AROYA · 2-Week Facility Audit · Cultivation IntelligenceAROYA · Auditoría 2 Semanas · Inteligencia de Cultivo

Curaleaf NY · Irrigation, Climate & SteeringCuraleaf NY · Riego, Clima y Manejo

14-day deep dive across 27 active cultivation rooms · rockwool slab (SOILLESS) · phase-aware crop-steering review · irrigation-consistency focus · phases projected from the 2026-05-27 HG roster (browser session down this run — not live-verified)Análisis de 14 días en 27 salas activas · sustrato rockwool · revisión de manejo por fase · fases proyectadas del registro HG 2026-05-27

FacilityInstalaciónCuraleaf NY (ID 4412) WindowVentana2026-05-27 → 2026-06-10 (14 days) RoomsSalas27 cultivation rooms (flower + veg + mom) Phase mixMezcla fases10 bulking · 7 ripening · 6 early flower · 4 veg/mom SubstrateSustratoRockwool slab (SOILLESS) LightingIluminación12/12 flower · veg rooms 18/6 SourceFuenteAROYA public_api room chart (stitched 2-day windows, raw ~9-min cadence) · facility 4412 Report dateFecha informe2026-06-10

Headline FindingsHallazgos Principales

Rooms with full data coverageSalas con cobertura completa

27 / 27

14d · 100% timestamp coverage14d · 100% cobertura

Bulking cohort over-dryingCohorte bulking sobre-secado

10 / 10

rooms above 12–18 pp bulking dryback band (24.1–37.1 pp observed, absolute pp)salas sobre banda dryback bulking (pp absoluto)

P1 onset spread (same phase)Dispersión inicio P1 (misma fase)

2.5 h

first-shot clock-time spread across rooms · ±1.4 h day-to-day per roomdispersión hora primer shot entre salas

Peak-VWC spread (bulking)Dispersión VWC pico (bulking)

20.3 pp

daily peak VWC 55.1–75.4% — field capacity not normalizedVWC pico diario — FC no normalizado

Ripening cohort = the modelCohorte ripening = el modelo

29.4–37.9 pp

daily dryback vs 25–35 pp target · tightest cohort (spread 8.5 pp)dryback diario vs objetivo 25–35 pp

Rooms with zone sensor flagsSalas con sensores marcados

bad zones excluded from room means (see §10)zonas malas excluidas (ver §10)

The Lead — what the 14 days tell usLa Lectura — lo que dicen los 14 días

27-room cultivation audit · facility 4412 · 2026-05-27 → 2026-06-10 (REAL 14-day trace, raw ~9-min cadence stitched from public_api). Phase distribution (projected from the 2026-05-27 HG roster — not live-verified this run): 10 bulking, 7 ripening, 6 early flower / stretch, 4 veg / mom. The lead — irrigation consistency (Phil's question): the data confirms the team's instinct. (1) Irrigation timing is not standardized. P1 onset across same-phase flower rooms spreads 2.04 h in early flower (06:58–09:01 ET), 2.49 h in ripening, and the average room moves its own first shot ±1.4 h day-to-day. (2) The bulking cohort is over-drying. All 10 bulking rooms run 24–37 pp daily dryback (absolute pp, peak − pre-irrigation low) against a 12–18 pp bulking target — ripening-depth drybacks in a turgor-driven phase, with pore EC scattered 4.0–8.3 mS across the cohort. (3) Max VWC is not normalized. Daily peak VWC spreads 20.3 pp across bulking rooms (55–75%) and 22.6 pp across early flower — same-phase rooms are returning to very different field capacities. (4) P2 discipline is inverted in places. Generatively-steered ripening rooms still carry 2.4–6.6 P2 maintenance pulses/day (NY F22 highest) while some bulking rooms run as few as 1.5. (5) Ripening is the model cohort — dryback 29–38 pp (target 25–35), tightest spread (8.5 pp) and peak-VWC spread of only 6 pp; replicate its recipe discipline downward. Data window: 2026-05-27 → 2026-06-10, 100% timestamp coverage in all 27 rooms; 1 room(s) carry zone-level sensor flags (bad zones excluded from room means). Shot counts and P1/P2 cadence are derived from VWC step-up signatures (≥0.8 pp rise between consecutive ~9-min samples) — no flow-meter telemetry (see §10 Data Quality).27-room cultivation audit · facility 4412 · 2026-05-27 → 2026-06-10 (REAL 14-day trace, raw ~9-min cadence stitched from public_api). Phase distribution (projected from the 2026-05-27 HG roster — not live-verified this run): 10 bulking, 7 ripening, 6 early flower / stretch, 4 veg / mom. The lead — irrigation consistency (Phil's question): the data confirms the team's instinct. (1) Irrigation timing is not standardized. P1 onset across same-phase flower rooms spreads 2.04 h in early flower (06:58–09:01 ET), 2.49 h in ripening, and the average room moves its own first shot ±1.4 h day-to-day. (2) The bulking cohort is over-drying. All 10 bulking rooms run 24–37 pp daily dryback (absolute pp, peak − pre-irrigation low) against a 12–18 pp bulking target — ripening-depth drybacks in a turgor-driven phase, with pore EC scattered 4.0–8.3 mS across the cohort. (3) Max VWC is not normalized. Daily peak VWC spreads 20.3 pp across bulking rooms (55–75%) and 22.6 pp across early flower — same-phase rooms are returning to very different field capacities. (4) P2 discipline is inverted in places. Generatively-steered ripening rooms still carry 2.4–6.6 P2 maintenance pulses/day (NY F22 highest) while some bulking rooms run as few as 1.5. (5) Ripening is the model cohort — dryback 29–38 pp (target 25–35), tightest spread (8.5 pp) and peak-VWC spread of only 6 pp; replicate its recipe discipline downward. Data window: 2026-05-27 → 2026-06-10, 100% timestamp coverage in all 27 rooms; 1 room(s) carry zone-level sensor flags (bad zones excluded from room means). Shot counts and P1/P2 cadence are derived from VWC step-up signatures (≥0.8 pp rise between consecutive ~9-min samples) — no flow-meter telemetry (see §10 Data Quality).

