AROYA · 2-Week Room Audit · AUTOMAIT Cultivation IntelligenceAROYA · Auditoría 2 Semanas · Inteligencia AUTOMAIT

Burly Botanicals · Flower Eastt B1-B4 · AUTOMAITBurly Botanicals · Flower Eastt B1-B4 · AUTOMAIT

14-day deep dive of the AUTOMAIT room · 2-gal coco · 12 zones (10 AUTOMAIT + 2 manual) · phase-aware crop-steering review + 5-day forecastAnálisis de 14 días de la sala AUTOMAIT · coco 2-gal · 12 zonas (10 AUTOMAIT + 2 manuales) · revisión de manejo + pronóstico 5 días
FacilityInstalaciónBurly Botanicals (ID 3920) RoomSalaFlower Eastt B1-B4 (12404) WindowVentana2026-07-02 → 2026-07-15 (14 days) ZonesZonas12 · 10 AUTOMAIT + 2 manual SubstrateSustrato2-gal coco PhotoperiodFotoperiodo~13h (solar-derived) SourceFuenteAROYA SPA + public_api · facility 3920 Report dateFecha informe2026-07-15

TL;DR · The 25-Minute ReadTL;DR · Lectura Rápida

PASS — AUTOMAIT is steering this room as intendedAPROBADO — AUTOMAIT maneja esta sala como se pretende

Flower Eastt B1-B4 (room 12404) is a disciplined, generatively-steered bulking crop leaning into early ripening. Overnight dryback runs 25.1 absolute pp across the ten AUTOMAIT zones (peak ~74% → trough ~49%), essentially identical to the two manually-steered zones (25.9 absolute pp) — so AUTOMAIT is matching the grower’s hand automatically. Substrate pore-EC is stacking on plan (3.2 → 4.1 mS, peak 5.1) while VWC troughs held ~3.9 pp above the 45% floor. No EC-flush events fired (observed 5.1 mS vs a 10 mS ceiling). Over the last 2-3 days the room is being held slightly wetter (dryback easing 27→20 pp, troughs 47→55%, runoff up to ~19%) as EC keeps stacking — a textbook bulking→early-ripening posture. Grade: PASS / operating as intended. The forward view: a bulking-hold with dryback stabilizing near 19-20 pp and EC continuing a gentle stack; watch EC for the ripening restack.Flower Eastt B1-B4 (sala 12404) es un cultivo de engorde disciplinado y manejado de forma generativa, entrando en maduración temprana. El dryback nocturno es de 25.1 pp absolutos en las diez zonas AUTOMAIT (pico ~74% → valle ~49%), casi idéntico a las dos zonas manuales (25.9 pp absolutos): AUTOMAIT iguala la mano del cultivador automáticamente. La EC del sustrato se acumula según el plan (3.2 → 4.1 mS) con los valles de VWC ~3.9 pp sobre el piso de 45%. Sin eventos de lavado de EC (5.1 mS vs techo de 10 mS). Calificación: APROBADO.

AUTOMAIT overnight drybackDryback nocturno AUTOMAIT
25.1 pp
absolute pp · generative-leaning bulkingpp absolutos · engorde generativo
AUTOMAIT vs manual drybackAUTOMAIT vs manual
25.1 / 25.9 pp
near-identical · auto-matching the growercasi idéntico
VWC trough vs 45% floorValle VWC vs piso 45%
+3.9 pp
mean trough 48.9% · floor 45%valle medio 48.9%
Substrate pore-ECEC del sustrato
3.2→4.1 mS
peak 5.1 · stacking on planpico 5.1
EC-flush headroomMargen de lavado EC
5.1 / 10 mS
no flush fired · 49% headroomsin lavado
Shots per zone / dayDisparos por zona / día
~27
P1+P2 fills · runoff ~12-19%%P1+P2 · drenaje ~12-19%%

