Smart farm · live deployment

Any field hardware. Under 10 seconds to a diagnosis.

Drone, pole, phone, spectrometer — same Neural Spine.

Dual-engine vision
On-device capture
Re-train feedback loop
Drone · pole · phone · spectrometer
Multi-crop coverage

05.1 Field reel · Scroll the deployment

Make the physical world legible to AI.

Four real deployments — open field, fruit cluster, elevated rows, polytunnel. Scroll to walk through. Each stage carries one detection and one action the substrate took.

OPEN FIELD · WIDE ROW SCAN

A drone walks 14 rows in 4.8 seconds.

YOLO + vision LLM cross-validate every detection. Field manager gets a triage list before lunch.

Anthracnose · 94%

FRUIT CLUSTER · MACRO + SPECTRO

A spectrometer reads the brix.

Macro vision rates ripeness. Hamamatsu C15511 measures sugar in milliseconds. UPII signs every frame.

Ripe · A-grade · 96%

ELEVATED ROWS · RAIL GANTRY

A rail gantry inspects 24/7.

0.4 m/s autonomous pass over 6 rows. Anomaly hits the Event Bus, the Field Ops bot pings the team in Slack.

Gray Mold · 89%

POLYTUNNEL · CONTROLLED ENV

A greenhouse runs on its own clock.

CO₂, RH, PAR, and a vision pass — every 30 minutes, the substrate decides whether to vent, irrigate, or hold.

Powdery Mildew · 92%

WHY THIS MATTERS

A sensor that only a human can read is visibility. A sensor whose output the agent can act on is legibility. Every camera, every phone, every spectrometer enters through the same ingress.

CONFIDENCE TIER

Solid bbox = confidence at threshold. Dashed = below threshold, surfaced for human re-capture. Never silent.

IN PRODUCTION

Live deployment runs on the substrate today. Production access is by engagement — talk to us.

05.2 Hardware deck · What plugs into UPII

Bring the actual machine.

UPII accepts every protocol below. Schema negotiation on first contact. Binary-safe transport. Per-device crypto identity. The machine you already own is the machine the substrate uses.

Rail-mounted camera

Linear gantry · auto-pan

Inspection robot on a rail. Scans rows on a loop. RTSP / MQTT pushes frames to UPII.

Fixed pole camera

Tripod · 24fps

Wide-angle on a static post. UPII signs each frame, drops dupes by replay nonce.

Mobile PWA

iOS Safari · Android Chrome

Phone in the field. Under-10-second diagnosis + agronomic advice. Feedback re-trains the model.

Spectrometer

Hamamatsu C15511 · USB-HID

Lab-grade spectral signature. Late-fusion with YOLO bbox. Material / sugar-content readouts.

Harvest robot arm

6-DOF · soft gripper

Autonomous picking + selective spray. Triggered by Workflow on YOLO confidence ≥ threshold.

Make it visible, then make it legible.

Strawberries today. Coffee, tea, leafy greens — same substrate, different crop. Different chains: physical anomaly → twin state → workflow → audit log.

Bring your own field