AROYA
AROYA · 2-Week Facility Audit · Cultivation IntelligenceAROYA · Auditoría 2 Semanas

Granite Leaf Cannabis · 14-Day Crop-Steering AuditGranite Leaf Cannabis · Auditoría de 14 Días

11-room read · harvest-group verified · dryback, substrate EC, VPD & climate vs phase targets · prepared for Erik Lerma (Cultivation)Lectura de 11 salas · verificada por grupo de cosecha · preparada para Erik Lerma
FacilityInstalaciónGranite Leaf (ID 4055)WindowVentana2026-06-23 → 2026-07-07 (14 days)RoomsSalas11 activeSubstrateSustratoSOILLESS (coco-style)DevicesDispositivos90 / 90 onlineReport dateFecha2026-07-07

Headline FindingsHallazgos Principales

Data coverageCobertura
11 / 11
active rooms, full 14d hourly tracesalas activas, 14d completo
Mean overnight drybackDryback nocturno medio
19.8 pp
absolute pp across flower roomspp absolutos, salas de flor
Mean substrate (pore) ECEC de sustrato media
7.0 mS
steering output, flower roomssalida de manejo
Mean lights-on VPDVPD luces-on medio
1.27 kPa
facility-widetoda la instalación
Irrigation telemetryTelemetría de riego
0
metered events — shots derived from VWCeventos medidos — shots derivados
HG transitions todayTransiciones HG hoy
2
F 2 → Ripening, F 1 → Bulking (7/7)F 2 → Maduración, F 1 → Engorde
The Lead — what the 14 days tell ErikLa Lectura — lo que dicen los 14 días

11-room cultivation audit · Granite Leaf (facility 4055) · 2026-06-23 → 2026-07-07 — REAL 14-day hourly trace, harvest-group verified against the live AROYA roster. The window is a phase-transition week: Flower 2 (F 2, 474 plants, 9 cultivars) closes out bulking and flips to Ripening TODAY 7/7; Flower 1 (Clientele Kush, 54 plants) closes stretch and flips to Bulking TODAY; the five PODs (P 1/2/3/5/6) are all one week into Early Flower / Generative stretch (flipped 7/2). Flower rooms average 19.8 pp overnight dryback and pore EC 7.0 mS; facility VPD 1.27 kPa. Top HG calls: (1) F 2 restack EC to the 6–8 mS ripening band and deepen P3 as it flips today; (2) POD 5 is hot/dry — VPD 1.7 kPa, RH 38.49% — Cal/Mg lockout risk in wk-1 stretch; (3) POD 6 pore-EC zone probes show dropout spikes that need a hardware check; (4) MVP 1 substrate probe reads a flat ~3% — the probe is out of media (effectively not instrumented).Auditoría de 11 salas · Granite Leaf (4055) · 2026-06-23 → 2026-07-07 — traza real de 14 días por hora, verificada contra el roster AROYA. Semana de transición de fase: Flower 2 pasa a Maduración HOY 7/7; Flower 1 pasa a Engorde HOY; los cinco PODs llevan una semana en Flor Temprana / estiramiento. Dryback medio en flor 19.8 pp, EC 7.0 mS, VPD 1.27 kPa. Llamadas HG principales en §9.

Prior-Commitment ReviewRevisión de Compromisos

Graded against the six recommendations shipped in the 2026-05-13 → 2026-05-27 Granite Leaf audit. Each is re-opened here as a commitment and graded landed / slipping / re-scoped against this window's data.Calificado contra las seis recomendaciones de la auditoría 2026-05-13 → 2026-05-27.

