closed-loop experimentation
HoldTechniques
An iterative experiment-design process where results automatically inform the next test.
Why it's here
Placed in Hold: 1 article(s) of evidence from 1 source(s), led by research-stage coverage, with 0 in the last 30 days. Confidence 24%. Low accumulated evidence, so it defaults conservatively pending more signal.
Evidence (1)
- 7OpenAI Blog·2/5/2026researchGPT-5 cuts cell-free protein synthesis costs
An autonomous laboratory using OpenAI’s GPT-5 and Ginkgo Bioworks’ cloud automation reduced the cost of cell-free protein synthesis by 40%. The result came from closed-loop experimentation, where the system iteratively designed and tested experiments to improve efficiency.