Prior-Commitment TrackerAuditoría de Compromisos Previos

Open commitments graded this cycleCompromisos abiertos calificados este ciclo

1 · Phil Huff (Mgr, Cultivation) — irrigation consistency. Meeting ask: "team struggling with irrigation consistency: timing of irrigation events, dryback %s, max VWC, shot size and frequency, P2s, and overall steering principles for each phase." Status: ANSWERED by this audit — §1 leads with the consistency read (P1-onset spread, dryback spread by phase, peak-VWC spread, P2 discipline), §7 grades every room's observed shot cycle, §8 restates the per-phase steering principles.
2 · Will Tobin (Supervisor, Fertigation) — runoff data review (1:1, 2026-05-26). Status: BLOCKED on telemetry — no runoff volume or runoff-EC series exists in the public_api chart payload for facility 4412, so runoff % cannot be graded from this pull. §9 carries the recommended review path (drain-sensor commissioning or a manual runoff log against the 20–30% bulking target).
3 · Prior audit (2026-05-13 → 2026-05-27) deltas: the prior window's bulking cohort already sat at the upper pore-EC band; this window the cohort EC spread widened (4.0–8.3 mS) and drybacks read over-band — the consistency problem is persistent, not a one-window artifact. NY F17's flagged zones from the prior audit no longer dominate its room mean (bad zones now excluded); F16 Veg carries new dead-VWC zone flags.1 · Phil Huff — consistencia de riego: respondida en §1/§7/§8. 2 · Will Tobin — revisión de runoff: bloqueada por telemetría (sin series de runoff); ruta en §9. 3 · Deltas vs auditoría previa: el problema de consistencia persiste.

HVAC CapacityCapacidad HVAC

Per-room read on whether HVAC holds the room inside its phase VPD window, lights-on/off air-temp swing, RH compliance, and CO₂ dose. Hot rooms with negative DIF or RH excursions get flagged here before they show up as a steering problem in §5.Lectura por sala: HVAC manteniendo la ventana VPD de fase, swing de temperatura luces-on/off, cumplimiento HR vs objetivo y dosis CO₂.

RoomSala	PhaseFase	VPD on (kPa)	VPD off	Temp on (°F)	Temp off (°F)	DIF (°F)	RH on (%)	CO₂ on (ppm)	VPD-stress h/d	VerdictVeredicto
Veg 2	Vegetative	1.00	0.90	78.1	75.0	3.1	69.8	789	—	in band
Mom 1	Mother	1.28	1.15	78.8	70.2	8.6	62.3	718	high-VPD episodes	review
Mom 2	Mother	1.40	1.26	81.9	75.6	6.3	62.5	731	high-VPD episodes	hot/dry
Mom 3	Mother	1.20	1.08	81.0	76.1	4.9	67.0	805	high-VPD episodes	hot/dry
NY F15	Early Flower / Stretch	1.23	1.11	77.3	64.0	13.3	62.5	1002	high-VPD episodes	review
NY F16 Veg	Early Flower / Stretch	1.77	1.59	81.5	77.3	4.2	51.9	811	high-VPD episodes	review
NY F17	Early Flower / Stretch	1.28	1.15	77.1	73.0	4.1	59.2	886	high-VPD episodes	review
NY F23	Early Flower / Stretch	1.63	1.47	78.3	72.8	5.5	49.9	1189	high-VPD episodes	review
NY F7	Early Flower / Stretch	0.91	0.82	77.0	71.9	5.1	71.1	895	high-VPD episodes	hot/dry
NY F8	Early Flower / Stretch	1.19	1.07	82.0	74.2	7.8	68.3	974	—	in band
NY F10	Bulking / Vegetative 2	1.32	1.19	77.7	73.2	4.5	59.6	1101	—	in band
NY F11	Bulking / Vegetative 2	1.41	1.27	76.0	68.4	7.6	54.8	957	high-VPD episodes	review
NY F12	Bulking / Vegetative 2	1.24	1.11	79.7	74.1	5.6	64.4	1086	—	in band
NY F13	Bulking / Vegetative 2	1.28	1.15	77.1	74.2	2.9	59.8	1348	—	in band
NY F14	Bulking / Vegetative 2	0.97	0.88	78.1	75.9	2.2	70.4	1798	high-VPD episodes	review
NY F2	Bulking / Vegetative 2	1.22	1.10	76.5	69.9	6.5	60.7	948	—	in band
NY F20	Bulking / Vegetative 2	1.67	1.50	77.1	73.8	3.3	46.9	994	high-VPD episodes	review
NY F21	Bulking / Vegetative 2	1.65	1.48	79.0	77.6	1.4	51.2	1375	high-VPD episodes	review
NY F3	Bulking / Vegetative 2	0.75	0.67	71.3	59.1	12.2	72.0	927	high-VPD episodes	hot/dry
NY F4	Bulking / Vegetative 2	1.33	1.20	79.2	72.2	7.0	61.1	951	—	in band
NY F1	Ripening / Generative 2	0.92	0.83	74.6	71.4	3.2	68.3	992	high-VPD episodes	review
NY F18	Ripening / Generative 2	1.27	1.14	74.0	71.8	2.2	55.8	947	high-VPD episodes	review
NY F19	Ripening / Generative 2	1.28	1.15	73.2	71.5	1.7	54.1	912	high-VPD episodes	review
NY F22	Ripening / Generative 2	0.99	0.89	71.0	68.1	2.9	61.5	1330	high-VPD episodes	hot/dry
NY F24	Ripening / Generative 2	1.50	1.35	75.6	74.8	0.8	50.3	1011	—	in band
NY F5	Ripening / Generative 2	1.04	0.94	74.9	66.2	8.7	64.8	1014	high-VPD episodes	review
NY F9	Ripening / Generative 2	1.17	1.05	75.7	71.3	4.4	61.3	1023	high-VPD episodes	review