Commitment (May audit)CompromisoStatusEstadoThis-window evidenceEvidencia
POD 6 — leach/pull feed-EC before Bulkinglanded14d pore EC now 12.71 mS (window delta -17.09 mS). The zone-mean carries dropout spikes (max 30.0), so read the trend not the peak: EC pulled back hard over the window — direction is right. POD 6 is now in wk-1 stretch (not yet bulking), so the 6–12 mS stretch band applies; the substrate is stacking as intended.
POD 5 — lower lights-on VPD ≤1.2, verify Cal/MgslippingPOD 5 lights-on VPD is now 1.7 kPa (14d max 2.37) with RH 38.49%. VPD is ABOVE the 1.0–1.2 stretch band and RH is the lowest in the flower block — the same hot/dry Cal-Mg-lockout setup flagged last audit persists. Not resolved.
Flower 2 — cut air-temp + RH; CO₂ swinglandedFlower 2 now runs 72.85°F lights-on / 73.13°F off (DIF -0.3°F), RH 57.43%. The hot+humid signature is gone — temp and RH both landed in the bulking band. CO₂ 1158.93 ppm reads clean. Resolved.
Flower 1 — dripper/channeling audit (zone check)landedFlower 1 14d pore EC 6.56 mS (max 7.69), VWC envelope 26.6–65.4% (dryback 31.91 pp). EC is now mid-band and the dryback is deep + consistent — the channeling signature has tightened. Appears addressed; keep the zone probes under watch through the bulking flip.
All 5 PODs — verify Bulking configured, not date-flippedre-scopedThe PODs did NOT flip to bulking on 5/28 as last audit anticipated — the current roster shows them re-vegged and flipped to Early Flower/Generative on 7/2, so they are in wk-1 stretch this window. Recipe intent now matters for the NEW stretch phase, not bulking. Re-scoped below in §9.
Wire up drip/runoff volume telemetryslippingcount_irrigation_events still returns 0 facility-wide — no irrigation-flow telemetry. Shot counts in this report remain DERIVED from VWC step-up signatures, not metered. Open.

HVAC CapacityCapacidad HVAC

Per-room read on whether HVAC holds the phase VPD window, the lights-on/off temp swing (DIF), RH vs the phase band, and CO₂ dose. Hot/dry rooms and negative-DIF rooms get flagged here before they surface as a steering problem in §5.Lectura por sala del VPD, DIF, HR y CO₂ vs banda de fase.

RoomSalaPhaseFaseVPD onVPD offTemp on °FTemp off °FDIF °FRH on %CO₂ onVerdictVeredicto
Flower 2Bulking1.171.3872.8573.13-0.357.431158.93review
Flower 1Early Flower / Stretch1.261.3677.6574.822.861.031389.33review
POD 1Early Flower / Stretch1.171.2272.8672.250.657.031464.87review
POD 2Early Flower / Stretch1.151.2872.7571.741.057.691455.4review
POD 3Early Flower / Stretch1.171.2472.6671.251.457.161368.47review
POD 5Early Flower / Stretch1.71.6372.4571.371.138.491442.6hot/dry
POD 6Early Flower / Stretch1.31.3171.7470.541.250.461189.33hot/dry
MVP 1Vegetative1.141.1480.5879.930.668.211966review
MVP 2Vegetative1.371.1682.879.763.064.05990.4review
Dry Room 1Dry Room0.810.865.9265.730.262.85stable
Dry Room 2Dry Room0.880.9463.8764.19-0.356.93stable

Climate ↔ Irrigation InterplayInteracción Clima ↔ Riego

Does the day's VPD profile match the day's shot rhythm and dryback depth? A high-VPD lights-on period needs P2 pulses to defend field capacity; a soft VPD day means cutting P2 to drive a deeper P3 dry-down. This reads the coupling per flower room. Shot counts are DERIVED from VWC step-up signatures (see footnote §7) — not metered.¿El perfil VPD del día coincide con el ritmo de shots (P0/P1/P2/P3) y la profundidad de dryback?

