Plant health & monitoring

Look closer.
Understand the evidence.

Cannabis plant health, microbial contamination and the limits of visual diagnosis. Three evidence-led articles connecting plant science with cameras, sensors and interpretable data.

Explore the series
01—03

Three connected perspectives. From visible changes to evidence that can support a conclusion.

Hemp plant, hand lens and notebook on a plant observation workbench
HAMFY JOURNAL / 2026Plant health

The plant

What symptoms and microbial names can tell us — and what they leave unresolved.

The image

Where camera observations end and laboratory identification begins.

The environment

How to interpret environmental records alongside microbiological results.

The plant health series / 01—03

Three articles. One evidence trail.

Read independently or follow the sequence. Each article includes sources, visual explanations and a research brief.

Vegetative hemp plant with a hand lens and field notebook on a utility benchPlant health

Cannabis plant pathogens: fungi, bacteria and the meaning of a diagnosis

A clear guide to pathogen groups, visible symptoms and microbial findings in cannabis — and why an organism’s name alone does not explain a plant problem.

Read article
Industrial camera above a hemp leaf on a neutral sample board in a working horticultural facilityPlant health

Plant disease photography: what cameras can show and what a laboratory must confirm

How to read plant images, AI confidence scores and laboratory findings without confusing a visual change with a confirmed pathogen diagnosis.

Read article
Sample bottles on a utility bench beside water filtration equipment and ventilation ductworkPlant health

Microbial contamination indoors: plant disease, environmental findings and product quality

Why an environmental finding, a diseased plant and a product test answer different questions — and how sensor data fits into the evidence.

Read article
Our perspective

Clear observations. Measured claims.

Hamfy brings an engineering perspective to monitoring. This series reviews published research; it does not report a Hamfy disease trial or a validated diagnostic product. We separate observed changes, model estimates and laboratory findings so each claim can be checked.

Read our plant-vision research case
HAMFY / DATA & VISION

Make your monitoring data interpretable.

We can discuss camera records, sensor histories and how to connect observations with independently verified results.

Discuss a monitoring project
Explore all articles