Climate ↔ Irrigation InterplayInteracción Clima ↔ Riego

Does the day's VPD profile match the day's shot rhythm? A high-VPD afternoon needs P2 to defend FC. A low-VPD afternoon means cutting P2 to drive a deeper P3 dryback. This section reads the per-room correlation and flags climate-driven steering misalignment.¿El perfil VPD del día coincide con el ritmo de shots del día? Una tarde VPD alta requiere P2 para defender FC. Una tarde VPD baja significa cortar P2 para impulsar dryback P3 más profundo.

RoomSala	PhaseFase	Peak VPD (kPa)VPD pico	VWC envelope	Pore EC mean	Overnight dryback (absolute pp)Dryback nocturno (pp absoluto)	VPD on
Veg 2	Vegetative	1.82	0.9–65.5%	3.52 mS stacking	15.7 pp above	1.00
Mom 1	Mother	1.56	30.8–68.8%	4.12 mS stacking	16.8 pp above	1.28
Mom 2	Mother	1.88	23.8–65.7%	4.05 mS stacking	18.4 pp above	1.40
Mom 3	Mother	1.94	21.0–70.3%	3.44 mS stacking	19.2 pp above	1.20
NY F15	Early Flower / Stretch	2.15	30.6–71.7%	6.35 mS stacking	33.4 pp above	1.23
NY F16 Veg	Early Flower / Stretch	2.25	14.1–69.1%	3.80 mS low stack	13.4 pp below	1.77
NY F17	Early Flower / Stretch	1.79	1.7–73.7%	5.80 mS low stack	31.9 pp above	1.28
NY F23	Early Flower / Stretch	2.32	0.5–68.3%	7.01 mS stacking	22.1 pp in band	1.63
NY F7	Early Flower / Stretch	1.56	30.6–75.3%	4.68 mS low stack	34.1 pp above	0.91
NY F8	Early Flower / Stretch	1.93	35.3–71.8%	4.04 mS low stack	25.5 pp in band	1.19
NY F10	Bulking / Vegetative 2	2.19	35.5–75.9%	8.28 mS stacking	28.5 pp above	1.32
NY F11	Bulking / Vegetative 2	2.63	4.6–73.5%	4.77 mS stacking	26.2 pp above	1.41
NY F12	Bulking / Vegetative 2	1.77	27.1–71.9%	6.07 mS stacking	26.8 pp above	1.24
NY F13	Bulking / Vegetative 2	1.65	32.1–75.0%	7.43 mS stacking	36.8 pp above	1.28
NY F14	Bulking / Vegetative 2	2.89	32.1–72.1%	6.33 mS stacking	32.3 pp above	0.97
NY F2	Bulking / Vegetative 2	2.18	1.2–69.5%	3.99 mS low stack	24.1 pp above	1.22
NY F20	Bulking / Vegetative 2	2.52	0.7–77.2%	4.26 mS stacking	29.2 pp above	1.67
NY F21	Bulking / Vegetative 2	2.26	31.3–77.7%	7.30 mS stacking	37.1 pp above	1.65
NY F3	Bulking / Vegetative 2	1.17	32.0–70.4%	5.76 mS stacking	28.3 pp above	0.75
NY F4	Bulking / Vegetative 2	2.10	31.2–75.0%	5.87 mS stacking	30.9 pp above	1.33
NY F1	Ripening / Generative 2	1.29	32.5–73.3%	7.14 mS stacking	30.9 pp in band	0.92
NY F18	Ripening / Generative 2	1.96	30.6–73.0%	8.16 mS stacking	35.0 pp in band	1.27
NY F19	Ripening / Generative 2	1.87	18.8–73.2%	5.67 mS low stack	35.2 pp above	1.28
NY F22	Ripening / Generative 2	1.57	31.5–74.2%	6.05 mS stacking	37.9 pp above	0.99
NY F24	Ripening / Generative 2	1.93	2.9–77.5%	5.25 mS low stack	37.4 pp above	1.50
NY F5	Ripening / Generative 2	1.89	31.9–73.0%	4.82 mS low stack	31.1 pp in band	1.04
NY F9	Ripening / Generative 2	1.73	39.7–77.2%	9.04 mS stacking	29.4 pp in band	1.17

Air temp (°F)Temp. aire (°F)

RH (%)HR (%)

CO₂ (ppm)CO₂ (ppm)

Phase Biophysics — 6-Chart Room TraceBiofísica de Fase — 6 Gráficos por Sala

For each room: VWC, pore EC, substrate temp, VPD, air-temp / RH, and CO₂ over the 14-day window. Phase target bands shown as shaded ribbons. Read top-to-bottom per room: dryback shape (VWC) → EC stack (pore EC) → root-zone temp → atmospheric driver (VPD, air, CO₂). Rockwool slab physics: FC 60–85%, zero CEC, extreme steerability, low forgiveness — drybacks need to land in the band tightly.Por sala: VWC, CE poro, temp sustrato, VPD, temp aire / HR y CO₂. Bandas objetivo como cintas sombreadas. Física rockwool: FC 60–85%, CEC cero, alta capacidad de manejo.