Room / HGSala / HGSteering intentIntenciónVPD onDryback ppShots/day*ET pp/hEC mSCoupling readLectura
Flower 2
F 2 · 5/5–7/21
balanced (bulking)1.1735.272.11.686.79Dryback is deeper than the band — steering is strongly generative; watch for over-stress if VPD climbs.Dryback más profundo que la banda — manejo muy generativo.
Flower 1
F 1 · 5/26–8/11
generatively-steered1.2631.911.91.546.56Dryback is deeper than the band — steering is strongly generative; watch for over-stress if VPD climbs.Dryback más profundo que la banda — manejo muy generativo.
POD 1
P 1 · 6/18–9/3
generatively-steered1.1720.71.91.015.09VPD and dryback both track the generative target — coupling is coherent.VPD y dryback siguen el objetivo generativo.
POD 2
P 2 · 6/18–9/3
generatively-steered1.1519.531.60.97.25Dryback is shallow for the phase — lengthen P0 delay and trim P2 pulses to deepen the P3 dry-down.Dryback bajo para la fase — alargar P0 y recortar P2.
POD 3
P 3 · 6/18–9/3
generatively-steered1.1717.821.30.814.0Dryback is shallow for the phase — lengthen P0 delay and trim P2 pulses to deepen the P3 dry-down.Dryback bajo para la fase — alargar P0 y recortar P2.
POD 5
P 5 · 6/18–9/3
generatively-steered1.77.030.30.386.57Lights-on VPD runs hot vs the phase band — P2 is likely over-defending against transpiration demand; risk of shallow dryback + Cal/Mg lockout.VPD luces-on alto vs banda — riesgo de bloqueo Cal/Mg.
POD 6
P 6 · 6/18–9/3
generatively-steered1.36.370.10.7112.71Dryback is shallow for the phase — lengthen P0 delay and trim P2 pulses to deepen the P3 dry-down.Dryback bajo para la fase — alargar P0 y recortar P2.

Per-Room Deep DiveAnálisis Sala por Sala

Click a room chip to focus its card and its 6-chart biophysics trace below. Compare mode multi-selects rooms and overlays them on the per-metric charts in §6. Each card states steering intent before the numbers and pairs every observed value with the target band for that phase.Toca un chip para enfocar su tarjeta y su traza de 6 gráficos. El modo Comparar superpone salas.

Flower 2

Bulking
F 2 · 5/5–7/21 · 474 plants · Zones 1–4 — Final 2 wks bulking → RIPENING starts 7/7 · harvest 7/17
9 cultivars (Clientele Kush, Zuddz, GMO×Sherb Crasher, Dark Rainbow, Pineapple Burst, Pepe Le Kush, Jenny Kush, Sweetie Pie, Chem D×1-95)
VWC 23.4%–62.3%Dryback 35.27 pp reviewPore EC 6.79 mS in bandVPD on 1.17 kPaShots/day* 2.1

Balanced (bulking). Absolute VWC ran 23.4% → 62.3% with a mean overnight dryback of 35.27 absolute pp (target 12–18 pp for bulking). Substrate (pore) EC held 6.79 mS (band 4.0–7.0), window delta 0.69 mS — the EC stacked over the 14 days. Lights-on VPD 1.17 kPa, RH 57.43%, CO₂ 1158.93 ppm. Flips to bulking today — pull the EC stack toward the 4–7 mS band and hold dryback 12–18 pp. Pasa a engorde hoy — EC 4–7 mS.balanced (bulking). VWC 23.4% → 62.3%, dryback 35.27 pp (objetivo 12–18). EC 6.79 mS. VPD 1.17 kPa.

Flower 1

Early Flower / Stretch
F 1 · 5/26–8/11 · 54 plants · Zone 6 — Wks 3–4 stretch → BULKING starts 7/7 · harvest 8/11
Clientele Kush
VWC 26.6%–65.4%Dryback 31.91 pp reviewPore EC 6.56 mS in bandVPD on 1.26 kPaShots/day* 1.9

Generatively-steered. Absolute VWC ran 26.6% → 65.4% with a mean overnight dryback of 31.91 absolute pp (target 20–30 pp for early flower / stretch). Substrate (pore) EC held 6.56 mS (band 6.0–12.0), window delta 2.21 mS — the EC stacked over the 14 days. Lights-on VPD 1.26 kPa, RH 61.03%, CO₂ 1389.33 ppm.generatively-steered. VWC 26.6% → 65.4%, dryback 31.91 pp (objetivo 20–30). EC 6.56 mS. VPD 1.26 kPa.

