March 25, 2026
Generated lab notebook from daily_summary, plan_journal, and setpoint audit data. It is intentionally chronological and may include in-progress cycles before validation.
🌅 Morning Cycle (6:10 PM) — iris-20260325-0002
validated
5/10
plan_metadata, set_vpd_high_kpa, vpd_mister_all_kpa, vpd_mister_engage_kpa
Result: Historical plan - insufficient data for retrospective validation.
Reflection
Validating previous cycle: iris-20260324-1200
Previous hypothesis: (not recorded) Result: Historical plan - insufficient data for retrospective validation. Score: 5/10
New finding: No lesson extractable. → Added to Lessons Learned
Hypothesis
Conditions: Plan horizon: 20h. Tomorrow forecast: extreme — outdoor 85-89F, 10-14% RH, VPD 3.6-4.2 kPa, gusts 14-25 mph. Yesterday: 10.43h heat stress. Strategy: aggressive mister pre-position, tighter VPD ceiling, earlier all-mister engagement. East zone RH 97% / VPD 0.09 — flagged. Hydro water temp 90.1F — CRITICAL, needs human attention.
Setpoints
Tuesday March 24
Primary crop-band changes:
Backfilled core param for chart continuity
Tactical tunable changes:
Backfilled core param for chart continuity
Wednesday March 25
Primary crop-band changes:
Lower all-mister threshold from default 2.0. Yesterday all-m
Relax mister engage partially. Still warm but radiation drop
Restore default all-mister threshold for overnight.
Tactical tunable changes:
Lower all-mister threshold from default 2.0. Yesterday all-m
All misters at 1.5 for peak. South zone will be 90F+ based o
Relax mister engage partially. Still warm but radiation drop
Restore default all-mister threshold for overnight.
🌅 Morning Cycle (6:12 AM) — iris-20260325-0605
validated
5/10
mister_pulse_on_s, plan_metadata, set_vpd_high_kpa, vpd_mister_all_kpa, vpd_mister_engage_kpa
Result: Historical plan - insufficient data for retrospective validation.
Reflection
Validating previous cycle: iris-20260325-0002
Previous hypothesis: (not recorded) Result: Historical plan - insufficient data for retrospective validation. Score: 5/10
New finding: No lesson extractable. → Added to Lessons Learned
Hypothesis
Conditions: Pre-position 1h earlier than overnight plan. Yesterday VPD hit 1.51 by 10 AM on a milder day. Today forecast 88F/10%RH — need head start.
Setpoints
Wednesday March 25
Primary crop-band changes:
Backfilled core param for chart continuity
Early mister readiness. Outdoor VPD forecast 0.72 at 7AM, cl
Prep all-zone rotation. Yesterday all-mister at 1.8 was too
Firmware floor (min=1.5). Full zone rotation ASAP. Yesterday
Partial relax. Still aggressive — outdoor VPD 3.2 kPa.
Restore default all-zone threshold.
Tactical tunable changes:
Backfilled core param for chart continuity
Early mister readiness. Outdoor VPD forecast 0.72 at 7AM, cl
Prep all-zone rotation. Yesterday all-mister at 1.8 was too
Firmware floor (min=1.5). Full zone rotation ASAP. Yesterday
Partial relax. Still aggressive — outdoor VPD 3.2 kPa.
Restore default all-zone threshold.
🌅 Morning Cycle (8:32 AM) — iris-20260325-0825
validated
5/10
mister_pulse_on_s, set_vpd_high_kpa, vpd_mister_all_kpa, vpd_mister_engage_kpa
Result: Historical plan - insufficient data for retrospective validation.
Reflection
Validating previous cycle: iris-20260325-0002
Previous hypothesis: (not recorded) Result: Historical plan - insufficient data for retrospective validation. Score: 5/10
New finding: No lesson extractable. → Added to Lessons Learned
Hypothesis
Conditions: Increase burst to 90s during peak. More water per cycle = more evaporative cooling. Yesterday 10.4h VPD stress with 60s bursts — need more.
Setpoints
Wednesday March 25
Primary crop-band changes:
Backfilled core param for chart continuity
HOLD all-zone rotation at floor. Peak not over — radiation s
Step all-zone up slightly. Still aggressive — outdoor 87F/VP
Moderate all-zone threshold. Natural ventilation taking load
Restore default all-zone threshold.
Tactical tunable changes:
Backfilled core param for chart continuity
Increase burst to 90s during peak. More water per cycle = mo
HOLD all-zone rotation at floor. Peak not over — radiation s
Step all-zone up slightly. Still aggressive — outdoor 87F/VP
Moderate all-zone threshold. Natural ventilation taking load
Restore default all-zone threshold.
Restore default burst. Overnight — standard pulse model.
☀️ Midday Cycle (12:06 PM) — iris-20260325-1206
validated
5/10
mister_pulse_gap_s, mister_pulse_on_s, mister_vpd_weight
Result: Historical plan - insufficient data for retrospective validation.
