MindWalk (NASDAQ: HYFT): Enterprise AI Has Found Its Ontology Layer. Biology Needs One Grounded in Biological Function
Key Highlights
- ➤MindWalk outlines ReefIQ as a biological context layer for life sciences.
- ➤ReefIQ encodes 660 million patterns and 25 billion biological relationships.
- ➤ReefIQ has been commercially available since June 2026.
- ➤LensAI is in contracted, recurring arrangements with life sciences clients.
- ➤ReefIQ licensing is metered by client data held and compute used.
Expert Statements
Dr. Jennifer Bath, President and Chief Executive Officer of MindWalk
“The enterprise has discovered that an agent without an ontology guesses, and a guessing agent is a liability. That is exactly right, and it is exactly half of pharma's problem.”
Dr. Jennifer Bath, President and Chief Executive Officer of MindWalk
“An enterprise ontology tells an agent what a purchase order, a patient or a clinical site is. It cannot tell an agent what a protein does, which regions of an antibody will tolerate modification, or why a program that failed three years ago matters to the one running today.”
Dr. Jennifer Bath, President and Chief Executive Officer of MindWalk
“The competitive question is no longer which model or agent you run; every model becomes a commodity. The question is what the model or agent runs on, because that is where the value ends up.”
Dr. Jennifer Bath, President and Chief Executive Officer of MindWalk
“In the enterprise, that is an ontology of the business. In biology, it has to be a representation of biology itself, built from what evolution preserved.”
Dr. Jennifer Bath, President and Chief Executive Officer of MindWalk
“The client's own programs, including the ones that failed, have to keep compounding inside it.”
Dr. Jennifer Bath, President and Chief Executive Officer of MindWalk
“That is what we built, and we are not aware of anyone else delivering it as a governed layer any model or agent can reason over.”
MindWalk (NASDAQ: HYFT): Enterprise AI Has Found Its Ontology Layer. Biology Needs One Grounded in Biological Function
As data platforms and industry analysts converge on the "ontology layer" as the missing piece of agentic AI, MindWalk outlines why life sciences needs a biological context layer of its own, and why ReefIQ™, powered by HYFT® Technology, is that layer
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