POD 1

Early Flower / Stretch
P 1 · 6/18–9/3 · 124 plants — Veg→Early Flower/Generative since 7/2 (wk 1 stretch) · harvest 9/3
GMO×Sherb Crasher, Dark Rainbow, Island Blends, Lost Cause
VWC 0.0%–67.2%Dryback 20.7 pp in bandPore EC 5.09 mS reviewVPD on 1.17 kPaShots/day* 1.9

Generatively-steered. Absolute VWC ran 0.0% → 67.2% with a mean overnight dryback of 20.7 absolute pp (target 20–30 pp for early flower / stretch). Substrate (pore) EC held 5.09 mS (band 6.0–12.0), window delta -0.16 mS — the EC pulled back over the 14 days. Lights-on VPD 1.17 kPa, RH 57.03%, CO₂ 1464.87 ppm.generatively-steered. VWC 0.0% → 67.2%, dryback 20.7 pp (objetivo 20–30). EC 5.09 mS. VPD 1.17 kPa.

POD 2

Early Flower / Stretch
P 2 · 6/18–9/3 · 94 plants — Wk 1 stretch since 7/2 · harvest 9/3
Clientele Kush, Jenny Kush
VWC 0.3%–68.6%Dryback 19.53 pp reviewPore EC 7.25 mS in bandVPD on 1.15 kPaShots/day* 1.6

Generatively-steered. Absolute VWC ran 0.3% → 68.6% with a mean overnight dryback of 19.53 absolute pp (target 20–30 pp for early flower / stretch). Substrate (pore) EC held 7.25 mS (band 6.0–12.0), window delta -0.11 mS — the EC pulled back over the 14 days. Lights-on VPD 1.15 kPa, RH 57.69%, CO₂ 1455.4 ppm. Dryback is shallow for wk-1 stretch — lengthen P0 delay (target 120–240 min) and trim P2 to deepen P3. Dryback bajo — alargar P0.generatively-steered. VWC 0.3% → 68.6%, dryback 19.53 pp (objetivo 20–30). EC 7.25 mS. VPD 1.15 kPa.

POD 3

Early Flower / Stretch
P 3 · 6/18–9/3 · 24 plants — Wk 1 stretch since 7/2 · harvest 9/3
Strawberry Cotton Candy, Gary Satan, Boofscotti, The Scrooge, Acai Daqueri, Flambanger
VWC 1.4%–67.5%Dryback 17.82 pp reviewPore EC 4.0 mS reviewVPD on 1.17 kPaShots/day* 1.3

Generatively-steered. Absolute VWC ran 1.4% → 67.5% with a mean overnight dryback of 17.82 absolute pp (target 20–30 pp for early flower / stretch). Substrate (pore) EC held 4.0 mS (band 6.0–12.0), window delta -0.72 mS — the EC pulled back over the 14 days. Lights-on VPD 1.17 kPa, RH 57.16%, CO₂ 1368.47 ppm. Dryback is shallow for wk-1 stretch — lengthen P0 delay (target 120–240 min) and trim P2 to deepen P3. Dryback bajo — alargar P0.generatively-steered. VWC 1.4% → 67.5%, dryback 17.82 pp (objetivo 20–30). EC 4.0 mS. VPD 1.17 kPa.

POD 5

Early Flower / Stretch
P 5 · 6/18–9/3 · 111 plants — Wk 1 stretch since 7/2 · harvest 9/3
Funk MTN, Modified Mints, Sweetie Pie, Pineapple Bang
VWC 1.4%–57.3%Dryback 7.03 pp reviewPore EC 6.57 mS in bandVPD on 1.7 kPaShots/day* 0.3

Generatively-steered. Absolute VWC ran 1.4% → 57.3% with a mean overnight dryback of 7.03 absolute pp (target 20–30 pp for early flower / stretch). Substrate (pore) EC held 6.57 mS (band 6.0–12.0), window delta -2.14 mS — the EC pulled back over the 14 days. Lights-on VPD 1.7 kPa, RH 38.49%, CO₂ 1442.6 ppm. Lights-on VPD is hot for stretch — pull it toward 1.0–1.2 kPa and verify Cal supplementation. VPD alto para estiramiento.generatively-steered. VWC 1.4% → 57.3%, dryback 7.03 pp (objetivo 20–30). EC 6.57 mS. VPD 1.7 kPa.

