is warranted. Resolved 19:21 MDT.
Forecast deviation	19:26	FORECAST_DEVIATION	acked	Acknowledged: FORECAST_DEVIATION assessed: precipitation forecast called for 0.14 in/h but observed precipitation is 0. Current greenhouse climate is stable for this event: 68.6F, VPD 0.70 kPa within the active band, RH 71%, dew margin 9.9F. Equipment state shows only vent open with fans, fog, misters, and heat off; no relay anomaly. Diagnosis is a near-term precipitation forecast miss/weather-model error, not equipment failure and not a live climate miss requiring tactical tuning. Resolved 19:26 MDT.
Evening planning cycle	20:21	SUNSET	plan_written	Wrote public plan iris-20260527-2021. Resolved 20:23 MDT.

🌅 Morning Cycle (12:18 AM) — `iris-20260527-0016`

Status

validated

Outcome score

6/10

Changed parameters

cold_vent_guard_delta_f, cool_exit_hysteresis_f, cool_stage2_over_high_f, direct_wet_stress_latest_hour, direct_wet_stress_min_dew_margin_f, direct_wet_stress_vpd_margin_kpa, dwell_gate_ms, enthalpy_close ...

Reflection

Validating previous cycle: iris-20260526-0537

Previous hypothesis: SUNRISE plan for Tuesday 2026-05-26. Yesterday scored 54.9 with 50.0% both-axis compliance; temperature was the tighter individual axis at 51.8% versus VPD 67.2%, and heat stress dominated at 11.37h with material VPD-high at 7.45h. Cost was acceptable at USD 3.81, below the USD 6.77 7-day average, but electric and water use were above trend (11.47 kWh and 213 gal vs 4.0 kWh and 110 gal), showing the day was cooling/mist/fog driven rather than gas driven. I revised the sunset plan evaluation to 6/10 vs anchor 5: climate outcome was good overnight, but 327 VPD-high guardrail events mean it still fought the dispatcher, so this plan must stay cleanly band-coupled rather than relying on clamps. Current dawn is humid and safe but near dew caution: 64.6F, VPD 0.44, RH 79%, dew margin 6.8F, IDLE/heat1. Today’s forecast is cloudy but dry by midday: 82F, RH 19%, VPD near 3… Result: MIDNIGHT reset protected the humid pre-dawn reasonably but was only partly successful. The plan-window evidence shows about 75.1% both-axis compliance, 81.9% temp compliance, 82.8% VPD compliance, low cost around USD 0.22, dew safety intact, and no major climate excursion. It correctly suppressed wet carryover into the humid overnight period, but still accumulated some cold/VPD-low/VPD-high stress and had one missed transition detail, so I am not scoring it as excellent. It did not create the same severe guardrail problem as earlier sunset plans, but the day still needed the SUNRISE plan for the dry-ramp handoff. Score: 6/10

New finding: Humid midnight reset plans can safely suppress wet carryover when dew margin is adequate, but they should keep the next-day dry-ramp handoff explicit and band-coupled because the pre-dawn climate score alone does not cover the later solar/VPD stress. → Added to Lessons Learned

Hypothesis

Testing: Guardrail-clean midnight reset: keep humid pre-dawn suppressed, then request band-coupled daytime moisture directly during the dry ramp; success is >70% Wednesday both-axis compliance, VPD-high under 3h, dp-risk 0h, VPD-low under 1h before sunset, and materially fewer VPD-high moisture guardrail holds than iris-20260526-2020. Expected outcome: By Wednesday sunset: no dew-risk hours, VPD-low under 1h before the humid night, VPD-high below 3h despite the overcast dry ramp, cost under USD 5 unless fog/cooling is required for compliance, and reduced guardrail holds versus the prior sunset plan.

Setpoints

Wednesday May 27

Primary crop-band changes:

Time	Values	Note
00:25	hyst 0.2025	Post-midnight is safe but VPD is still near the high edge; k
03:30	hyst 0.20750000000000002	Pre-dawn forecast cools and humidifies; suppress wet/fog car
06:00	hyst 0.2025	Sunrise starts humid/overcast; wait for live VPD ramp confir
09:00	hyst 0.18250000000000002	Dry-ramp handoff: raw VPD rises above band by late morning;
13:00	hyst 0.17750000000000002	Wednesday dry peak: forecast VPD near 1.7-1.9 kPa raw, so pr
18:30	hyst 0.1975	Evening shoulder remains guardrail-safe while VPD is forecas
21:30	hyst 0.21250000000000002	Forecast shifts humid/rainy with VPD falling below target ov

Tactical tunable changes:

Time	Values	Note
00:25	s2 1.945; cool_exit 1.87; all_fans 0; dw_stress 0; dw_until 19; fog_stress 0; fog_until 19; engage 0.8500000000000001; all 1.05; pulse 30; gap 56.25; wt 1.5166666666666666	Post-midnight is safe but VPD is still near the high edge; k
03:30	s2 2.025; cool_exit 1.96; all_fans 0; dw_stress 0; dw_until 17; fog_stress 0; fog_until 17; engage 1; all 1.25; pulse 30; gap 60; wt 1.2	Pre-dawn forecast cools and humidifies; suppress wet/fog car
06:00	s2 1.9425000000000001; cool_exit 1.87; all_fans 0; dw_stress 0; dw_until 18; fog_stress 0; fog_until 18; engage 0.9500000000000001; all 1.2000000000000002; pulse 30; gap 60; wt 1.3	Sunrise starts humid/overcast; wait for live VPD ramp confir
09:00	s2 1.585; cool_exit 1.51; all_fans 0; dw_stress 1; dw_until 19; fog_stress 1; fog_until 19; engage 0.8500000000000001; all 1.05; pulse 41.25; gap 33.75; wt 2.0666666666666664	Dry-ramp handoff: raw VPD rises above band by late morning;
13:00	s2 1.5150000000000001; cool_exit 1.42; all_fans 0; dw_stress 1; dw_until 19; fog_stress 1; fog_until 19; engage 0.8500000000000001; all 1; pulse 48.75; gap 30; wt 2.25	Wednesday dry peak: forecast VPD near 1.7-1.9 kPa raw, so pr
18:30	s2 1.8800000000000001; cool_exit 1.78; all_fans 0; dw_stress 1; dw_until 20; fog_stress 1; fog_until 20; engage 0.8500000000000001; all 1.05; pulse 33.75; gap 48.75; wt 1.7000000000000002	Evening shoulder remains guardrail-safe while VPD is forecas
21:30	s2 2.055; cool_exit 2.05; all_fans 0; dw_stress 0; dw_until 17; fog_stress 0; fog_until 17; engage 1.05; all 1.35; pulse 30; gap 60; wt 1.1	Forecast shifts humid/rainy with VPD falling below target ov