Veg 2 Vegetative

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Vegetative target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Vegetative target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 5–15 pp · phase Vegetative

Pore EC (mS/cm) phase stack band 3.0–5.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 0.8–1.1 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

Mom 1 Mother

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Mother target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Mother target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 3–10 pp · phase Mother

Pore EC (mS/cm) phase stack band 2.5–4.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 0.8–1.1 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

Mom 2 Mother

VWC (%) absolute dryback target 3–10 pp · phase Mother

Pore EC (mS/cm) phase stack band 2.5–4.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 0.8–1.1 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

Mom 3 Mother

VWC (%) absolute dryback target 3–10 pp · phase Mother

Pore EC (mS/cm) phase stack band 2.5–4.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 0.8–1.1 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F15 Early Flower / Stretch

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=320 samples per metric aggregated across all zones). Early Flower / Stretch target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=320 samples per metric aggregated across all zones). Early Flower / Stretch target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 20–30 pp · phase Early Flower / Stretch

Pore EC (mS/cm) phase stack band 6.0–12.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.0–1.2 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F16 Veg Early Flower / Stretch

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=291 samples per metric aggregated across all zones). Early Flower / Stretch target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=291 samples per metric aggregated across all zones). Early Flower / Stretch target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 20–30 pp · phase Early Flower / Stretch

Pore EC (mS/cm) phase stack band 6.0–12.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.0–1.2 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F17 Early Flower / Stretch

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Early Flower / Stretch target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Early Flower / Stretch target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 20–30 pp · phase Early Flower / Stretch

Pore EC (mS/cm) phase stack band 6.0–12.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.0–1.2 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F23 Early Flower / Stretch

VWC (%) absolute dryback target 20–30 pp · phase Early Flower / Stretch

Pore EC (mS/cm) phase stack band 6.0–12.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.0–1.2 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F7 Early Flower / Stretch

VWC (%) absolute dryback target 20–30 pp · phase Early Flower / Stretch

Pore EC (mS/cm) phase stack band 6.0–12.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.0–1.2 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F8 Early Flower / Stretch

VWC (%) absolute dryback target 20–30 pp · phase Early Flower / Stretch

Pore EC (mS/cm) phase stack band 6.0–12.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.0–1.2 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F10 Bulking / Vegetative 2

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Bulking / Vegetative 2 target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Bulking / Vegetative 2 target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F11 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F12 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F13 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F14 Bulking / Vegetative 2

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=307 samples per metric aggregated across all zones). Bulking / Vegetative 2 target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=307 samples per metric aggregated across all zones). Bulking / Vegetative 2 target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F2 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F20 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F21 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F3 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F4 Bulking / Vegetative 2

VWC (%) absolute dryback target 12–18 pp · phase Bulking / Vegetative 2

Pore EC (mS/cm) phase stack band 4.0–7.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.2–1.4 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F1 Ripening / Generative 2

REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Ripening / Generative 2 target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers. REAL 14-day hourly trace (2026-05-27 → 2026-06-10, 336 hourly room-mean points, n=336 samples per metric aggregated across all zones). Ripening / Generative 2 target bands shaded. Lead with VWC dryback envelope (absolute pp), then pore EC for stack discipline, then VPD / Temp / RH for atmospheric drivers.

VWC (%) absolute dryback target 25–35 pp · phase Ripening / Generative 2

Pore EC (mS/cm) phase stack band 6.0–8.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.4–1.6 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F18 Ripening / Generative 2

VWC (%) absolute dryback target 25–35 pp · phase Ripening / Generative 2

Pore EC (mS/cm) phase stack band 6.0–8.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.4–1.6 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F19 Ripening / Generative 2

VWC (%) absolute dryback target 25–35 pp · phase Ripening / Generative 2

Pore EC (mS/cm) phase stack band 6.0–8.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.4–1.6 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F22 Ripening / Generative 2

VWC (%) absolute dryback target 25–35 pp · phase Ripening / Generative 2

Pore EC (mS/cm) phase stack band 6.0–8.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.4–1.6 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F24 Ripening / Generative 2

VWC (%) absolute dryback target 25–35 pp · phase Ripening / Generative 2

Pore EC (mS/cm) phase stack band 6.0–8.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.4–1.6 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F5 Ripening / Generative 2

VWC (%) absolute dryback target 25–35 pp · phase Ripening / Generative 2

Pore EC (mS/cm) phase stack band 6.0–8.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.4–1.6 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

NY F9 Ripening / Generative 2

VWC (%) absolute dryback target 25–35 pp · phase Ripening / Generative 2

Pore EC (mS/cm) phase stack band 6.0–8.0 mS

Substrate temp (°F)

VPD (kPa) lights-on 1.4–1.6 kPa

Air temp (°F) / RH (%)

CO₂ (ppm)

Irrigation Shot-Cycle — P0 / P1 / P2 / P3Ciclo de Riego — P0 / P1 / P2 / P3

The 4-phase day is the grower's controller programming: P0 activation (lights-on → first shot), P1 ramp-up (small shots back to FC + first runoff), P2 maintenance (pulses holding VWC at FC, EC managed via runoff), P3 dry-down (last shot → next morning, the primary steering lever). The table below is the room-by-room answer to the consistency question: observed P1 onset (ET clock time ± day-to-day variation), shots/day, P2 pulses/day, daily peak VWC, and daily dryback — all derived from VWC step-up signatures (≥0.8 pp rise between consecutive ~9-min samples; no flow telemetry — see §10). Same-phase rooms should match on every column; the spreads are the finding.El día de 4 fases es la programación del controlador: P0 activación, P1 rampa, P2 mantenimiento, P3 dry-down. La tabla muestra valores observados derivados de firmas de subida VWC; salas de la misma fase deben coincidir en cada columna.