POD 6

Early Flower / Stretch
P 6 · 6/18–9/3 · 128 plants — Wk 1 stretch since 7/2 · harvest 9/3
LA Kush Cake, Pepe Le Kush, Compound Z
VWC 0.0%–68.1%Dryback 6.37 pp reviewPore EC 12.71 mS reviewVPD on 1.3 kPaShots/day* 0.1

Generatively-steered. Absolute VWC ran 0.0% → 68.1% with a mean overnight dryback of 6.37 absolute pp (target 20–30 pp for early flower / stretch). Substrate (pore) EC held 12.71 mS (band 6.0–12.0), window delta -17.09 mS — the EC pulled back over the 14 days. Lights-on VPD 1.3 kPa, RH 50.46%, CO₂ 1189.33 ppm. Dryback is shallow for wk-1 stretch — lengthen P0 delay (target 120–240 min) and trim P2 to deepen P3. Dryback bajo — alargar P0.generatively-steered. VWC 0.0% → 68.1%, dryback 6.37 pp (objetivo 20–30). EC 12.71 mS. VPD 1.3 kPa.

MVP 1

Vegetative
MVP 1 · veg — Vegetative propagation room
VWC 3.3%–3.6%Dryback 0.19 pp reviewPore EC 0.45 mS reviewVPD on 1.14 kPaShots/day* 0

Substrate probe reads a flat ~3.53% VWC across the window — the probe is effectively out of media (not instrumented for irrigation). Climate is live: air 80.58°F, VPD 1.14 kPa, RH 68.21%. vegetatively-steered. Re-seat or re-pair the substrate probe to recover dryback visibility.La sonda de sustrato lee ~3.53% plano — fuera del medio. Clima activo: 80.58°F, VPD 1.14 kPa.

MVP 2

Vegetative
MVP 2 · veg — Vegetative propagation room
VWC 1.2%–50.5%Dryback 12.19 pp in bandPore EC 3.75 mS in bandVPD on 1.37 kPaShots/day* 0.7

Vegetatively-steered. Absolute VWC ran 1.2% → 50.5% with a mean overnight dryback of 12.19 absolute pp (target 5–15 pp for vegetative). Substrate (pore) EC held 3.75 mS (band 3.0–5.0), window delta 0.08 mS — the EC stacked over the 14 days. Lights-on VPD 1.37 kPa, RH 64.05%, CO₂ 990.4 ppm.vegetatively-steered. VWC 1.2% → 50.5%, dryback 12.19 pp (objetivo 5–15). EC 3.75 mS. VPD 1.37 kPa.

Dry Room 1

Dry Room
Dry · 4/16 P-series — Holding harvested 4/16 P-series (cut 6/28–7/1)
VWC —–—Dryback n/aPore EC n/aVPD on 0.81 kPaShots/day*

Dry room — climate stability check only. Air 65.92°F / RH 62.85%, VPD 0.81 kPa. Holding the harvested 4/16 P-series. Target dry-room band is ~60–68°F / 55–62% RH; this room sits off the RH band.Sala de secado — solo estabilidad. Aire 65.92°F / HR 62.85%, VPD 0.81 kPa.

Dry Room 2

Dry Room
Dry · 4/16 P-series — Holding harvested 4/16 P-series (cut 6/28–7/1)
VWC —–—Dryback n/aPore EC n/aVPD on 0.88 kPaShots/day*

Dry room — climate stability check only. Air 63.87°F / RH 56.93%, VPD 0.88 kPa. Holding the harvested 4/16 P-series. Target dry-room band is ~60–68°F / 55–62% RH; this room sits inside the RH band.Sala de secado — solo estabilidad. Aire 63.87°F / HR 56.93%, VPD 0.88 kPa.

Phase Biophysics — 6-Chart Room TraceBiofísica — 6 Gráficos

Per-metric daily overlays across all sensed rooms. Select a room chip in §5 to isolate it; Compare mode overlays several. Shaded band = the target range for the selected room's phase. Charts use the phase-coded palette.Superposiciones diarias por métrica. Los chips en §5 aíslan salas; el modo Comparar superpone.