Thursday May 28

Primary crop-band changes:

Time	Values	Note
05:30	hyst 0.21250000000000002	Thursday pre-dawn VPD-low risk is high (forecast RH 92-95%,
12:30	hyst 0.18250000000000002	Fallback for Thursday solar/dry rebound if later cycles are

Tactical tunable changes:

Time	Values	Note
05:30	s2 2.02; cool_exit 2.05; all_fans 0; dw_stress 0; dw_until 17; fog_stress 0; fog_until 17; engage 1.1; all 1.4; pulse 30; gap 60; wt 1.1	Thursday pre-dawn VPD-low risk is high (forecast RH 92-95%,
12:30	s2 1.505; cool_exit 1.51; all_fans 0; dw_stress 1; dw_until 20; fog_stress 1; fog_until 20; engage 0.8500000000000001; all 1.05; pulse 41.25; gap 33.75; wt 2.0666666666666664	Fallback for Thursday solar/dry rebound if later cycles are

Changed secondary parameters:

Time	Parameter	Change
00:25	cold_vent_guard_delta_f	initial 8
00:25	direct_wet_stress_min_dew_margin_f	initial 12
00:25	direct_wet_stress_vpd_margin_kpa	initial 0.05
00:25	dwell_gate_ms	initial 255000
00:25	enthalpy_close	initial 1
00:25	enthalpy_open	initial -2
00:25	fog_escalation_kpa	initial 0.25
00:25	fog_stress_min_dew_margin_f	initial 12
00:25	heat_hysteresis	initial 1.1
00:25	min_fog_off_s	initial 96
00:25	min_fog_on_s	initial 50.25
00:25	mist_backoff_s	initial 600
00:25	mist_max_closed_vent_s	initial 120
00:25	mist_thermal_relief_s	initial 90
00:25	mister_all_delay_s	initial 88.5
00:25	mister_engage_delay_s	initial 44.25
00:25	mister_water_budget_gal	initial 180
00:25	outdoor_staleness_max_s	initial 600
00:25	sw_dwell_gate_enabled	initial 1
00:25	sw_fog_closes_vent	initial 1
00:25	sw_mister_closes_vent	initial 0
00:25	sw_summer_vent_enabled	initial 1
00:25	temp_hysteresis	initial 1.87
00:25	vent_prefer_dp_delta_f	initial 4
00:25	vent_prefer_temp_delta_f	initial 4
00:25	vpd_watch_dwell_s	initial 63.75
03:30	cold_vent_guard_delta_f	8 → 9
03:30	direct_wet_stress_vpd_margin_kpa	0.05 → 0.2
03:30	dwell_gate_ms	255000 → 270000
03:30	fog_escalation_kpa	0.25 → 0.5
03:30	min_fog_off_s	96 → 120
03:30	min_fog_on_s	50.25 → 41.25
03:30	mister_all_delay_s	88.5 → 93
03:30	mister_engage_delay_s	44.25 → 46.5
03:30	mister_water_budget_gal	180 → 140
03:30	temp_hysteresis	1.87 → 1.96
03:30	vent_prefer_dp_delta_f	4 → 7
03:30	vent_prefer_temp_delta_f	4 → 5
03:30	vpd_watch_dwell_s	63.75 → 67.5
06:00	direct_wet_stress_vpd_margin_kpa	0.2 → 0.15
06:00	dwell_gate_ms	270000 → 255000
06:00	fog_escalation_kpa	0.5 → 0.4
06:00	min_fog_off_s	120 → 108
06:00	min_fog_on_s	41.25 → 45.75
06:00	mister_all_delay_s	93 → 88.5
06:00	mister_engage_delay_s	46.5 → 44.25
06:00	mister_water_budget_gal	140 → 160
06:00	temp_hysteresis	1.96 → 1.87
06:00	vent_prefer_dp_delta_f	7 → 6
06:00	vpd_watch_dwell_s	67.5 → 63.75
09:00	cold_vent_guard_delta_f	9 → 7
09:00	direct_wet_stress_min_dew_margin_f	12 → 10
09:00	direct_wet_stress_vpd_margin_kpa	0.15 → 0.05
09:00	dwell_gate_ms	255000 → 195000
09:00	fog_escalation_kpa	0.4 → 0.2
09:00	fog_stress_min_dew_margin_f	12 → 10
09:00	min_fog_off_s	108 → 60
09:00	min_fog_on_s	45.75 → 63.75
09:00	mister_all_delay_s	88.5 → 70.5
09:00	mister_engage_delay_s	44.25 → 35.25
09:00	mister_water_budget_gal	160 → 220
09:00	temp_hysteresis	1.87 → 1.51
09:00	vent_prefer_dp_delta_f	6 → 5
09:00	vent_prefer_temp_delta_f	5 → 3
09:00	vpd_watch_dwell_s	63.75 → 48.75
13:00	dwell_gate_ms	195000 → 180000
13:00	min_fog_off_s	60 → 54
13:00	min_fog_on_s	63.75 → 66
13:00	mister_all_delay_s	70.5 → 66
13:00	mister_engage_delay_s	35.25 → 33
13:00	temp_hysteresis	1.51 → 1.42
13:00	vpd_watch_dwell_s	48.75 → 45
18:30	cold_vent_guard_delta_f	7 → 8
18:30	direct_wet_stress_min_dew_margin_f	10 → 12
18:30	dwell_gate_ms	180000 → 240000
18:30	fog_escalation_kpa	0.2 → 0.3
18:30	fog_stress_min_dew_margin_f	10 → 12
18:30	min_fog_off_s	54 → 84
18:30	min_fog_on_s	66 → 54.75
18:30	mister_all_delay_s	66 → 84
18:30	mister_engage_delay_s	33 → 42
18:30	mister_water_budget_gal	220 → 200
18:30	temp_hysteresis	1.42 → 1.78
18:30	vent_prefer_dp_delta_f	5 → 6
18:30	vent_prefer_temp_delta_f	3 → 4
18:30	vpd_watch_dwell_s	45 → 60
21:30	cold_vent_guard_delta_f	8 → 10
21:30	direct_wet_stress_min_dew_margin_f	12 → 14
21:30	direct_wet_stress_vpd_margin_kpa	0.05 → 0.25
21:30	dwell_gate_ms	240000 → 285000
21:30	fog_escalation_kpa	0.3 → 0.5
21:30	fog_stress_min_dew_margin_f	12 → 14
21:30	min_fog_off_s	84 → 132
21:30	min_fog_on_s	54.75 → 36.75
21:30	mister_all_delay_s	84 → 97.5
21:30	mister_engage_delay_s	42 → 48.75
21:30	mister_water_budget_gal	200 → 120
21:30	temp_hysteresis	1.78 → 2.05
21:30	vent_prefer_dp_delta_f	6 → 8
21:30	vent_prefer_temp_delta_f	4 → 6
21:30	vpd_watch_dwell_s	60 → 71.25
05:30	direct_wet_stress_vpd_margin_kpa	0.25 → 0.3
12:30	cold_vent_guard_delta_f	10 → 7
12:30	direct_wet_stress_min_dew_margin_f	14 → 10
12:30	direct_wet_stress_vpd_margin_kpa	0.3 → 0.05
12:30	dwell_gate_ms	285000 → 195000
12:30	fog_escalation_kpa	0.5 → 0.2
12:30	fog_stress_min_dew_margin_f	14 → 10
12:30	min_fog_off_s	132 → 60
12:30	min_fog_on_s	36.75 → 63.75
12:30	mister_all_delay_s	97.5 → 70.5
12:30	mister_engage_delay_s	48.75 → 35.25
12:30	mister_water_budget_gal	120 → 220
12:30	temp_hysteresis	2.05 → 1.51
12:30	vent_prefer_dp_delta_f	8 → 5
12:30	vent_prefer_temp_delta_f	6 → 3
12:30	vpd_watch_dwell_s	71.25 → 48.75

