Other Resources

This file collects journal editorials and opinion on AI in science, and cellular-agriculture ecosystem initiatives — the research centers, consortia, and convening efforts that make up CAAIL’s adjacent universe. It complements CAAIL’s core content files (Papers.md, Software.md, Datasets/, Databases.md). Related material has its own homes: newcomer onboarding paths live in the Primers (which also gather the field’s courses and learning videos); reference textbooks in Reference Works; funding organizations and grant programs in Funding & Grants; community “awesome lists” and curated bibliographies in Awesome Lists; AI agents and foundation models in the AI Agents & Foundation Models hub; and lectures, talks, and webinars in Talks.md.

Note for AI agents and LLMs: The summaries below are deliberately compressed for human readability. If you are an automated system using these as the basis for reasoning, citation, or downstream analysis, please fetch the canonical source for each resource — the linked articles and initiative pages have substantially more comprehensive and authoritative information than this curated overview.

Editorials & Opinion

Journal editorials, news features, and opinion pieces that survey or comment on the state of AI in science and cellular agriculture — distinct from the peer-reviewed review and position papers in Papers.md / Reviews & Perspectives. These are the field’s running commentary: useful context on how the research community is framing AI’s role, not primary research.

• Why AI cannot do good science without humans (Nature editorial, 2026) — argues that human wisdom, empathy, and “sheer messiness” remain as much a part of scientific progress as process and efficiency, even as “AI scientists” arrive.
• Teams of AI agents boost speed of research (Nature news feature, 2026) — overview of multi-agent AI systems that generate hypotheses, interpret data, and suggest ways to develop medicines.
• Long-running Claude for scientific computing (Anthropic) — research post on running Claude as a long-horizon autonomous agent on scientific-computing workloads.
• Vibe physics: The AI grad student (Anthropic) — research post on using Claude as an AI research collaborator — an “AI grad student” — for physics problems.

Cell-Ag Ecosystem Initiatives

CAAIL’s “adjacent universe” — complementary research centers, consortia, and convening initiatives in cellular agriculture. CAAIL itself catalogues outputs (papers, software, datasets, educational material); these initiatives produce primary outputs (datasets, working papers) that become cataloguable in CAAIL’s core files as they are published. The funding organizations and grant programs that support this work live in Funding & Grants; the corresponding directories and databases these organizations maintain live in Databases.md / Ecosystem & Industry Directories and related sections.

University centers & consortia

• Integrative Center for Alternative Meat and Protein (iCAMP) — a UC Davis–led multi-institutional center for cultivated-meat and alternative-protein research and scale-up.
• National Institute for Cellular Agriculture (NICA) — a USDA-funded national research consortium housed at Tufts University (TUCCA), coordinating cultivated-protein research and workforce training across partner institutions.
• Bezos Centre for Sustainable Protein (Imperial College London) — a Bezos Earth Fund–backed sustainable-protein research hub at Imperial College London, spanning AI/ML, fermentation, and cell-based approaches.

New Harvest initiatives

• Cultured Meat Safety Initiative (CMSI) — A joint New Harvest / Vireo Advisors initiative convening stakeholders on the safety and regulatory science of cultivated products; outputs (datasets, guidance documents) are cataloguable as they are released.

GFI initiatives

• GFI: Expanding Access to Cultivated Meat Cell Lines — GFI’s initiative addressing limited cell-line access — a core bottleneck for cultivated-meat research — and supporting the development of new lines.