Wageningen University & Research โ€” WSER

Seeds,
Systems
& Signals.

I study how seeds move โ€” through fields, markets, gene banks, and digital platforms โ€” and how AI can make that movement more resilient for smallholder farmers from the Sahel to the Indo-Gangetic Plains.

Seed Systems AI Governance RAG / LLM EU AI Act Sub-Saharan Africa South Asia
Portrait of Arnab Gupta

Arnab Gupta

Senior Researcher & Seed Systems Advisor
Wageningen Social & Economic Research (WSER)
Wageningen University & Research

18+Years experience
45+Countries visited
20+Publications
30+UNESCO sites
Scroll
18+Years of seed systems research
12+Countries of active fieldwork
3Core thematic areas
2026CORDiALL Montpellier presentation
What I Do

Research at the intersection
of seeds and systems.

๐ŸŒพ

Seed Systems Development

Integrated seed sector analysis, community seed banks, early generation seed production, and regulatory reform across Africa and Asia โ€” in fragile states and stable markets alike.


See Projects โ†’
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AI & Digital Innovation

RAG/LLM systems for multilingual farm advisory, digital seed portals, AI governance under the EU AI Act, and GDPR-compliant data workflows for development research.


See Digital Work โ†’
๐Ÿ“ก

Research & Advisory

Peer-reviewed publications, policy briefs, capacity-building courses, and field research across Uganda, Nigeria, South Sudan, Somaliland, Sudan, Myanmar, Bangladesh, and India.


See Publications โ†’
Geographic Reach

From the Sahel to the
Indo-Gangetic Plains.

Field research, advisory work, and active projects spanning two continents โ€” always with the same question: how does quality seed reach the farmer who needs it most?

SudanSouth Sudan SomalilandUganda EthiopiaNigeria BangladeshMyanmar IndiaEgypt Netherlands
WUR Active fieldwork Project presence
Recent Work

What's keeping me busy.

2026 ยท Conference

CORDiALL 2026, Montpellier

Presented on AI for local-language farm advisory services โ€” how RAG/LLM systems can bridge the advisory gap for smallholder farmers in low-resource language contexts.

2026 ยท Working Paper

Community Seed Banks in Fragile States

ISSD Africa working paper (Gupta & Vernooy, 2026) on community seed banks in Somaliland, South Sudan, and Sudan โ€” seed security under protracted crisis conditions.

2025 ยท Infrastructure

Local RAG Pipeline

Privacy-first local LLM stack โ€” Mistral 7B + Gemma 4, BM25 hybrid retrieval, cross-encoder reranking โ€” for processing sensitive research data at WUR.

2025 ยท Essay

"Error as Engine" โ€” Substack

An essay drawing a parallel between software bugs and neutral genetic mutation via Kimura's neutral theory โ€” on AI errors, evolution, and the productive nature of noise.


Read on Substack โ†’
Career Arc

From Pusa to Wageningen.

My work traces a single thread across two decades: understanding how quality seed reaches the farmers who need it most, and removing the barriers โ€” agronomic, institutional, and informational โ€” that stand in the way.

I began with seed physiology at IARI New Delhi, moved through the private sector with Incotec, joined Bioversity International for fieldwork across the Indo-Gangetic plains, and have been at Wageningen since 2019, leading AI and digital innovation for WSER's seed systems portfolio.

Full Biography โ†’
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MSc & PhD โ€” Seed Science

IARI New Delhi
2003 โ€“ 2012
๐Ÿญ

Seed Enhancement Specialist

Incotec, India
2012 โ€“ 2014
๐ŸŒฟ

Special Project Scientist

Bioversity International
2014 โ€“ 2018
๐Ÿ‡ณ๐Ÿ‡ฑ

Senior Researcher ยท AI & Digital Lead

Wageningen University & Research โ€” WSER
2019 โ€“ present
Writing

Ideas that don't fit in a journal.

Long reads on seed systems, AI ethics, colonial agricultural history, and the occasional digression into literature, cooking, and genetic mutation theory.