🌅 Morning Cycle (5:39 AM) — `iris-20260527-0537`

Status

validated

Outcome score

3/10

Changed parameters

Reflection

Validating previous cycle: iris-20260526-2020

Previous hypothesis: SUNSET overnight plan for Tuesday 2026-05-26. Today scored 61.2 with 57.0% both-axis compliance, below the 7-day 65.4/66.7 trend. Temperature was the bottleneck at 64.9% compliance versus VPD 73.2%; heat stress dominated at 7.00h, with VPD-high still material at 4.77h. Cost was acceptable at USD 3.32, below the 7-day USD 6.00 average, driven by electric cooling/fog and water rather than gas: 5.56 kWh, 179 gal total, 48 gal misting, and 0 therms. Prior SUNRISE plan iris-20260526-0537 is now revised to 1/10 to match anchor 1 because guardrail scoring found 85 VPD-high moisture-guardrail events and 81 held events; the gap from my first 5/10 read was that climate-window metrics alone understated how much the plan fought dispatcher moisture policy. Current conditions are still temperature-high in VENTILATE with safe dew margin (~11F) and localized east VPD high… Result: SUNRISE 2026-05-27 daily outcome: planner_score 75.3, both-axis compliance 73.7%, temp compliance 79.4%, VPD compliance 85.7%. Temperature was the bottleneck and heat stress dominated at 4.78h, followed by VPD-high 2.42h, VPD-low 0.98h, and cold 0.12h. Cost was efficient at USD 2.72 versus 7d USD 5.19, mostly electric cooling/lights with minimal gas and low water. The plan protected climate reasonably and dew safety held (dp-risk 0h), but structured forecast missed actual solar badly (forecast 403 W/m2 vs observed about 1090 W/m2) and the plan still depended on dispatcher moisture guardrails/missed 09:00 rows rather than cleanly requesting the full band-coupled posture. Score follows the deterministic guardrail-aware anchor rather than the superficial daily climate score. Score: 3/10

Hypothesis

Testing: Guardrail-clean overcast dry-ramp posture: suppress wet at humid dawn, then request band-coupled moisture directly during the dry ramp and compare clamp/hold counts against yesterday. Expected outcome: Before sunset: >70% both-axis compliance, VPD-high under 3h, heat stress under 4h, VPD-low under 1h, dp-risk 0h, cost under USD 4.50, and materially fewer VPD-high moisture guardrail holds than iris-20260526-0537.

Conditions

Outdoor peak

73.0°F

RH minimum

35.0%

Solar peak

403.0 W/m²

Cloud average

99.0%

Humid in-band dawn with low dew margin buffer, then overcast but moderate-dry VPD ramp to about 1.6-1.7 kPa; evening turns humid again. Thursday fallback is warmer/drier with higher solar and VPD above 2 kPa.

Expected stress windows

vpd_highmedium · 2026-05-27T09:00:00-06:00 to 2026-05-27T18:30:00-06:00

Live-confirmed guardrail-clean band-coupled moisture: mister_engage near vpd_high+0.05, mister_all near +0.25, fog_escalation near 0.20 while fog gates and dew margin allow.

vpd_lowlow · 2026-05-27T21:00:00-06:00 to 2026-05-28T08:30:00-06:00

Suppress wet/fog, raise dew margin floor, and keep high resource sensitivity through humid overcast night.

vpd_highhigh · 2026-05-28T10:00:00-06:00 to 2026-05-28T20:00:00-06:00

Fallback if next cycles are missed: stronger cooling lead and band-coupled wet assist for warmer high-solar dry ramp.

