Blog & News
Notes from the scientific intelligence layer
Research notes, product news and perspectives on turning the world's science into trusted, connected intelligence.
Agriculture's Data Problem — and What Changes
Farming generates more data than ever — field sensors, satellites, agronomic research — and almost none of it is connected at the moment a decision is made.
Read more →
Beyond the Four Walls: Why Environment Belongs in Health
So much of what shapes health happens outside the clinic — where people live, work, and breathe. Connecting that context to clinical reasoning is one of the clearest cross-domain wins.
Read more →
Rare Disease Diagnosis: Connecting Phenotype, Genome & Literature
Rare disease is where cross-domain reasoning earns its keep — combining deep phenotype, genomic signal, and the literature to narrow an impossible search.
Read more →
The Hidden Cost of Fragmented Science
The world's scientific knowledge has never been larger — or harder to use. The problem isn't volume. It's that the pieces don't connect.
Read more →
Serving the Ground the Giants Won't
The largest AI players will chase the largest, most profitable markets. That leaves enormous, important ground unserved — and that's exactly where we've chosen to build.
Read more →
Digital Twins Aren't Just for Healthcare
The idea behind a patient digital twin — a living, evidence-grounded model you can reason over — applies just as powerfully to a farm or an ecosystem.
Read more →
Why Science Needs an Engine, Not Another Chatbot
General AI can sound convincing and still be wrong where it matters most. Shwin takes the opposite approach: an engine that grounds every claim in cited evidence, connects knowledge across scientific domains, and hands people trusted intelligence they can act on.
Read more →