Farm Agentic Technology

Sketch your farm. Agents run it.

FarmAT is an autonomous farm operating system. Draw the farm you already know — fields, orchards, borewells — and FarmAT turns that sketch into a living digital twin. From there, software agents schedule and switch your irrigation, pumps and valves on hardware you already own.

✓ Tuya pump control verified on real hardware ✓ Sketch extraction · 3 ground-truth farms
FIELD-01 · TOMATO FIELD-02 · MAIZE ORCHARD BORE-01
input · farmers-sketch.jpg reading…
Farm twin · borewell-farm live
Field-01 · tomatoirrigation in 22 min
Bore-01 pumprunning · 41 min
Soil moisture21% → target 28%
07:12  irrigation-agent  soil-moisture field-01 = 21% < 28% → schedule
07:14  device-agent  borewell-pump-01 → ON  runtime cap 60 min
07:55  device-agent  borewell-pump-01 → OFF  dry-run guard ok
The problem

Running a farm well means being everywhere, all the time

Small and mid-size farms run on judgement, timing and phone calls — and every hour spent opening a valve is an hour not spent farming.

Irrigation is manual and unforgiving

Pumps and valves are switched by hand, on memory. One missed evening and a crop is stressed; one forgotten pump and a borewell runs dry.

Farm knowledge lives in one head

Which field needs what, when — it's experience, not data. It doesn't scale to hired help, and it doesn't survive a bad season.

Smart-farm gear is built wrong

Industrial PLCs and consultant-priced systems assume budgets a small farm doesn't have. The hardware that's affordable — smart switches, plugs, pumps — nobody has wired an OS around.

How it works

From pencil sketch to running pumps, in three steps

Step 1

Sketch your farm

Draw what you already know on paper or a phone: fields, orchards, the borewell, where the water goes. No site survey, no installer.

sketch → farm model
Step 2

FarmAT builds the twin

Vision models extract your layout into a structured digital twin — plots, crops, water sources, devices — that you can correct and grow over time.

digital twin · live state
Step 3

Agents run the farm

Agentic policies read the twin — moisture, weather, crop stage — and act on real switches: pumps on, valves sequenced, runtimes capped, everything logged.

agents → edge devices
Architecture

Edge-first, on hardware that already exists

FarmAT's control plane runs at the edge on an ordinary Android box — no PLC, no gateway appliance, no new wiring. If the internet drops, the farm keeps running.

Cloud

Supabase + Firebase

Farm records, telemetry history, remote dashboards and alerts — advisory, never a single point of control.

Agents

FastAPI agentic layer

The decision layer: irrigation schedules, interlocks and dry-run guards, evaluated continuously against the digital twin.

Edge

Termux + Tuya devices

Local control executes on the farm itself — off-the-shelf Tuya switches and pumps, driven directly from a low-cost Android device.

What works today

This is a working system, not a deck

Every claim below runs in the repo today — built to production standard from day one, because the POC has to be the product.

Edge · verified

Real pump control over Tuya

FarmAT switches a physical borewell pump through an off-the-shelf Tuya smart switch — device discovery, on/off control and a runtime-capped pump test, exercised end-to-end against real hardware.

hardware/tuya_switch · scripts/pump_test · scripts/check_devices
Vision · evaluated

Sketch-to-farm extraction

A farmer's hand-drawn layout becomes a structured farm model. Extraction is evaluated with a proper harness — prompts, scoring and three ground-truth farms (borewell, orchard, two-field) to grade models against before they're trusted.

evals/sketch-extraction · 3 ground-truth farms
Agents · in build

Scheduled, guarded irrigation

The agentic layer turns twin state into device commands with hard failsafes: run-time caps, dry-run guards and a log of every switch. The pump test above is the first agent action, run manually.

FastAPI agents → edge control plane
Engineering · standard

Built like a product, not a demo

Typed code, tested edge drivers, secrets out of git, feature branches off main. The system farmers will run is the system investors are looking at.

typed · tested · production conventions
Roadmap

Where the raise goes

Now · in progress

First agent-run farms

Pilot borewell and irrigation control with a handful of partner farms, using the edge stack that already works.

Next · 6 months

Valves, sensors, schedules

Tuya valve and sensor support, weather- and crop-aware irrigation policies, and a farmer-facing dashboard on the digital twin.

Then · 12 months

The farm OS, general release

Self-serve onboarding — sketch a farm, connect switches, let agents run it — with multi-farm dashboards for FPOs and agri-service providers.

Back the system that runs the farm

We're raising a seed round to take agent-run irrigation from verified hardware to the first pilot farms. Talk to us about the deck, the demo, or the farm you want to be first.

Get in touch — hello@farmat.ag