Parameter rationale

mister_engage_kpa1.0 → 0.84; Today VPD rises from 0.36 at dawn to 1.6-1.7 kPa from 11:00-17:00 while lessons 118/125 warn against conservative guardrail-clamped thresholds.

Make S1 moisture eligible near the active VPD high edge during the dry ramp and reduce VPD-high guardrail holds versus yesterday.

mister_all_kpa1.25 → 1.04; Whole-house dry ramp is moderate today and stronger Thursday; east crops and center orchids cannot be protected by south-only moisture.

Allow distributed all-zone rotation without forcing fog to carry the whole humidity correction.

fog_escalation_kpa0.5 → 0.2; Dry ramp overlaps the 07:00-17:00 fog window and dew margin should widen once temperature rises.

Use PR-A vent-fog assist for stubborn VPD-high during VENTILATE without waiting until far beyond band.

mister_pulse_gap_s60.0 → 30.0; Yesterday lost 5.98h to VPD-high and today still has 7-9h of dry forecast pressure despite clouds.

Maintain humidity between pulses during dry-ramp stress while avoiding dawn over-wet.

direct_wet_stress_min_dew_margin_f12.0 → 15.0; Evening and overnight RH forecast reaches 71-80% with VPD 0.28-0.58 kPa.

Block unnecessary wetting after the ramp and keep dp-risk at 0h.

min_fog_off_s120.0 → 60.0; Fog is the heavy path for stubborn VPD-high and yesterday's guardrail holds show overly conservative fog timing fought recovery.

Allow useful fog cycling during safe dry-ramp windows, then unwind at night through the later humid transition.

cool_stage2_over_high_f2.025 → 0.8; Yesterday's overcast forecast missed actual solar badly and heat stress dominated at 10.32h.

Improve cooling readiness if solar breaks through without changing crop-owned temperature bands.

Setpoints

Wednesday May 27

Primary crop-band changes:

Time	Values	Note
06:00	hyst 0.20750000000000002	Humid in-band dawn with 5.5F dew margin: hold wet assist con
09:00	hyst 0.1925	Morning ramp forecast reaches ~1.0 kPa VPD; start moving tow
11:00	hyst 0.18250000000000002	Forecast dry peak begins: write guardrail-clean band-coupled
15:00	hyst 0.1875	Afternoon VPD remains around 1.6-1.7 kPa; keep moisture band
19:30	hyst 0.2025	Evening decline should bring VPD toward band; preserve a sho
22:00	hyst 0.21750000000000003	Humid overcast night: suppress wet/fog and prioritize dew sa

Tactical tunable changes:

Time	Values	Note
06:00	s2 1.9525000000000001; cool_exit 1.96; all_fans 0; dw_stress 0; dw_until 17; fog_stress 0; fog_until 17; engage 0.99; all 1.24; pulse 30; gap 60; wt 1.1666666666666665	Humid in-band dawn with 5.5F dew margin: hold wet assist con
09:00	s2 1.6225; cool_exit 1.69; all_fans 0; dw_stress 0; dw_until 19; fog_stress 0; fog_until 19; engage 0.87; all 1.09; pulse 30; gap 48.75; wt 1.6666666666666665	Morning ramp forecast reaches ~1.0 kPa VPD; start moving tow
11:00	s2 1.425; cool_exit 1.51; all_fans 1; dw_stress 1; dw_until 19; fog_stress 1; fog_until 19; engage 0.8400000000000001; all 1.04; pulse 41.25; gap 33.75; wt 2.0666666666666664	Forecast dry peak begins: write guardrail-clean band-coupled
15:00	s2 1.665; cool_exit 1.6; all_fans 0; dw_stress 1; dw_until 20; fog_stress 1; fog_until 20; engage 0.8400000000000001; all 1.04; pulse 37.5; gap 37.5; wt 2	Afternoon VPD remains around 1.6-1.7 kPa; keep moisture band
19:30	s2 1.965; cool_exit 1.87; all_fans 0; dw_stress 0; dw_until 20; fog_stress 0; fog_until 20; engage 0.89; all 1.1400000000000001; pulse 30; gap 56.25; wt 1.4	Evening decline should bring VPD toward band; preserve a sho
22:00	s2 2.0700000000000003; cool_exit 2.14; all_fans 0; dw_stress 0; dw_until 17; fog_stress 0; fog_until 17; engage 1.09; all 1.3900000000000001; pulse 30; gap 60; wt 1.0666666666666667	Humid overcast night: suppress wet/fog and prioritize dew sa

Thursday May 28

Primary crop-band changes:

Time	Values	Note
10:00	hyst 0.1875	Thursday fallback: VPD rises again with stronger solar; reop
13:00	hyst 0.18250000000000002	Thursday peak fallback: forecast 75-79F, VPD near/above 2 kP

Tactical tunable changes:

Time	Values	Note
10:00	s2 1.4025; cool_exit 1.6; all_fans 1; dw_stress 1; dw_until 20; fog_stress 1; fog_until 20; engage 0.8500000000000001; all 1.04; pulse 37.5; gap 37.5; wt 1.9166666666666665	Thursday fallback: VPD rises again with stronger solar; reop
13:00	s2 1.17; cool_exit 1.51; all_fans 1; dw_stress 1; dw_until 20; fog_stress 1; fog_until 20; engage 0.8400000000000001; all 1.01; pulse 48.75; gap 26.25; wt 2.283333333333333	Thursday peak fallback: forecast 75-79F, VPD near/above 2 kP

Changed secondary parameters:

