SCIENCE UNDER AUTOMATION
GPT-5 / Ginkgo cell-free protein synthesis
Over 36,000 reaction compositions across 580 plates and six rounds; reported 40% production-cost reduction.
What this result supports
One protein (sfGFP), one CFPS system. Thousands of compositions are not thousands of independent protein workflows.
Evidence record: provider_report. Checked: 2026-10-20.
Where this evidence is used
Experimental molecular biology
- Propose useful reaction recipes: Iterative CFPS optimization achieved measured cost improvements.
- Execute reactions in a configured robot lab: Cloud-lab execution relies on a prepared platform and lab support.
- Measure and select improvements: Repeated measured feedback supports this specific assay.