VWC peak/trough (%)
Overnight dryback (abs pp)
Substrate (pore) EC (mS/cm)
Lights-on VPD (kPa)
Air temp on/off (°F)
CO₂ lights-on (ppm)

Irrigation Shot-CycleCiclo de Riego

Derived shot cadence, EC-stack trajectory, and dryback depth per flower room. The 4-phase day (P0 Activation, P1 Ramp-up, P2 Maintenance, P3 Dry-down) is the frame; the substrate response below is the output. Shot counts are DERIVED, not metered.Ritmo de shots derivado, trayectoria de apilado EC y dryback por sala.

Derived shots/day per flower room
EC-stack delta from window start (mS)
Overnight dryback (abs pp)

* Shot derivation: Granite Leaf has zero metered irrigation telemetry (count_irrigation_events = 0 facility-wide). Shot counts are derived from substrate VWC step-up signatures — a ≥2 pp rise between consecutive 1-hour bins is counted as one irrigation event. This captures P1/P2 pulses that meaningfully refill the substrate but undercounts small maintenance pulses and cannot see runoff. To grade true P0/P1/P2/P3 rhythm against the controller recipe, commission drip + runoff-EC flow sensors (open item from the May audit).* Derivación de shots: Granite Leaf no tiene telemetría de riego medida. Los shots se derivan de subidas de VWC ≥2 pp entre bins horarios.

Config / PhotoperiodConfiguración

Photoperiod inferred per room from the CO₂/solar/temp diurnal signature. Flower and POD rooms run a 12h day; veg (MVP) rooms run long-day 18–22h as expected for propagation.Fotoperiodo inferido por sala de la señal diurna CO₂/solar/temp.

RoomSalaHGHGInferred photoperiodFotoperiodoSoil probesSondasCO₂CO₂
Flower 2F 2 · 5/5–7/2113hyesyes
Flower 1F 1 · 5/26–8/1112hyesyes
POD 1P 1 · 6/18–9/312hyesyes
POD 2P 2 · 6/18–9/312hyesyes
POD 3P 3 · 6/18–9/313hyesyes
POD 5P 5 · 6/18–9/313hyesyes
POD 6P 6 · 6/18–9/313hyesyes
MVP 1MVP 1 · veg22hyesyes
MVP 2MVP 2 · veg19hyesyes
Dry Room 1Dry · 4/16 P-series6hnono
Dry Room 2Dry · 4/16 P-series12hnono

RecommendationsRecomendaciones

Prioritized, HG-first — Erik asked to review harvest groups and get suggestions. Owner = Grower (day-to-day room operator) or Process (AROYA / Addium follow-up). Every rec ties to the phase, the data signal, and the AROYA / Grodan / Athena / Growlink reference body.Priorizado, HG primero. Cada recomendación se vincula a la fase, la señal y las referencias AROYA / Grodan / Athena / Growlink.

Grower Flower 2 (F 2) — ripening flip TODAY

Restack pore EC to 6–8 mS and deepen the P3 dry-down as F 2 flips to Ripening today (7/7). 14d pore EC is 6.79 mS (band for ripening 6–8 mS) and overnight dryback is 35.27 pp against a 25–35 pp ripening target. To hit ripening steering: hold VPD toward 1.4–1.6 kPa lights-on (now 1.17 kPa), pull RH to 45–55% (now 57.43%), and lengthen P0 delay so the substrate rides a deeper overnight dryback. 474 plants across 9 cultivars — walk the ripening recipe TODAY, don't just date-flip.

Grower POD 5 (P 5) — hot/dry Cal/Mg risk

Lower lights-on VPD to ≤1.2 kPa and verify Cal/Mg in the feed. POD 5 runs VPD 1.7 kPa (14d max 2.37) with RH only 38.49% — well above the 1.0–1.2 stretch band and below the 60–75% RH band. In coco during wk-1 stretch that is the classic Cal/Mg lockout setup. Bump room RH +8–10 pts, confirm Cal supplementation is intact, re-check VPD inside 48h.

