High-Luminosity LHC upgrade work has begun at CERN after the Large Hadron Collider logged its final collision on June 27, 2026, entering a four-year, $1.5 billion Long Shutdown 3 program to replace 1.

The next era of oncology AI won’t be won by the best model, the highest benchmarks, or flashiest press release. It will be won by the most reliable pathway to deployability.