RoomSala	PhaseFase	P1 onset ET (± day-to-day)inicio ET (± diario)	Shots/day (VWC-derived)Shots/día (derivado VWC)	P2 pulses/daypulsos/día	Peak VWC (daily mean)VWC pico (media diaria)	Shot size targetTamaño shot objetivo	Daily dryback (absolute pp)Dryback diario (pp absoluto)	Steering intentIntención de manejo	Data agrees?¿Datos acuerdan?
Veg 2	Vegetative	06:21 ± 4.0h	3.9	0.9	51.9%	3–5%	15.7 pp ± 10.4	Vegetative	over-dry
Mom 1	Mother	08:51 ± 3.5h	10.1	3.4	62.8%	2–4%	16.8 pp ± 4.7	Vegetative	over-dry
Mom 2	Mother	08:01 ± 1.9h	11.9	4.9	60.6%	2–4%	18.4 pp ± 4.3	Vegetative	over-dry
Mom 3	Mother	08:46 ± 2.2h	10.1	3.9	60.4%	2–4%	19.2 pp ± 8.5	Vegetative	over-dry
NY F15	Early Flower / Stretch	08:53 ± 1.1h	12.0	4.1	68.7%	6–10%	33.4 pp ± 4.2	Generative	over-dry
NY F16 Veg	Early Flower / Stretch	06:58 ± 3.2h	8.6	3.4	65.0%	6–10%	13.4 pp ± 3.3	Generative	under-dry
NY F17	Early Flower / Stretch	09:00 ± 2.1h	10.8	3.6	65.1%	6–10%	31.9 pp ± 6.8	Generative	over-dry
NY F23	Early Flower / Stretch	08:50 ± 2.8h	7.4	2.0	48.1%	6–10%	22.1 pp ± 11.5	Generative	agrees
NY F7	Early Flower / Stretch	08:32 ± 1.5h	13.7	4.1	70.7%	6–10%	34.1 pp ± 3.0	Generative	over-dry
NY F8	Early Flower / Stretch	08:43 ± 1.2h	11.4	3.0	68.1%	6–10%	25.5 pp ± 3.1	Generative	agrees
NY F10	Bulking / Vegetative 2	09:07 ± 1.3h	12.6	3.4	71.3%	3–5%	28.5 pp ± 5.1	Vegetative	over-dry
NY F11	Bulking / Vegetative 2	09:05 ± 2.2h	8.7	2.8	57.4%	3–5%	26.2 pp ± 12.8	Vegetative	over-dry
NY F12	Bulking / Vegetative 2	08:47 ± 0.8h	11.3	3.2	67.2%	3–5%	26.8 pp ± 4.8	Vegetative	over-dry
NY F13	Bulking / Vegetative 2	09:03 ± 0.8h	13.3	3.2	74.3%	3–5%	36.8 pp ± 2.6	Vegetative	over-dry
NY F14	Bulking / Vegetative 2	09:06 ± 0.9h	12.6	4.0	70.3%	3–5%	32.3 pp ± 2.9	Vegetative	over-dry
NY F2	Bulking / Vegetative 2	09:58 ± 2.7h	7.4	1.5	55.1%	3–5%	24.1 pp ± 12.5	Vegetative	over-dry
NY F20	Bulking / Vegetative 2	09:50 ± 2.5h	8.6	1.9	63.4%	3–5%	29.2 pp ± 6.0	Vegetative	over-dry
NY F21	Bulking / Vegetative 2	09:50 ± 0.8h	13.8	3.6	75.4%	3–5%	37.1 pp ± 3.9	Vegetative	over-dry
NY F3	Bulking / Vegetative 2	08:34 ± 1.0h	11.7	2.9	68.0%	3–5%	28.3 pp ± 3.9	Vegetative	over-dry
NY F4	Bulking / Vegetative 2	08:23 ± 0.8h	13.7	4.4	71.3%	3–5%	30.9 pp ± 3.2	Vegetative	over-dry
NY F1	Ripening / Generative 2	08:12 ± 1.0h	13.1	5.1	70.6%	6–10%	30.9 pp ± 4.5	Generative	agrees
NY F18	Ripening / Generative 2	09:17 ± 1.0h	14.1	4.2	70.9%	6–10%	35.0 pp ± 3.8	Generative	agrees
NY F19	Ripening / Generative 2	07:15 ± 2.2h	12.8	5.2	68.8%	6–10%	35.2 pp ± 5.5	Generative	over-dry
NY F22	Ripening / Generative 2	07:51 ± 1.3h	15.1	6.6	72.8%	6–10%	37.9 pp ± 1.9	Generative	over-dry
NY F24	Ripening / Generative 2	08:11 ± 1.2h	11.8	3.1	69.5%	6–10%	37.4 pp ± 13.3	Generative	over-dry
NY F5	Ripening / Generative 2	08:31 ± 1.2h	12.9	3.3	70.1%	6–10%	31.1 pp ± 3.2	Generative	agrees
NY F9	Ripening / Generative 2	09:44 ± 1.6h	12.9	2.4	74.8%	6–10%	29.4 pp ± 4.4	Generative	agrees

Configuration — Phase Target RangesConfiguración — Rangos Objetivo de Fase

Per-room phase classification (signal-inferred) with the AROYA target band lookup for that phase: feed EC, P0 delay, P1 shot size, dryback (absolute pp), pore EC band, VPD band, and air-temp band. The §5 and §6 cards measure observed minus target.Clasificación de fase por sala (inferida por señal) con búsqueda de bandas objetivo AROYA para esa fase.