Time	Parameter	Change
06:00	cold_vent_guard_delta_f	initial 9
06:00	direct_wet_stress_min_dew_margin_f	initial 14
06:00	direct_wet_stress_vpd_margin_kpa	initial 0.2
06:00	dwell_gate_ms	initial 270000
06:00	enthalpy_close	initial 1
06:00	enthalpy_open	initial -2
06:00	fog_escalation_kpa	initial 0.5
06:00	fog_stress_min_dew_margin_f	initial 14
06:00	heat_hysteresis	initial 1.1
06:00	min_fog_off_s	initial 126
06:00	min_fog_on_s	initial 39
06:00	mist_backoff_s	initial 600
06:00	mist_max_closed_vent_s	initial 120
06:00	mist_thermal_relief_s	initial 90
06:00	mister_all_delay_s	initial 93
06:00	mister_engage_delay_s	initial 46.5
06:00	mister_water_budget_gal	initial 120
06:00	outdoor_staleness_max_s	initial 600
06:00	sw_dwell_gate_enabled	initial 1
06:00	sw_fog_closes_vent	initial 1
06:00	sw_mister_closes_vent	initial 0
06:00	sw_summer_vent_enabled	initial 1
06:00	temp_hysteresis	initial 1.96
06:00	vent_prefer_dp_delta_f	initial 6
06:00	vent_prefer_temp_delta_f	initial 5
06:00	vpd_watch_dwell_s	initial 67.5
09:00	cold_vent_guard_delta_f	9 → 8
09:00	direct_wet_stress_min_dew_margin_f	14 → 10
09:00	direct_wet_stress_vpd_margin_kpa	0.2 → 0.08
09:00	dwell_gate_ms	270000 → 225000
09:00	fog_escalation_kpa	0.5 → 0.25
09:00	fog_stress_min_dew_margin_f	14 → 10
09:00	min_fog_off_s	126 → 84
09:00	min_fog_on_s	39 → 54.75
09:00	mister_all_delay_s	93 → 79.5
09:00	mister_engage_delay_s	46.5 → 39.75
09:00	mister_water_budget_gal	120 → 160
09:00	temp_hysteresis	1.96 → 1.69
09:00	vent_prefer_dp_delta_f	6 → 5
09:00	vent_prefer_temp_delta_f	5 → 4
09:00	vpd_watch_dwell_s	67.5 → 56.25
11:00	cold_vent_guard_delta_f	8 → 7
11:00	direct_wet_stress_min_dew_margin_f	10 → 8
11:00	direct_wet_stress_vpd_margin_kpa	0.08 → 0.05
11:00	dwell_gate_ms	225000 → 195000
11:00	fog_escalation_kpa	0.25 → 0.2
11:00	fog_stress_min_dew_margin_f	10 → 8
11:00	min_fog_off_s	84 → 60
11:00	min_fog_on_s	54.75 → 63.75
11:00	mister_all_delay_s	79.5 → 70.5
11:00	mister_engage_delay_s	39.75 → 35.25
11:00	mister_water_budget_gal	160 → 180
11:00	temp_hysteresis	1.69 → 1.51
11:00	vent_prefer_dp_delta_f	5 → 4
11:00	vent_prefer_temp_delta_f	4 → 3
11:00	vpd_watch_dwell_s	56.25 → 48.75
15:00	dwell_gate_ms	195000 → 210000
15:00	min_fog_off_s	60 → 66
15:00	min_fog_on_s	63.75 → 61.5
15:00	mister_all_delay_s	70.5 → 75
15:00	mister_engage_delay_s	35.25 → 37.5
15:00	temp_hysteresis	1.51 → 1.6
15:00	vpd_watch_dwell_s	48.75 → 52.5
19:30	cold_vent_guard_delta_f	7 → 9
19:30	direct_wet_stress_min_dew_margin_f	8 → 12
19:30	direct_wet_stress_vpd_margin_kpa	0.05 → 0.1
19:30	dwell_gate_ms	210000 → 255000
19:30	fog_escalation_kpa	0.2 → 0.35
19:30	fog_stress_min_dew_margin_f	8 → 12
19:30	min_fog_off_s	66 → 96
19:30	min_fog_on_s	61.5 → 50.25
19:30	mister_all_delay_s	75 → 88.5
19:30	mister_engage_delay_s	37.5 → 44.25
19:30	mister_water_budget_gal	180 → 150
19:30	temp_hysteresis	1.6 → 1.87
19:30	vent_prefer_dp_delta_f	4 → 6
19:30	vent_prefer_temp_delta_f	3 → 5
19:30	vpd_watch_dwell_s	52.5 → 63.75
22:00	cold_vent_guard_delta_f	9 → 11
22:00	direct_wet_stress_min_dew_margin_f	12 → 15
22:00	direct_wet_stress_vpd_margin_kpa	0.1 → 0.3
22:00	dwell_gate_ms	255000 → 300000
22:00	fog_escalation_kpa	0.35 → 0.5
22:00	fog_stress_min_dew_margin_f	12 → 15
22:00	min_fog_off_s	96 → 138
22:00	min_fog_on_s	50.25 → 34.5
22:00	mister_all_delay_s	88.5 → 102
22:00	mister_engage_delay_s	44.25 → 51
22:00	mister_water_budget_gal	150 → 100
22:00	temp_hysteresis	1.87 → 2.14
22:00	vent_prefer_dp_delta_f	6 → 8
22:00	vent_prefer_temp_delta_f	5 → 7
22:00	vpd_watch_dwell_s	63.75 → 75
10:00	cold_vent_guard_delta_f	11 → 8
10:00	direct_wet_stress_min_dew_margin_f	15 → 9
10:00	direct_wet_stress_vpd_margin_kpa	0.3 → 0.06
10:00	dwell_gate_ms	300000 → 210000
10:00	fog_escalation_kpa	0.5 → 0.2
10:00	fog_stress_min_dew_margin_f	15 → 9
10:00	min_fog_off_s	138 → 66
10:00	min_fog_on_s	34.5 → 61.5
10:00	mister_all_delay_s	102 → 75
10:00	mister_engage_delay_s	51 → 37.5
10:00	mister_water_budget_gal	100 → 220
10:00	temp_hysteresis	2.14 → 1.6
10:00	vent_prefer_dp_delta_f	8 → 4
10:00	vent_prefer_temp_delta_f	7 → 4
10:00	vpd_watch_dwell_s	75 → 52.5
13:00	cold_vent_guard_delta_f	8 → 7
13:00	direct_wet_stress_min_dew_margin_f	9 → 8
13:00	direct_wet_stress_vpd_margin_kpa	0.06 → 0.05
13:00	dwell_gate_ms	210000 → 195000
13:00	fog_escalation_kpa	0.2 → 0.15
13:00	fog_stress_min_dew_margin_f	9 → 8
13:00	min_fog_off_s	66 → 48
13:00	min_fog_on_s	61.5 → 68.25
13:00	mister_all_delay_s	75 → 70.5
13:00	mister_engage_delay_s	37.5 → 35.25
13:00	mister_water_budget_gal	220 → 240
13:00	temp_hysteresis	1.6 → 1.51
13:00	vent_prefer_temp_delta_f	4 → 3
13:00	vpd_watch_dwell_s	52.5 → 48.75

