AI & ML · Aug 24
MALDI TOF AI Works Best as an Instrument Upgrade, Not a Lab Coup
The useful lesson is not AI replacing microbiology workflows, it is ML wrapping itself around reliable lab data.
- Start applied AI projects where trusted instruments already produce reliable data.
- Treat databases, extraction steps, and evaluation settings as core model infrastructure.
- Use AI to support expert workflows first, not to perform a theatrical lab takeover.