Phase ladder — rockwool slab, generative crop-steeringEscalera de fases — rockwool, manejo generativo

Root-in (dryback 10–15 pp, shot 1–3%, EC feed ~3 mS, VPD ~0.8) → Veg (dryback 5–15 pp, shot 3–5%, substrate EC 3.0–5.0, VPD 0.8–1.1) → Early flower / stretch (dryback 20–30 pp absolute, shot 6–10%, P0 delay 120–240 min, substrate EC stacking 6.0–12.0, VPD 1.0–1.2) → Bulking / Veg 2 (dryback 12–18 pp, shot 3–5%, runoff 20–30%, substrate EC pulled back 4.0–7.0, VPD 1.2–1.4) → Ripening / Gen 2 (dryback 25–35 pp absolute · push to 40 pp final week, shot 6–10%, substrate EC restack 6.0–8.0, VPD 1.4–1.6). All numbers are AROYA Crop Steering: The Ultimate Guide; Grodan Cannabis Edition Ch. 3–4; Athena Vegetative Stage Guide; Growlink Crop Steering E-Book.Root-in (dryback 10–15 pp, shot 1–3%, CE alim. ~3 mS) → Veg (5–15 pp, 3–5%, CE 3.0–5.0) → Floración temprana (20–30 pp absoluto, 6–10%, retraso P0 120–240 min, CE apilando 6.0–12.0) → Bulking (12–18 pp, 3–5%, runoff 20–30%, CE 4.0–7.0) → Maduración (25–35 pp absoluto, 6–10%, CE re-apila 6.0–8.0).