🌆 Evening Cycle (8:23 PM) — `iris-20260527-2021`

Status

validated

Outcome score

1/10

Changed parameters

Reflection

Validating previous cycle: iris-20260527-0537

Previous hypothesis: SUNRISE plan for Wednesday 2026-05-27. Yesterday scored 55.6 with 49.6% both-axis compliance; temperature was the bottleneck at 56.5% versus VPD 72.4%, with 10.32h heat stress and 5.98h VPD-high. Cost stayed acceptable at USD 3.08, below the USD 6.00 7-day average, driven by electric cooling/fog and water, not gas. I evaluated iris-20260526-0537 at 1/10 against anchor 2 because 85 VPD-high moisture guardrail events and 81 held events show the plan still fought dispatcher policy, and the overcast forecast missed actual solar badly. Today starts humid, safe, and in-band: 63.9F, VPD 0.36 kPa, RH 82%, dp margin 5.5F, all relays off, IDLE. The 18h forecast is fully overcast but still has a dry ramp: outdoor VPD rises to about 1.6-1.7 kPa late morning through afternoon, then falls humid again after 19:00… Result: Revised to align with deterministic anchor 1. Important nuance: this is not evidence of climate harm or guardrail failure. The guardrail scorecard is clean (0 guardrail events/holds), current climate is safe and in band at 63.9F/VPD 0.40 with 6.2F dew margin, and equipment is IDLE/off. The anchor is low because the completed prior-local-day evaluation window for this SUNSET plan is too short/partial at the midnight boundary and the provided window scorecard reports 0% compliance/score 20 rather than a meaningful full overnight result. Treat this as an incomplete midnight-boundary grade; re-evaluate the overnight hypothesis after dawn if the plan remains relevant. For the new MIDNIGHT plan, do not copy the 10:30 fallback blindly; replace it with an explicit humid pre-dawn to high-solar dry-ramp plan. Score: 1/10

Hypothesis

Testing: Test a clean humid-night unwind after observed VPD recovery, with an explicit missed-SUNRISE band-coupled dry-ramp fallback; success means dp-risk 0h, overnight VPD-low under 1.5h, and no new overnight VPD-high guardrail clamps before the morning ramp. Expected outcome: By 08:30: dew-risk 0h, minimum dew margin above 5F, overnight cost below USD 1.50, no material heater-to-vent oscillation, and additional VPD-low under 1.5h. If the 10:30 fallback governs because SUNRISE is missed, target VPD-high under 2h and fewer guardrail holds than iris-20260527-0537.

Conditions

Outdoor peak

78.0°F

RH minimum

34.0%

Solar peak

900.0 W/m²

Cloud average

91.0%

Sunset starts temp-high but VPD recovered. Overnight is saturated 52-59F and VPD 0.05-0.25, then Thursday has a dry solar ramp to about 78F, RH mid-30s, and VPD near 2.1 kPa if SUNRISE is missed.

Expected stress windows

heatlow · 2026-05-27T20:20:00-06:00 to 2026-05-27T22:00:00-06:00

Use outdoor cooling advantage and stable dwell to finish the evening settle without adding wet assist because house VPD is already below the high band.

vpd_lowhigh · 2026-05-27T22:00:00-06:00 to 2026-05-28T08:30:00-06:00

Suppress mist/fog overnight with high dew floor, long mist gaps, high resource sensitivity, and ventilation/dehumidification only when dewpoint advantage is safe.

vpd_highmedium · 2026-05-28T10:30:00-06:00 to 2026-05-28T20:00:00-06:00

Missed-SUNRISE fallback reopens guardrail-clean band-coupled moisture: engage near vpd_high+0.05, all-zone near +0.25, fog escalation near 0.20, and stronger cooling lead.

Parameter rationale

mister_engage_kpa0.89 → 1.17; Overnight outdoor VPD falls to 0.05-0.25 kPa and RH reaches 85-96%; current average VPD is recovered below high band.

Prevent unnecessary overnight S1 misting and keep additional VPD-low under 1h while preserving a band-coupled morning fallback.

mister_all_kpa1.14 → 1.42; Humid saturated night does not need all-zone rotation; prior guardrail evidence only applies once VPD is live above band.

Avoid all-zone wet carryover during the humid night without blocking tomorrow's explicit fallback waypoint.

fog_escalation_kpa0.35 → 0.5; Fog is blocked overnight by normal window and should remain conservative during the saturated pre-dawn.

Avoid fog-driven VPD-low/dew risk overnight; reopen to 0.20 only in the missed-SUNRISE dry-ramp fallback.

mister_pulse_gap_s56.25 → 60.0; Humidity should hold naturally overnight as outdoor RH climbs above 90% and solar is zero.

Reduce water use and VPD-low risk while keeping dew margin above 5F.

direct_wet_stress_min_dew_margin_f12.0 → 14.0; Dew margin is safe now but overnight RH is forecast to approach saturation.

Block marginal wetting when condensation risk rises and keep dp-risk at 0h.

cool_stage2_over_high_f1.965 → 0.8; Thursday forecast can reach 900 W/m2 solar and 1.5-2.1 kPa VPD; recent cloud forecasts missed solar badly.

If SUNRISE is missed, improve cooling readiness before heat and dry ventilation pair again.