Reflection
Validating previous cycle: iris-20260325-0002
Previous hypothesis: (not recorded) Result: Historical plan - insufficient data for retrospective validation. Score: 5/10
New finding: No lesson extractable. → Added to Lessons Learned
Hypothesis
Conditions: Data shows 60s is sweet spot. 90s wastes water — air saturates after 60s. 11 pulses analyzed: 60s pulse got 0.42 VPD drop vs 0.12 avg for 55s.
Setpoints
Wednesday March 25
Primary crop-band changes:
Backfilled core param for chart continuity
Tactical tunable changes:
Backfilled core param for chart continuity
☀️ Midday Cycle (12:10 PM) — iris-20260325-1201
validated
5/10
mister_pulse_on_s, set_vpd_high_kpa, vpd_mister_all_kpa, vpd_mister_engage_kpa
Result: Historical plan - insufficient data for retrospective validation.
Reflection
Validating previous cycle: iris-20260325-0002
Previous hypothesis: (not recorded) Result: Historical plan - insufficient data for retrospective validation. Score: 5/10
New finding: No lesson extractable. → Added to Lessons Learned
Hypothesis
Conditions: Peak heat defense. Outdoor forecast 87-89F/10-12%RH/VPD 3.9-4.1 through 4PM. Lower ceiling so HUMID_S1 triggers at 1.80 kPa. North already 3.04, South 2.69.
Setpoints
Wednesday March 25
Primary crop-band changes:
Backfilled core param for chart continuity
Full rotation at minimum. All 3 mister zones rotating to cov
Partial relax of all-zone rotation. Outdoor VPD still 3.2 bu
Restore default all-zone threshold.
Tactical tunable changes:
Backfilled core param for chart continuity
Full rotation at minimum. All 3 mister zones rotating to cov
Partial relax of all-zone rotation. Outdoor VPD still 3.2 bu
Restore default all-zone threshold.
🌆 Evening Cycle (6:08 PM) — iris-20260325-1802
validated
5/10
mister_pulse_on_s, set_vpd_high_kpa, vpd_mister_all_kpa, vpd_mister_engage_kpa
Result: Historical plan - insufficient data for retrospective validation.
Reflection
Validating previous cycle: iris-20260325-1206
Previous hypothesis: (not recorded) Result: Historical plan - insufficient data for retrospective validation. Score: 5/10
New finding: No lesson extractable. → Added to Lessons Learned
Hypothesis
Conditions: Pre-position for hot day. Outdoor VPD forecast 1.7 rising fast by 10AM. Yesterday hit 90F indoor — get misters ready earlier.
Setpoints
Wednesday March 25
Primary crop-band changes:
Backfilled core param for chart continuity
Tactical tunable changes:
Backfilled core param for chart continuity
Thursday March 26
Primary crop-band changes:
Aggressive all-zone rotation threshold. Yesterday 14.8h VPD
Restore default all-zone threshold for cold overnight.
Tactical tunable changes:
Pre-position for hot day. Outdoor VPD forecast 1.7 rising fa
Aggressive all-zone rotation threshold. Yesterday 14.8h VPD
Partial relax all-zone threshold. Wind-driven ventilation su
Restore default all-zone threshold for cold overnight.
End-of-Day Summary
Climate
63.3–96.5°F; avg 75.4°F
0.30–4.45 kPa; avg 1.22 kPa
24.2–85.7%
Stress Hours
- Heat stress (>85°F): 17.4h
- VPD stress (>2.0 kPa): 13.4h
- Cold stress (<55°F): 3.0h
Economics
USD 4.06
USD 0.01
USD 0.260
USD 4.33
Equipment Runtimes
Primary exhaust runtime.
Secondary exhaust runtime.
Intake vent runtime.
Fogger runtime.
Electric heater runtime.
Gas heater runtime.
Supplemental lighting runtime.
South mister runtime.
West mister runtime.
Center mister runtime.
Water
- Total: 276 gal
- Mister: 42 gal
Hourly Pattern
RH 52.1%.
RH 52.9%.
RH 55.1%.
RH 48.0%.
RH 43.4%.
RH 58.8%.
RH 68.5%.
RH 70.1%.
RH 66.0%.
RH 77.6%.
RH 81.7%.
RH 80.9%.
RH 81.5%.
RH 82.1%.
RH 82.6%.
RH 82.6%.
RH 82.3%.
RH 82.4%.
RH 83.2%.
RH 82.6%.
RH 78.5%.
RH 77.6%.
RH 61.1%.
RH 47.0%.
7-Day Stress Context
Cold stress 4.2h.
Cold stress 3.9h.
Cold stress 3.8h.
Cold stress 5.3h.
Cold stress 6.2h.
Cold stress 5.6h.
Cold stress 3.1h.