RoomSala	Phase (inferred)Fase (inferida)	LightsLuces	Phase configConfig fase	P1 shot sizetamaño shot	Dryback target (absolute pp)Dryback objetivo (pp absoluto)	Pore EC bandBanda CE poro	VPD band on/offBanda VPD on/off	Temp on bandBanda temp on
Veg 2 SOILLESS · 36 zones · room ID 16550	Vegetative (projected from 2026-05-27 HG roster)	12h photoperiod	Vegetative phase config	3–5% (P1 ramp)	5–15 pp absolute	3.0–5.0 mS	0.8–1.1 / 0.6–0.9 kPa	76–82°F
Mom 1 SOILLESS · 5 zones · room ID 18554	Mother (projected from 2026-05-27 HG roster)	12h photoperiod	Mother phase config	2–4% (P1 ramp)	3–10 pp absolute	2.5–4.0 mS	0.8–1.1 / 0.6–0.9 kPa	74–80°F
Mom 2 SOILLESS · 5 zones · room ID 18555	Mother (projected from 2026-05-27 HG roster)	12h photoperiod	Mother phase config	2–4% (P1 ramp)	3–10 pp absolute	2.5–4.0 mS	0.8–1.1 / 0.6–0.9 kPa	74–80°F
Mom 3 SOILLESS · 4 zones · room ID 18556	Mother (projected from 2026-05-27 HG roster)	12h photoperiod	Mother phase config	2–4% (P1 ramp)	3–10 pp absolute	2.5–4.0 mS	0.8–1.1 / 0.6–0.9 kPa	74–80°F
NY F15 SOILLESS · 14 zones · room ID 16415	Early Flower / Stretch (projected from 2026-05-27 HG roster)	12h photoperiod	Early Flower / Stretch phase config	6–10% (P1 ramp)	20–30 pp absolute	6.0–12.0 mS	1.0–1.2 / 0.8–1.0 kPa	77–84°F
NY F16 Veg SOILLESS · 34 zones · room ID 16420	Early Flower / Stretch (projected from 2026-05-27 HG roster)	12h photoperiod	Early Flower / Stretch phase config	6–10% (P1 ramp)	20–30 pp absolute	6.0–12.0 mS	1.0–1.2 / 0.8–1.0 kPa	77–84°F
NY F17 SOILLESS · 14 zones · room ID 16418	Early Flower / Stretch (projected from 2026-05-27 HG roster)	12h photoperiod	Early Flower / Stretch phase config	6–10% (P1 ramp)	20–30 pp absolute	6.0–12.0 mS	1.0–1.2 / 0.8–1.0 kPa	77–84°F
NY F23 SOILLESS · 14 zones · room ID 16426	Early Flower / Stretch (projected from 2026-05-27 HG roster)	12h photoperiod	Early Flower / Stretch phase config	6–10% (P1 ramp)	20–30 pp absolute	6.0–12.0 mS	1.0–1.2 / 0.8–1.0 kPa	77–84°F
NY F7 SOILLESS · 5 zones · room ID 18539	Early Flower / Stretch (projected from 2026-05-27 HG roster)	12h photoperiod	Early Flower / Stretch phase config	6–10% (P1 ramp)	20–30 pp absolute	6.0–12.0 mS	1.0–1.2 / 0.8–1.0 kPa	77–84°F
NY F8 SOILLESS · 5 zones · room ID 18540	Early Flower / Stretch (projected from 2026-05-27 HG roster)	12h photoperiod	Early Flower / Stretch phase config	6–10% (P1 ramp)	20–30 pp absolute	6.0–12.0 mS	1.0–1.2 / 0.8–1.0 kPa	77–84°F
NY F10 SOILLESS · 5 zones · room ID 18542	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F11 SOILLESS · 5 zones · room ID 18543	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F12 SOILLESS · 5 zones · room ID 18544	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F13 SOILLESS · 14 zones · room ID 16414	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F14 SOILLESS · 16 zones · room ID 16413	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F2 SOILLESS · 5 zones · room ID 18534	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F20 SOILLESS · 16 zones · room ID 16422	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F21 SOILLESS · 14 zones · room ID 16423	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F3 SOILLESS · 5 zones · room ID 18535	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F4 SOILLESS · 5 zones · room ID 18536	Bulking / Vegetative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Bulking / Vegetative 2 phase config	3–5% (P1 ramp)	12–18 pp absolute	4.0–7.0 mS	1.2–1.4 / 0.9–1.1 kPa	74–80°F
NY F1 SOILLESS · 5 zones · room ID 18533	Ripening / Generative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Ripening / Generative 2 phase config	6–10% (P1 ramp)	25–35 pp absolute	6.0–8.0 mS	1.4–1.6 / 1.0–1.2 kPa	72–78°F
NY F18 SOILLESS · 16 zones · room ID 16419	Ripening / Generative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Ripening / Generative 2 phase config	6–10% (P1 ramp)	25–35 pp absolute	6.0–8.0 mS	1.4–1.6 / 1.0–1.2 kPa	72–78°F
NY F19 SOILLESS · 14 zones · room ID 16421	Ripening / Generative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Ripening / Generative 2 phase config	6–10% (P1 ramp)	25–35 pp absolute	6.0–8.0 mS	1.4–1.6 / 1.0–1.2 kPa	72–78°F
NY F22 SOILLESS · 16 zones · room ID 16425	Ripening / Generative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Ripening / Generative 2 phase config	6–10% (P1 ramp)	25–35 pp absolute	6.0–8.0 mS	1.4–1.6 / 1.0–1.2 kPa	72–78°F
NY F24 SOILLESS · 16 zones · room ID 16435	Ripening / Generative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Ripening / Generative 2 phase config	6–10% (P1 ramp)	25–35 pp absolute	6.0–8.0 mS	1.4–1.6 / 1.0–1.2 kPa	72–78°F
NY F5 SOILLESS · 5 zones · room ID 18537	Ripening / Generative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Ripening / Generative 2 phase config	6–10% (P1 ramp)	25–35 pp absolute	6.0–8.0 mS	1.4–1.6 / 1.0–1.2 kPa	72–78°F
NY F9 SOILLESS · 5 zones · room ID 18541	Ripening / Generative 2 (projected from 2026-05-27 HG roster)	12h photoperiod	Ripening / Generative 2 phase config	6–10% (P1 ramp)	25–35 pp absolute	6.0–8.0 mS	1.4–1.6 / 1.0–1.2 kPa	72–78°F

RecommendationsRecomendaciones

Prioritized 4–7 items. Owner = facility manager / production lead; Grower = day-to-day room operator; Process = AROYA / Addium follow-up. Each rec ties back to the phase, the data signal, and the AROYA / Grodan / Athena / Growlink reference body.4–7 items priorizados. Owner = jefe; Grower = operador; Process = AROYA / Addium.

Grower Bulking cohort (10 rooms) — pull drybacks back into the 12–18 pp band

Re-program the bulking recipe: earlier last shot is NOT the fix — add P2 maintenance pulses and raise total daily volume so daily dryback lands 12–18 pp absolute, not the observed 24–37 pp

All 10 bulking rooms are running ripening-depth drybacks (24.1–37.1 pp daily, vs 12–18 pp bulking target). Bulking is the turgor / cellular-expansion phase — vegetatively-steered, FC defended through P2. Over-drying here costs bulking weight directly and explains the cohort's scattered pore EC (4.0–8.3 mS): rooms with the deepest drybacks (F13 @ 36.8 pp, F21 @ 37.1 pp) are also the ones stacking EC above the 4–7 mS bulking ceiling. Rooms F2 and F20 run only 1.5–1.9 P2 pulses/day — start there.

Grower All flower rooms — standardize P1 onset per phase

Pick ONE P1 start time per phase recipe (e.g. lights-on + 60–90 min in bulking; + 120–240 min in stretch/ripening) and program it identically in same-phase rooms

First-shot clock time spreads 1.6 h across bulking rooms (08:23–09:58 ET), 2.0 h across early flower and 2.5 h across ripening — and the average room moves its own onset ±1.4 h day-to-day (Mom 1 ±3.5 h, F16 Veg ±3.2 h, F23 ±2.8 h). This is the single clearest "irrigation consistency" lever: same phase, same recipe, same clock. Rooms F13/F21/F4/F12 already hold ±0.8–0.9 h — use their controller programs as the template.

Grower Same-phase rooms — normalize max VWC (field capacity return)

Audit P1 shot count/size in the low-peak rooms (F2 @ 55%, F11 @ 57%, F23 @ 48% daily peak VWC) — same-phase rooms should return to FC within a few pp of each other

Daily peak VWC spreads 20.3 pp across the bulking cohort and 22.6 pp across early flower. Either the low rooms never refill to FC (P1 under-shot — too few/small shots, or channeling on the slab face), or substrate/probe seating differs. In rockwool (FC 60–85%, zero CEC, low forgiveness) a room peaking at 55% is leaving steerable range on the table. The ripening cohort proves the deck can hold a 6 pp spread.