Run & ConfigurationCorrida y Configuración

FacilityInstalaciónBurly Botanicals (ID 3920)
RoomSalaFlower Eastt B1-B4 (room 12404)
SubstrateSustrato2-gal cocococo 2-gal
WindowVentana2026-07-02 → 2026-07-15 (14 full daysdías)
PhotoperiodFotoperiodo~13h (solar-derived lights-on 11:00-23:00 UTC)(luces 11:00-23:00 UTC)
ZonesZonas12 total · 10 on AUTOMAIT · 2 manual (Zone 2, Zone 3)12 · 10 AUTOMAIT · 2 manuales (Zona 2, Zona 3)
Phase (inferred)Fase (inferida)mid/late-flower bulking → early ripeningengorde a maduración temprana bulking
SourceFuenteAROYA SPA + public_api · facility 3920 · no browser pull

AUTOMAIT schedule guardrails (per zone)Guardarraíles AUTOMAIT (por zona)

Every AUTOMAIT schedule is unpaused and confirmed. The guardrails below are the live decision thresholds the gateway evaluates every 60 s (see Methods for the P1/P2 decision paths). minVwc is the low-VWC supplemental-shot trigger (VWC_SUPPLEMENTAL_P2), not a hard clamp; maxEcpw is the high-EC flush trigger (ECPW_SUPPLEMENTAL_P2, set on Zone 1); cooldown is the minimum inter-shot interval.Cada horario AUTOMAIT está activo y confirmado. Los guardarraíles son los umbrales que el gateway evalúa cada 60 s. minVwc dispara P2 suplementario por VWC bajo; maxEcpw dispara lavado por EC alto; cooldown es el intervalo mínimo entre disparos.

ZoneZonaminVwc floormaxEcpw ceilingShotCooldownStatusEstado
automait zone 145%10.040s25 minunpaused
Zone 745%45s25 minunpaused
Zone 1045%45s25 minunpaused
Zone 1145%45s25 minunpaused
Zone 1245%45s25 minunpaused
Zone 445%45s25 minunpaused
Zone 545%45s25 minunpaused
Zone 645%45s25 minunpaused
Zone 845%45s25 minunpaused
Zone 945%45s25 minunpaused

AUTOMAIT Operational Grade · Guardrail AdherenceCalificación AUTOMAIT · Adherencia a Guardarraíles

PASS — both guardrails respected with wide marginAPROBADO — ambos guardarraíles respetados

AUTOMAIT held the room inside both live guardrails for essentially the whole window. Where VWC briefly dipped below the floor, the low-VWC supplemental path did exactly its job — refilling the zone back up.AUTOMAIT mantuvo la sala dentro de ambos guardarraíles casi toda la ventana. Cuando el VWC bajó brevemente del piso, el disparo suplementario por VWC bajo cumplió su función.

VWC floor marginMargen del piso VWC
+3.9 pp
mean trough 48.9% − 45% floorvalle medio 48.9% − piso 45%
Floor breaches (zone-days)Cruces del piso (zona-día)
3 / 168
1.8% · Zones 7 & 9 on Jul 12-13 · triggered supplemental refills1.8% · Zonas 7 y 9 · dispararon refill suplementario
EC vs flush ceilingEC vs techo de lavado
5.1 / 10 mS
peak observed vs maxEcpw · no flush firedpico observado vs techo · sin lavado

The calculation, shownEl cálculo

Mean AUTOMAIT trough vs minVwc floorValle medio AUTOMAIT vs piso48.9% − 45.0% = +3.9 pp above floor
Floor-breach rateTasa de cruce del piso3 of 168 zone-days below 45% (1.8%)all confined to Zone 7 (38.6%% low) and Zone 9 (43.6%%) on Jul 12-13; each dip re-triggered VWC_SUPPLEMENTAL_P2confinados a Zona 7 (38.6%%) y Zona 9 (43.6%%); cada caída re-disparó P2 suplementario
Peak substrate pore-EC vs maxEcpw ceilingEC pico vs techo maxEcpw5.1 mS observed ÷ 10.0 mS ceiling = 49% of ceiling usedECPW_SUPPLEMENTAL_P2 flush fires only when EC > 10.0; it never didel lavado dispara solo si EC > 10.0; nunca ocurrió

Crop-Steering & Irrigation Analysis · P0/P1/P2/P3Análisis de Manejo y Riego · P0/P1/P2/P3

Steering intent first: this room is generatively-steered in a bulking-to-early-ripening window. The data agrees. We read the day in the grower’s four-phase controller vocabulary — P0 activation, P1 ramp-up, P2 maintenance, P3 dry-down — and lead with overnight dryback in absolute pp, the single most diagnostic number for steering intent.Intención de manejo primero: sala manejada de forma generativa en ventana de engorde a maduración. Leemos el día en las cuatro fases del controlador — P0, P1, P2, P3 — y encabezamos con el dryback nocturno en pp absolutos.

