Uploaded August 2026 | Updated September 2026, 2 weeks ago
Gabriel Krouk (BionomeeX) presents "AI for Plant & Cannabis Biology: Decoding Hidden Genetics (Epistasis) and Designing the Next Generation of Regulatory Peptides" at CannMed 2026, covering epistatic gene interactions and generative AI peptide design.
This talk introduces a new approach to plant genetics through the analysis of global epistatic interaction maps, revealing how genes work together in ways traditional single-gene studies miss. The concepts are presented in an accessible way, with no deep technical background required.
The second half explores how generative AI can be used to design novel peptides capable of modulating key plant functions. This emerging toolkit holds particular promise for the cannabis research community, opening new possibilities to influence biological processes such as rooting, immune response, stress tolerance, and beyond. Together, these approaches point toward a future where AI-driven insights and molecular design accelerate discovery and innovation in cannabis science.
Gabriel Krouk is a Research Director at CNRS and the co-founder and Chief Scientific Officer of BionomeeX.
This talk was part of the CannMed Cultivation Workshop, a program focused on the science of sustainable cannabis production.
This presentation was given at the CannMed 2026 Innovation & Collaboration Summit, held June 15-18 at the Hyatt Regency Lake Tahoe Resort. Visit cannmedevents.com to learn more.
Gabriel Krouk (BionomeeX) presents "AI for Plant & Cannabis Biology: Decoding Hidden Genetics (Epistasis) and Designing the Next Generation of Regulatory Peptides" at CannMed 2026, covering epistatic gene interactions and generative AI peptide design.
This talk introduces a new approach to plant genetics through the analysis of global epistatic interaction maps, revealing how genes work together in ways traditional single-gene studies miss. The concepts are presented in an accessible way, with no deep technical background required.
The second half explores how generative AI can be used to design novel peptides capable of modulating key plant functions. This emerging toolkit holds particular promise for the cannabis research community, opening new possibilities to influence biological processes such as rooting, immune response, stress tolerance, and beyond. Together, these approaches point toward a future where AI-driven insights and molecular design accelerate discovery and innovation in cannabis science.
Gabriel Krouk is a Research Director at CNRS and the co-founder and Chief Scientific Officer of BionomeeX.
This talk was part of the CannMed Cultivation Workshop, a program focused on the science of sustainable cannabis production.
This presentation was given at the CannMed 2026 Innovation & Collaboration Summit, held June 15-18 at the Hyatt Regency Lake Tahoe Resort. Visit cannmedevents.com to learn more.









![What Are Non-Glandular Trichomes? - Zamir Punja, PhD
Dr. Zamir Punja is a Professor of Plant Biotechnology at Simon Fraser University in Canada. His research interests include the etiology and management of plant diseases and the applications of plant biotechnology for disease management. Since 2018, his work has focused on cannabis, identifying and describing a range of previously unreported pathogens affecting the crop and evaluating various methods for disease management.
Zamir is CannMed regular, having presented at 5 previous events. His presentations are always a highlight of the event because they often feature stunning electron microscope images showing plant structures and pathogens up close. In fact, his CannMed 22 presentation about glandular trichomes has gotten more than 300,000 views on our YouTube page, making it the most viewed CannMed presentation.
Zamir will again present at CannMed 26, this time about non-glandular trichomes in a presentation titled Non-glandular trichomes in cannabis plants can secrete salts”.
During our conversation, we discuss:
- Non-glandular trichomes: What they are and what they do.
- How leaf spots, initially mistaken for disease, led to the finding that cannabis secrete excess fertilizer salts through these trichomes.
- Theories on why the plant would develop the ability to actively excrete excess salts.
- Practical guidance for cultivators on how to distinguish overfertilization from disease.
- Future research directions — comparing salt-tolerant vs. non-tolerant strains under varying salinity levels and exploring whether this mechanism explains cannabiss resilience in drought-prone, high-salt environments.
Thanks to This Episodes Sponsor: Advanced Nutrients
Advanced Nutrients will once again be a partner level sponsor for the CannMed 26 Summit, and this year, they have put together an amazing package for cultivators that includes:
- Full Access to all the presentations, networking events, and meals at the CannMed 26 summit
- Accommodations at the Hyatt Regency Lake Tahoe
- An elite package of Advanced Nutrients 8th Gen Fertilizers - enough for a complete crop valued at $11,126*
- 1 StrainSEEK® Whole Genome Sequence, valued at $547 - Provided by Medicinal Genomics
Thats a $14,000 value for just $3,499!
Learn more at cannmedevents.com/package-options
Additional Resources
- [Article] Non-glandular trichomes (epidermal hairs) in cannabis plants are capable of excreting nutrient salts under excessive fertilizer regimes - https://cdnsciencepub.com/doi/10.1139/cjb-2025-0085
- [Video] Exploring the fascinating development of cannabinoid-producing trichomes – https://youtu.be/Avhr8XjsBTU?si=nbYpjuoMMnKVqF6X
- Register for CannMed 26 – https://cannmedevents.com/package-options/
- Meet the CannMed 26 Speakers – https://cannmedevents.com/speakers/
- Review the Podcast – https://podcasts.apple.com/us/podcast/cannmed-coffee-talk/id1504218804
- CannMed Archive – https://cannmedevents.com/cannmed-video-archives/ What Are Non-Glandular Trichomes? - Zamir Punja, PhD](https://i.ytimg.com/vi/LPfIDql38ds/mqdefault.jpg)