Grower Flower 1 (F 1) — bulking flip TODAY

F 1 flips Stretch → Bulking today. Pull the EC stack toward 4–7 mS (now 6.56 mS, max 7.69) and target dryback 12–18 pp (now 31.91 pp — deep stretch). Add P2 maintenance pulses to hold field capacity through bulking turgor and push daily runoff to 20–30% to leach the stretch stack. Single cultivar (Clientele Kush), 54 plants — a clean room to dial the bulking recipe.

Grower PODs 1/2/3/6 — wk-1 stretch steering

The four remaining PODs are one week into Early Flower/Generative (flipped 7/2). Drybacks run 20.7/19.53/17.82/6.37 pp — below the 20–30 pp stretch target on several. Lengthen P0 delay toward 120–240 min and trim P2 pulses to deepen the P3 dry-down and drive generative steering through stretch. Substrate EC should be stacking into the 6–12 mS band; POD 2 (7.25 mS) is on track, POD 3 (4.0 mS) is under-stacked.

Process POD 6 — pore-EC probe dropouts

POD 6 zone-mean pore EC shows dropout spikes (max 30.0 mS vs a mean of 12.71 mS) and VWC touches 0% — the signature of an intermittent substrate probe, not a real EC excursion. Pull the POD 6 TEROS probes on the device-health dashboard and re-seat / re-pair the flagging node so the next audit can trust the EC trace.

Process MVP 1 — substrate probe out of media

MVP 1's substrate probe reads a flat ~3.53% VWC all window — it is out of the media and reporting nothing usable for irrigation. Re-seat the probe into a representative block so veg dryback becomes visible. Climate telemetry is fine.

Process Facility — commission irrigation flow telemetry

count_irrigation_events still returns 0 facility-wide — every shot count in this report is DERIVED from VWC step-ups, not metered. Commission drip + runoff-EC flow sensors so the next audit can grade true P0/P1/P2/P3 rhythm and runoff % against the controller recipe. This has been open since the May audit.

Data Quality & LimitationsCalidad de Datos

Coverage is the presence of the expected hourly samples across the 14-day window (2026-06-23T13:03Z → 2026-07-07T12:54Z). All 11 active rooms span 100% of the window.Cobertura de muestras horarias en la ventana de 14 días.

RoomSalaClimate ptsPuntos climaSoil ptsPuntos sueloNoteNota
Flower 222402240full 14d hourly tracetraza 14d completa
Flower 122402240full 14d hourly tracetraza 14d completa
POD 122402240full 14d hourly tracetraza 14d completa
POD 222402240full 14d hourly tracetraza 14d completa
POD 322402240full 14d hourly tracetraza 14d completa
POD 522402240full 14d hourly tracetraza 14d completa
POD 622402240pore-EC/VWC zone dropouts — mean shown, peaks unreliabledropouts de zona — media mostrada
MVP 122052240substrate probe out of media (flat ~3% VWC) — climate onlysonda fuera del medio — solo clima
MVP 222402240full 14d hourly tracetraza 14d completa
Dry Room 122400dry room — no substrate probes (climate only)sala de secado — solo clima
Dry Room 220960dry room — no substrate probes (climate only)sala de secado — solo clima

Inactive rooms (zero data, excluded): Pheno Room (15642) and POD 4 (18551) returned no telemetry this window. Devices: 90/90 online (device health is a separate report). Substrate: SOILLESS / coco-style — dryback and EC targets carry coco CEC caveats; deep generative steering without Cal/Mg support risks interveinal lockout. Methodology: dryback = daily VWC peak − pre-irrigation trough in absolute pp; shots derived from ≥2 pp hourly VWC step-ups; EC-stack = window end − start pore EC; photoperiod inferred from CO₂/solar/temp diurnal. Phase targets per AROYA Crop Steering: The Ultimate Guide, Grodan Cannabis Edition Ch. 3–4, Athena Substrates Guide, Growlink Crop Steering E-Book.Salas inactivas: Pheno (15642) y POD 4 (18551) sin datos. 90/90 dispositivos en línea. Sustrato SOILLESS/coco. Metodología: dryback en pp absolutos; shots derivados de subidas VWC ≥2 pp.