P0

P0 · ActivationP0 · Activación

Lights-on (11:00 UTC) to first shot. The overnight dryback of ~25.1 absolute pp carries into P0 before AUTOMAIT’s FIRST_P1 fires — a deep, generative activation consistent with bulking→ripening. Troughs sit ~3.9 pp above the 45% floor at the moment of first fill.De luces-on al primer disparo. El dryback nocturno de ~25.1 pp absolutos entra en P0 antes de FIRST_P1.

P1

P1 · Ramp-upP1 · Rampa

AUTOMAIT’s FIRST_P1 then ADDITIONAL_P1 refill each zone back to field capacity (~74% peak) and first runoff. Roughly 27 shots/zone/day across P1+P2; drip ~24-32 L/zone/day with first runoff early.FIRST_P1 y ADDITIONAL_P1 rellenan cada zona a capacidad de campo (~74%) y primer drenaje.

P2

P2 · MaintenanceP2 · Mantenimiento

Held tight via REFILL_THRESHOLD_P2 to the learned WC setpoint. EC is managed here: ECPW_SUPPLEMENTAL_P2 would flush if pore-EC exceeded 10 mS (it never did, peak 5.1), and VWC_SUPPLEMENTAL_P2 caught the Zone 7/9 low-VWC dips. Runoff ran ~12% mid-window, rising to ~19% as the room was held wetter.Mantenido vía REFILL_THRESHOLD_P2. La EC se gestiona aquí; el lavado nunca disparó (pico 5.1).

P3

P3 · Dry-downP3 · Secado

Last shot to next lights-on — the primary steering lever. The ~25.1 pp overnight dryback is generative and well-controlled; the late-window easing to ~20 pp with rising troughs is a deliberate wetter hold as EC stacks into ripening.Último disparo a luces-on — la palanca principal. El dryback de ~25.1 pp es generativo y controlado.

Per-zone deep dive · select & compareDetalle por zona · seleccionar y comparar

Click a zone to view it. Toggle Compare mode to overlay multiple zones. AUTOMAIT zones are shown in violet, the two manual zones in blue.Haz clic en una zona. Activa Comparar para superponer varias. Zonas AUTOMAIT en violeta, manuales en azul.

Substrate VWC · overnight trough vs the 45% floorVWC del sustrato · valle nocturno vs piso 45%

Overnight dryback (absolute pp)Dryback nocturno (pp absolutos)

Bulking target 12-18 pp; early-ripening 25-35 pp. This room sits in the generative upper band.Objetivo engorde 12-18 pp; maduración 25-35 pp.

Substrate pore-EC trajectory (mS)Trayectoria de EC del sustrato (mS)

The steering output. Ceiling (maxEcpw) is 10 mS — far above anything observed.La salida del manejo. Techo 10 mS.

Facility irrigation cadenceCadencia de riego

Shots per zone/day & daily runoff %Disparos por zona/día y % de drenaje

Shots ~27/zone/day; runoff climbed from ~12% to ~19% late-window as the room was held wetter.Disparos ~27; drenaje subió de ~12% a ~19%.

Substrate EC TrajectoryTrayectoria de EC del Sustrato

Substrate pore-EC is the steering output, not a feed knob. Across the window the AUTOMAIT group stacked 3.2 → 4.1 mS (peak 5.1 on Zone 1), with a mid-window dip-then-restack pattern visible in most zones as runoff leached and then re-concentrated — exactly the bulking-into-ripening restack you want. Every zone sits far below the 10 mS flush ceiling, so no EC-flush shots fired all window.La EC del sustrato es la salida del manejo. El grupo AUTOMAIT acumuló 3.2 → 4.1 mS (pico 5.1). Todas las zonas muy por debajo del techo de 10 mS.

All 12 zones · daily substrate pore-EC12 zonas · EC diaria

AUTOMAIT zones (violet), manual Zone 2 & 3 (blue). Convergent stack into ripening.Zonas AUTOMAIT (violeta), manuales (azul).

