Insights &
News

Research updates, company milestones, and perspective on the future of enzyme engineering and industrial biotech.

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2025
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LATEST POSTS

Enzidia Finalizes Exclusive Licensing of MillionFull from DTU, and Furthers Collaboration with Frances Arnold's Lab and eXoZymes

"Enzidia has signed an exclusive license with DTU for MillionFull, a technology generating millions of enzyme sequence-to-performance datapoints per run — now powering a collaboration with Nobel laureate Frances Arnold's lab and eXoZymes on ML-driven enzyme design.
3
min read
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Research

Enzidia partners with Cypher AI for lab workflow automation

How a young startup with few employees gets so much done — over 100 collaborators worldwide, and a new partnership with Yaoyu Yang's Cypher AI.
2
min read
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Company

Can Protein LLM Solve Enzyme Optimization without a Solution for Labeled Data? What Two Rigorous Studies Reveal.

Two independent teams — UT Austin, and a Microsoft / NVIDIA / Profluent / Caltech / Duke / Oxford collaboration (FLIP2) — reached the same conclusion: protein language models rarely beat simple baselines when real experimental data exists, and their rankings collapse to near-random when pushing toward genuinely new function.
2
min read
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Research

The Piece of Paper Behind Enzidia's Founding

A page from a 2023 journal, four days after the idea for a company crystallised — and what it means that 600+ applicants now cite our operating principles.
2
min read
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Company
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Jinbei Li shares regular updates on enzyme engineering, the biomanufacturing industry, and life building ENZIDIA — straight from the lab to your feed.
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