Units

Substantive knowledge units on concrete AI deployments in agrifood. Each unit has source attribution and is written to be re-usable across talks.

On-farm production — broadacre and row crops (47)

Field-scale crops, grains, oilseeds. AI for precision application, autonomous machinery, satellite and aerial sensing.

On-farm production — specialty crops, fruits and vegetables (9)

Orchard, vineyard, and vegetable production. Crop monitoring, harvest decision support, disease detection.

On-farm production — greenhouse and controlled environment (19)

Indoor and vertical farming, hydroponics, controlled-environment agriculture.

On-farm production — livestock and animal (42)

Dairy, beef, pork, poultry, aquaculture. AI for monitoring, robotic milking and feeding, animal welfare.

Inputs — seed, breeding and agrochemicals (29)

Seed genetics, breeding pipelines, agrochemical R&D.

Processing and optical sorting (31)

Food processing, meat and produce handling, hyperspectral and computer-vision sorting, carcass grading.

Distribution, foodservice and wholesale (29)

Forecasting, logistics, restaurant and grocery supply chain, foodservice operations.

Retail and consumer-facing (49)

Grocery e-commerce, in-store assistants, delivery, consumer nutrition apps.

Food waste, surplus and recovery (6)

Food-waste tracking, surplus redistribution, recovery and diversion infrastructure.

Data sovereignty, ownership and rights (7)

Farmer data ownership, data cooperatives, Indigenous data sovereignty, open-source data infrastructure.

Open-source frameworks and tooling (16)

Open-source agrifood AI tools, frameworks, and approaches.

Cooperative and collective models (15)

Cooperative federation, joint AI deployment, mutual-aid models.

Academic and institute-led work (23)

University and research-institute programmes, AI centres and consortia.

Policy, regulation and standards (28)

Government strategies, regulatory frameworks, standards bodies, certification programmes.

Frameworks, methodology and assessment (51)

Cross-sector frameworks, AI maturity assessment, taxonomy and classification work.