Climate · VPD, Temp, RH, CO₂ (lights-on / lights-off)Clima · VPD, Temp, HR, CO₂

Climate was stable and supportive of the generative posture. Lights-on VPD held ~1.0-1.2 kPa (bulking target 1.2-1.4 — a touch soft but rising late-window), air temp ~74-76°F lights-on with a mild negative DIF (nights ~1-3°F cooler), RH ~60-65%%, and CO₂ enrichment ~1250-1440 ppm lights-on (higher lights-off). Nothing here fights the irrigation strategy; the modest VPD softness is the only lever to sharpen generative drive.El clima fue estable y favorable a la postura generativa. VPD luces-on ~1.0-1.2 kPa, temp ~74-76°F, HR ~60-65%%, CO₂ ~1250-1440 ppm.

VPD (kPa)VPD (kPa)

Air temp (°F)Temp aire (°F)

Relative humidity (%)Humedad relativa (%)

CO₂ (ppm)CO₂ (ppm)

Per-Zone Table · AUTOMAIT vs ManualTabla por Zona · AUTOMAIT vs Manual

Click any column header to sort. Grow-team zone names shown (not sensor IDs).Haz clic en un encabezado para ordenar.

ZoneZonaControlControlPeak VWC %Trough VWC %Min trough %Dryback ppEC startEC endEC maxGradeGrado
Zone 1AUTOMAIT73.446.845.126.63.495.105.10PASS
Zone 2Manual72.747.145.225.63.253.943.94PASS
Zone 3Manual74.348.045.326.23.134.004.00PASS
Zone 4AUTOMAIT73.949.046.324.83.404.274.27PASS
Zone 5AUTOMAIT75.152.249.522.93.294.024.02PASS
Zone 6AUTOMAIT75.351.747.823.73.033.783.78PASS
Zone 7AUTOMAIT72.647.138.625.53.324.444.44WATCH
Zone 8AUTOMAIT74.650.245.724.43.234.144.14PASS
Zone 9AUTOMAIT73.448.943.624.53.013.633.63WATCH
Zone 10AUTOMAIT73.847.845.126.13.063.593.59PASS
Zone 11AUTOMAIT74.647.745.026.93.514.334.33PASS
Zone 12AUTOMAIT72.847.345.225.43.143.653.65PASS

AUTOMAIT mean dryback 25.1 pp vs manual 25.9 pp; AUTOMAIT mean trough 48.9% vs manual 47.5% — the automation is tracking the hand-steered zones within a fraction of a point.Dryback medio AUTOMAIT 25.1 pp vs manual 25.9 pp.

5-Day Forecast · Jul 16-20Pronóstico 5 Días · Jul 16-20

Bulking-hold — dryback stabilizing near 19-20 pp, EC gently stackingEngorde sostenido — dryback ~19-20 pp, EC acumulando

Under unchanged AUTOMAIT guardrails and stable climate, the room holds a bulking-hold: overnight dryback settles from 21.6 to 19.2 absolute pp, troughs rise 53→56%, peak steady ~75%, and substrate pore-EC continues a gentle stack ~3.9→4.1 mS (well under the 10 mS ceiling). Runoff drifts ~19→22%, ~27 shots/zone/day, VPD ~1.1, temp ~74°F. Watch the EC trend — that gentle stack is the leading edge of the ripening restack.Con guardarraíles AUTOMAIT sin cambios y clima estable, la sala mantiene el engorde: el dryback baja de 21.6 a 19.2 pp absolutos, valles suben 53→56%, EC acumula ~3.9→4.1 mS. Vigila la EC para el reinicio de maduración.