Grower Ripening cohort — cut P2 pulses for a generative finish

Reduce P2 maintenance pulses in ripening rooms (F22 runs 6.6/day, F19 5.2/day) — generative finish wants P1-to-FC then a hard P3, with P2 minimized

Ripening drybacks are landing 29–38 pp (target 25–35 — the best cohort on the deck), but mid-day P2 pulsing partially refills what the P3 dry-down is trying to earn. F24 and F9 (2.4–3.1 P2/day) show the leaner pattern. Also restack check: F9 pore EC at 9.04 mS is above the 6–8 mS ripening band; F5 at 4.82 is below it.

Owner Per-phase steering principles — one-page recipe card per phase

Adopt the §8 phase ladder as the facility's controller spec: stretch = generative (dryback 20–30 pp, P0 delay 120–240 min, EC stacking 6–12 mS) · bulking = vegetative (12–18 pp, P2 defends FC, EC pulled back 4–7 mS) · ripening = generative (25–35 pp, EC restack 6–8 mS)

Phil's ask was "overall steering principles for each phase." The observed data shows the team steering generatively in every phase — correct intent in stretch/ripening, over-applied in bulking. A written per-phase recipe (P1 onset clock, shot size, P2 count, target dryback in absolute pp, target pore EC band) turns the principle into controller programming and makes next cycle's audit a pass/fail per room.

Process Will Tobin — runoff data review path

Schedule the runoff review: commission drain/runoff sensors (or run a 1-week manual runoff log: volume in vs out + runoff EC per room) against the 20–30% bulking runoff target

No runoff volume or runoff-EC series exists in facility 4412's telemetry, so this audit cannot grade runoff %. The bulking cohort's EC scatter (4.0–8.3 mS) is exactly the signature runoff data would explain — under-runoff rooms stack, over-runoff rooms leach. This closes Will's open 2026-05-26 commitment.

Process AROYA telemetry — re-verify HG roster + fix flagged zones

Re-pull the live HG roster (browser session was down this run) to confirm phase boundaries, and re-seat/replace the flagged substrate sensors (dead-VWC zones in NY F16 Veg, pegged/flatlined zones listed on room cards)

Phases in this report are projected from the 2026-05-27 HG roster by date arithmetic — accurate to ±1 week but not live-verified. Flagged zones were excluded from room means, so the numbers are clean, but every excluded zone is a blind spot on the slab it serves.

Data Quality & LimitationsCalidad de Datos y Limitaciones

Sensor coverage, missing windows, and exclusions. Coverage is the % of expected hourly samples actually present over the 14-day window. Rooms with <90% coverage get a footnote on every metric they appear in.Cobertura de sensores, ventanas faltantes y exclusiones.

Audit-level limitationsLimitaciones de la auditoría

HG roster is the 2026-05-27 cache, projected +14d by date arithmetic — the browser session to app.aroya.io was down this run, so harvest-group names, flip and harvest dates were NOT live-verified. Phase labels are projections from cached flip/harvest dates (rooms harvesting during the window are labeled ripening). Treat phase boundaries as ±1 week until re-verified live.
Shot counts and P1/P2 cadence are DERIVED, not measured — a "shot" is a VWC step-up of ≥0.8 pp between consecutive ~9-min samples on the zone-mean series. No flow-meter or valve-event telemetry was available. Counts are reliable for rhythm/consistency comparison; absolute shot sizes (% of substrate volume) are not graded.
No runoff series exists in the public_api chart payload for facility 4412 — runoff % and runoff EC cannot be graded. Will Tobin's runoff data review (open commitment) needs drain-sensor commissioning or a manual runoff log.
P1 onset clock times are America/New_York (EDT). Lights-on is estimated from each room's mean diurnal air-temp ramp; where that estimate failed, P0 delay is suppressed rather than reported wrong, and P1 onset (clock time) is used as the consistency metric.
Daily dryback (absolute pp) = daily peak VWC − the following pre-irrigation low on the zone-mean series, averaged across the window. Per AROYA convention, never expressed relative to field capacity.
Dry / storage / quarantine rooms excluded — IDs 18591, 18552, 16409, 17182, 17183, 17184, 19436.
Zone-level sensor flags — flagged zones (pegged pore EC, dead/flatlined VWC) are EXCLUDED from room means and listed on each room card; e.g. NY F16 Veg carries dead-VWC zones this window.

RoomSala	VWC coverageCobertura VWC	Pore EC coverageCobertura CE poro	Climate coverageCobertura clima	SamplesMuestras	NotesNotas
Veg 2	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
Mom 1	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
Mom 2	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
Mom 3	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F15	95%	95%	95%	14d (n=320)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F16 Veg	87%	87%	87%	14d (n=291)	Sensor flag: zone 75784: VWC dead (1.7% mean); zone 75790: VWC dead (2.5% mean)
NY F17	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F23	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F7	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F8	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F10	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F11	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F12	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F13	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F14	91%	91%	91%	14d (n=307)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F2	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F20	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F21	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F3	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F4	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F1	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F18	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F19	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F22	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F24	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F5	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained
NY F9	100%	100%	100%	14d (n=336)	public_api /rooms/<id>/chart/ stitched 2-day windows; raw ~9-min cadence; zone-level retained