Topic
Machine-learning and agent-driven generation of protein binder sequences and their experimental validation.
Virginia Cornish's Columbia team is building a yeast-and-chip sensor for PFAS, the chemicals found in nearly half of US municipal water supplies. Utilities would get a handheld, real-time reading, though the yeast meant to detect PFOA and PFOS are still being engineered.
Reality
The saving comes off cache reads, so it lands unevenly across teams, and the model's most sensitive capability now reaches users through a credential issued by an access program, not a purchase order a budget holder can sign off alone. Both changes move the decision away from the budget holder.
Perspective Coverage
3 publishersReality
Oak Ridge is engineering spore surfaces to bind neodymium and dysprosium in Appalachian mine water, where those metals are dilute. The pilot's main output was the assay needed to tell one engineered design from another.
Reality
Two contract labs made and tested Claude's designs, which is genuinely new. The field baseline those results are scored against comes from the company that ran the experiment.
Reality
A one-day hackathon put agent-designed binders through Adaptyv Bio's wet-lab screen. The durable result is that the designs cleared a shared assay at all, not that any single model won.
Reality