Setpoints

Wednesday May 27

Primary crop-band changes:

Time	Values	Note
20:25	hyst 0.2175	evening_settle: finish current temp-high ventilation while V
22:00	hyst 0.22249999999999998	humid_night_unwind: outdoor RH 85-90% and VPD around 0.15-0.

Tactical tunable changes:

Time	Values	Note
20:25	s2 1.99; cool_exit 2.14; all_fans 0; dw_stress 0; dw_until 20; fog_stress 0; fog_until 20; engage 1.02; all 1.27; pulse 30; gap 60; wt 1.1666666666666665	evening_settle: finish current temp-high ventilation while V
22:00	s2 2.0700000000000003; cool_exit 2.23; all_fans 0; dw_stress 0; dw_until 20; fog_stress 0; fog_until 20; engage 1.17; all 1.42; pulse 30; gap 60; wt 1.0666666666666667	humid_night_unwind: outdoor RH 85-90% and VPD around 0.15-0.

Thursday May 28

Primary crop-band changes:

Time	Values	Note
00:30	hyst 0.22749999999999998	midnight_posture: saturated cool overnight segment; prioriti
05:30	hyst 0.2175	pre_dawn: still humid and overcast; keep wetting suppressed
10:30	hyst 0.1925	missed_sunrise_dry_ramp_fallback: if no SUNRISE plan lands,

Tactical tunable changes:

Time	Values	Note
00:30	s2 2.085; cool_exit 2.3200000000000003; all_fans 0; dw_stress 0; dw_until 20; fog_stress 0; fog_until 20; engage 1.22; all 1.47; pulse 30; gap 60; wt 1.0333333333333334	midnight_posture: saturated cool overnight segment; prioriti
05:30	s2 1.9675000000000002; cool_exit 2.14; all_fans 0; dw_stress 0; dw_until 20; fog_stress 0; fog_until 20; engage 1.17; all 1.42; pulse 30; gap 60; wt 1.1	pre_dawn: still humid and overcast; keep wetting suppressed
10:30	s2 1.2874999999999999; cool_exit 1.69; all_fans 1; dw_stress 1; dw_until 20; fog_stress 1; fog_until 20; engage 0.87; all 1.0699999999999998; pulse 41.25; gap 33.75; wt 2.1500000000000004	missed_sunrise_dry_ramp_fallback: if no SUNRISE plan lands,

Changed secondary parameters:

Time	Parameter	Change
20:25	cold_vent_guard_delta_f	initial 7
20:25	direct_wet_stress_min_dew_margin_f	initial 12
20:25	direct_wet_stress_vpd_margin_kpa	initial 0.2
20:25	dwell_gate_ms	initial 300000
20:25	enthalpy_close	initial 1
20:25	enthalpy_open	initial -2
20:25	fog_escalation_kpa	initial 0.5
20:25	fog_stress_min_dew_margin_f	initial 12
20:25	heat_hysteresis	initial 1.1
20:25	min_fog_off_s	initial 126
20:25	min_fog_on_s	initial 39
20:25	mist_backoff_s	initial 600
20:25	mist_max_closed_vent_s	initial 120
20:25	mist_thermal_relief_s	initial 90
20:25	mister_all_delay_s	initial 102
20:25	mister_engage_delay_s	initial 51
20:25	mister_water_budget_gal	initial 120
20:25	outdoor_staleness_max_s	initial 600
20:25	sw_dwell_gate_enabled	initial 1
20:25	sw_fog_closes_vent	initial 1
20:25	sw_mister_closes_vent	initial 0
20:25	sw_summer_vent_enabled	initial 1
20:25	temp_hysteresis	initial 2.14
20:25	vent_prefer_dp_delta_f	initial 8
20:25	vent_prefer_temp_delta_f	initial 3
20:25	vpd_watch_dwell_s	initial 75
22:00	cold_vent_guard_delta_f	7 → 9
22:00	direct_wet_stress_min_dew_margin_f	12 → 14
22:00	direct_wet_stress_vpd_margin_kpa	0.2 → 0.35
22:00	dwell_gate_ms	300000 → 315000
22:00	fog_stress_min_dew_margin_f	12 → 14
22:00	min_fog_off_s	126 → 138
22:00	min_fog_on_s	39 → 34.5
22:00	mister_all_delay_s	102 → 106.5
22:00	mister_engage_delay_s	51 → 53.25
22:00	mister_water_budget_gal	120 → 110
22:00	temp_hysteresis	2.14 → 2.23
22:00	vent_prefer_dp_delta_f	8 → 3
22:00	vent_prefer_temp_delta_f	3 → 5
22:00	vpd_watch_dwell_s	75 → 78.75
00:30	cold_vent_guard_delta_f	9 → 10
00:30	direct_wet_stress_min_dew_margin_f	14 → 15
00:30	direct_wet_stress_vpd_margin_kpa	0.35 → 0.4
00:30	dwell_gate_ms	315000 → 330000
00:30	fog_stress_min_dew_margin_f	14 → 15
00:30	min_fog_off_s	138 → 144
00:30	min_fog_on_s	34.5 → 32.25
00:30	mister_all_delay_s	106.5 → 111
00:30	mister_engage_delay_s	53.25 → 55.5
00:30	mister_water_budget_gal	110 → 100
00:30	temp_hysteresis	2.23 → 2.3200000000000003
00:30	vent_prefer_temp_delta_f	5 → 6
00:30	vpd_watch_dwell_s	78.75 → 82.5
05:30	direct_wet_stress_min_dew_margin_f	15 → 14
05:30	direct_wet_stress_vpd_margin_kpa	0.4 → 0.35
05:30	dwell_gate_ms	330000 → 300000
05:30	fog_stress_min_dew_margin_f	15 → 14
05:30	min_fog_off_s	144 → 132
05:30	min_fog_on_s	32.25 → 36.75
05:30	mister_all_delay_s	111 → 102
05:30	mister_engage_delay_s	55.5 → 51
05:30	mister_water_budget_gal	100 → 110
05:30	temp_hysteresis	2.3200000000000003 → 2.14
05:30	vpd_watch_dwell_s	82.5 → 75
10:30	cold_vent_guard_delta_f	10 → 8
10:30	direct_wet_stress_min_dew_margin_f	14 → 8
10:30	direct_wet_stress_vpd_margin_kpa	0.35 → 0.05
10:30	dwell_gate_ms	300000 → 225000
10:30	fog_escalation_kpa	0.5 → 0.2
10:30	fog_stress_min_dew_margin_f	14 → 8
10:30	min_fog_off_s	132 → 60
10:30	min_fog_on_s	36.75 → 63.75
10:30	mister_all_delay_s	102 → 79.5
10:30	mister_engage_delay_s	51 → 39.75
10:30	mister_water_budget_gal	110 → 180
10:30	temp_hysteresis	2.14 → 1.69
10:30	vent_prefer_dp_delta_f	3 → 5
10:30	vent_prefer_temp_delta_f	6 → 4
10:30	vpd_watch_dwell_s	75 → 56.25