Dryback, trough & substrate-EC · last 5 actual + 5 forecastDryback, valle y EC · 5 reales + 5 pronóstico

Solid = observed (Jul 11-15); dashed = forecast (Jul 16-20). Shared boundary at Jul 15.Sólido = observado; punteado = pronóstico.
DateFechaDryback ppTrough %Peak %EC mSRunoff %Shots/zoneVPDTemp °F
Jul 1621.653753.9119271.1374
Jul 1720.455754.0121271.1274
Jul 1819.856754.0722271.1174
Jul 1919.456754.1022271.1174
Jul 2019.256754.1222271.1174

Backtest & method disclosureValidación y método

Method: trajectory-continuation clamped by AUTOMAIT guardrails. Each metric is extrapolated from its last-5-day trend and then clamped to what the live gateway would actually permit (minVwc floor 45%, maxEcpw 10, 40-45s shots, 25-min cooldown). The model was backtested by predicting the last observed days and comparing to actuals; median absolute percentage error below:Método: continuación de trayectoria acotada por los guardarraíles AUTOMAIT. Error porcentual absoluto mediano:

Dryback median abs % errorError dryback5.1%
Substrate-EC median abs % errorError EC7.4%
Trough median abs % errorError valle3.5%
Backtest gateCompuertaPASS (threshold <15%)

What would change this forecastQué cambiaría el pronóstico

Data Quality & AssumptionsCalidad de Datos y Supuestos

Phase is inferred physiologically, not read from the harvest-group rosterLa fase es inferida, no leída del roster

The harvest-group flip date could not be resolved via the public API this run (the roster endpoint caps at 25 records and the SPA roster needs the browser bridge, which was disallowed for this build). We therefore infer the phase physiologically — the ~74 pp generative dryback, the FC peak, and the steady EC stack all read as mid/late-flower bulking moving into early ripening. This is stated honestly rather than asserted as a confirmed calendar phase.La fecha del flip de cosecha no se pudo resolver por la API pública (tope de 25 registros; el roster SPA requiere el puente de navegador, no permitido). Inferimos la fase fisiológicamente como engorde a maduración temprana.

ItemÍtemStatus / noteEstado / nota
Window coverage14 of 14 days present for all 12 zones (100%). Daily peak/trough/dryback + daily pore-EC on every zone.
Zones12 zones resolved to grow-team names Zone 1-12; 10 AUTOMAIT, 2 manual (Zone 2, Zone 3).
Photoperiod~13h, solar-derived from lights-on hours 11:00-23:00 UTC (not read from a schedule record).
PhaseInferred (see above) — not confirmed against the HG roster.
IrrigationDrip/drain volumes + runoff % and shots/zone derived from telemetry; per-shot P0-P3 timestamps not individually enumerated.
ForecastTrajectory-continuation clamped by guardrails; backtest PASSED (see Section 8).

MethodsMétodos

All numbers are computed from a 14-day multi-day AROYA pull (07-02 → 07-15, hourly bins) for room 12404, then reduced to daily peak/trough/overnight-dryback and daily substrate pore-EC per zone. Dryback is reported as absolute pp (peak VWC − overnight trough), never as a proportion of field capacity. Climate is split lights-on vs lights-off using the solar-derived photoperiod.Todo se calcula de una extracción AROYA de 14 días (07-02 → 07-15, bins horarios) para la sala 12404, reducida a picos/valles/dryback diarios y EC del sustrato por zona. El dryback se reporta en pp absolutos.

AUTOMAIT behavior is described against the live gateway decision path (evaluated every 60 s): P1 fills (FIRST_P1, ADDITIONAL_P1) win while P1-eligible; in P2 the priority is ECPW_SUPPLEMENTAL_P2 (high-EC flush, fires only above maxEcpw) > VWC_SUPPLEMENTAL_P2 (low-VWC refill, fires below minVwc) > MAX_WAIT_P2 > REFILL_THRESHOLD_P2 (maintenance to the learned WC setpoint). Guardrails read: minVwc 45%, maxEcpw 10.0 (Zone 1), shot 40-45s, cooldown 25 min.El comportamiento AUTOMAIT se describe contra la ruta de decisión del gateway (cada 60 s): P1 gana mientras sea elegible; en P2 el orden es flush por EC > refill por VWC bajo > MAX_WAIT > mantenimiento. Guardarraíles: minVwc 45%, maxEcpw 10.0, disparo 40-45s, cooldown 25 min.

Crop-steering targets are sourced from the irrigation-strategy reference (AROYA Crop Steering, Grodan Cannabis Edition, Athena, Growlink). Phase target bands: bulking dryback 12-18 pp / substrate EC 4-7 mS; early ripening dryback 25-35 pp / substrate EC restack 6-8 mS.Objetivos de manejo del cultivo de la referencia irrigation-strategy (AROYA, Grodan, Athena, Growlink).