
Insilica's Dr Thomas Luechtefeld argues process traceability, not benchmark accuracy alone, determines whether AI toxicology decisions can be trusted.
Cleanrooms require strict environmental control to maintain sterility, prevent contamination, and ensure seamless operations. Without a proactive preventative maintenance (PM) program, various issues can arise, leading to costly downtime, contamination risks, and operational inefficiencies. Below are ten common cleanroom problems that can be effectively mitigated through proper PM practices.






