Cellular Agriculture for AI Researchers

A starting point for AI / ML researchers approaching cellular agriculture from the computer-science side. Watch the field foundations, pick up the reference reading, then follow the cross-links into the AI × cell-ag work catalogued throughout the rest of the library. (Approaching from the biology side instead — learning the AI? See the companion AI for cell-ag researchers primer.)

Watch first — field foundations

Short primers and the field's annual State of the Industry talks: the science, the commercial landscape, and the people doing the work. Start here, then the rest of the library becomes much more navigable.

• Watch “Introduction to Cellular Agriculture” on YouTube

  Introduction to Cellular Agriculture

  (TUCCA — Tufts University Center for Cellular Agriculture) — primer covering the science, motivation, and current state of the field.

• Watch “Fireside Chat: Bruce Friedrich and David Kaplan” on YouTube

  Fireside Chat: Bruce Friedrich and David Kaplan

  (Tufts Future Food Innovation Day, 2026) — the GFI founder and the TUCCA / Tufts cell-ag program lead on the field's direction.

• Watch “2026 State of the Industry: Cultivated meat, seafood, and ingredients” on YouTube

  2026 State of the Industry: Cultivated meat, seafood, and ingredients

  (GFI, 2026).

• Watch “2026 State of the Industry: Fermentation for meat, seafood, eggs, dairy, and ingredients” on YouTube

  2026 State of the Industry: Fermentation for meat, seafood, eggs, dairy, and ingredients

  (GFI, 2026).

• Watch “2026 State of the Industry: Plant-based meat, seafood, eggs, dairy, and ingredients” on YouTube

  2026 State of the Industry: Plant-based meat, seafood, eggs, dairy, and ingredients

  (GFI, 2026).

• LinkGFI State of the Industry — full report downloadsthe Good Food Institute's de-facto annual reports across the cultivated, fermentation, and plant-based tracks, with supplementary data (PDF).

Read and take a course

Reference reading and structured courses for the science and the bioprocess-engineering side of scale-up.

• LinkMEAT by Bruce Friedrichbook by GFI's founder making the case for cellular agriculture and alternative proteins.
• LinkFoundations of Chemical and Biological Engineering I(Verret, Qiao & Barghout, UBC) — an open LibreTexts textbook covering process diagrams, reaction chemistry, mass and energy balances, and process control; foundational background for the bioprocess-engineering side of cultivated-meat scale-up.
• In CAAIL Books and reference worksthe foundational cell-ag textbook and the Encyclopedia of Meat Sciences reference shelf, with a DOI-resolvable chapter index.
• LinkCellular Agriculture Courses (TUCCA)the Tufts University Center for Cellular Agriculture's open course-materials site, focused on the bioengineering behind cultivated meat, with materials shared for educators and students.
• LinkCellular Agriculture and Biofabricated Foods (BME 173)the TUCCA lecture course introducing the fundamentals of cellular agriculture and biofabricated foods.
• LinkCellular Agriculture and Cultured Meat Lab (BME 174)the hands-on TUCCA lab course: students isolate livestock cells, differentiate them into fat and muscle tissue, generate cultured meat, and analyze the constructs.
• LinkSustainable Materials (BME 0193)a TUCCA course on the use of cellular agriculture in the materials industry.
• LinkTUCCA Education — Coursesthe center's official course listing on its main site.
• LinkCellular Agriculture – Precision Fermentation and Cultured Meat (Advanced Course)a postgraduate advanced course on cellular-agriculture bioprocessing and product development (Biotech Delft / TU Delft).
• LinkUniversity of Minnesota — Cellular Bioprocess Technology Summer Coursean intensive short course on cellular bioprocess technology, with an optional half-day add-on workshop on machine learning in bioprocessing.

See AI applied to cell-ag

Once you have the field context, these are the entry points into the AI × cell-ag work itself.

• LinkAI and cultivated meat: Near-term impacts of AI on the commercial viability of cultivated meat(Rethink Priorities report by H. Moulange & W. McAuliffe, 2026) — a sector-wide landscape of where near-term AI can and cannot move cultivated-meat viability across the field's technical, economic, regulatory, political, and consumer-facing bottlenecks; a strategic orientation to where AI fits before you dive into the papers, whose own conclusion is that open-access data, not model capability, is the binding constraint.
• In CAAIL Papers Explorerthe matrix of AI method × research area over the curated reference set, with code and data links.
• In CAAIL Applied AI/ML for Cellular Agriculture talksconference and webinar talks on AI applied to concrete cell-ag problems.
• In CAAIL Research Areasdeep-dive pages on media optimization, cellular engineering, bioprocess control, scaffolding, and sensory prediction.

Next: learn the AI side

• In CAAIL AI for cell-ag researchersthe companion primer: ML fundamentals for biologists and bench scientists.