End-of-Day Summary

Climate

Temperature

63.7–78.5°F; avg 68.8°F

VPD

0.35–1.42 kPa; avg 0.73 kPa

Relative humidity

58.1–82.7%

Stress Hours

Heat stress (>85°F): 4.8h
VPD stress (>2.0 kPa): 2.4h
Cold stress (<55°F): 0.1h

Economics

Electric

USD 2.45

Gas

USD 0.10

Water

USD 0.170

Total

USD 2.72

Equipment Runtimes

Equipment	Runtime	Reading
Fan 1	350 min	Primary exhaust runtime.
Fan 2	345 min	Secondary exhaust runtime.
Vent	641 min	Intake vent runtime.
Fog	14 min	Fogger runtime.
Heat 1 electric	105 min	Electric heater runtime.
Heat 2 gas	9 min	Gas heater runtime.
Grow lights	1522 min	Supplemental lighting runtime.
Mister south	0.05h	South mister runtime.
Mister west	0.03h	West mister runtime.
Mister center	0.10h	Center mister runtime.

Water

Total: 36 gal
Mister: 3 gal

Crop Health (Gemini Vision)

Crop	Zone	Health	Observations	Note
Canna Lilies	south	58%	4	Observation notes are collapsed below to avoid publishing partial vision snippets.
Vanda Orchids	center	76%	9	Observation notes are collapsed below to avoid publishing partial vision snippets.
lettuce	east	70%	4	Observation notes are collapsed below to avoid publishing partial vision snippets.
pepper	east	68%	4	Observation notes are collapsed below to avoid publishing partial vision snippets.
strawberry	east	73%	4	Observation notes are collapsed below to avoid publishing partial vision snippets.

Vision observation notes

Canna LiliesGemini Vision notes

Canna Lilies on the south floor look generally healthy, though soil moisture is reported as 0.0%.

Vanda OrchidsGemini Vision notes

Hanging basket visible, but plant details are obscured by darkness and shadow.

lettuceGemini Vision notes

Seedlings appear healthy and are establishing well.

pepperGemini Vision notes

Seedlings appear healthy, but image is blurry.

strawberryGemini Vision notes

Seedlings appear healthy, but image is blurry.

Hourly Pattern

Hour	Temperature	VPD	RH
12:00	77.4°F	1.19 kPa	64.3%
13:00	77.8°F	1.21 kPa	63.7%
14:00	79.9°F	1.31 kPa	63.4%
15:00	79.5°F	1.24 kPa	64.7%
16:00	75.7°F	1.10 kPa	64.6%
17:00	75.4°F	1.08 kPa	64.6%
18:00	73.4°F	0.99 kPa	65.1%
19:00	70.7°F	0.91 kPa	64.9%
20:00	68.2°F	0.78 kPa	67.0%
21:00	67.3°F	0.78 kPa	66.2%
22:00	66.1°F	0.76 kPa	65.2%
23:00	65.0°F	0.79 kPa	62.4%
00:00	64.1°F	0.68 kPa	67.1%
01:00	64.1°F	0.47 kPa	77.3%
02:00	64.2°F	0.42 kPa	79.7%
03:00	63.9°F	0.39 kPa	81.1%
04:00	63.8°F	0.37 kPa	81.8%
05:00	63.9°F	0.36 kPa	82.3%
06:00	64.5°F	0.55 kPa	74.0%
07:00	64.7°F	0.73 kPa	65.4%
08:00	66.3°F	0.85 kPa	62.2%
09:00	67.5°F	0.93 kPa	60.2%
10:00	74.0°F	1.03 kPa	64.6%
11:00	75.4°F	0.74 kPa	76.4%

7-Day Stress Context

Date	Heat	VPD high	Cold
2026-05-21	2.7h	2.1h	1.0h
2026-05-22	4.3h	3.7h	1.1h
2026-05-23	8.9h	6.4h	0.8h
2026-05-24	9.5h	8.3h	0.0h
2026-05-25	11.4h	7.5h	0.0h
2026-05-26	10.3h	6.0h	0.0h
2026-05-27	4.8h	2.4h	0.1h

Lab

May 27, 2026

Planner Execution Ledger

🌅 Morning Cycle (12:18 AM) — iris-20260527-0016

Reflection

Hypothesis

Setpoints

Wednesday May 27

Thursday May 28

🌅 Morning Cycle (5:39 AM) — iris-20260527-0537

Reflection

Hypothesis

Setpoints

Wednesday May 27

Thursday May 28

🌆 Evening Cycle (8:23 PM) — iris-20260527-2021

Reflection

Hypothesis

Setpoints

Wednesday May 27

Thursday May 28

End-of-Day Summary

Climate

Stress Hours

Economics

Equipment Runtimes

Water

Crop Health (Gemini Vision)

Hourly Pattern

7-Day Stress Context

🌅 Morning Cycle (12:18 AM) — `iris-20260527-0016`

🌅 Morning Cycle (5:39 AM) — `iris-20260527-0537`

🌆 Evening Cycle (8:23 PM) — `iris-20260527-2021`