Recorded and downloadable computer software, for mobile and desktop applications, for semiconductor manufacturing process optimization; recorded and downloadable computer software, for mobile and desktop applications, for collecting, ingesting, curating, normalizing, searching, analyzing, visualizing and managing semiconductor manufacturing process data; recorded and downloadable computer software, for mobile and desktop applications, implementing machine‑learning algorithms, decision-support tools and artificial intelligence (AI) agents for optimizing semiconductor manufacturing processes and equipment; recorded and downloadable computer software, for mobile and desktop applications, for developing, training, validating, deploying and monitoring machine-based models and simulations for semiconductor manufacturing processes; recorded and downloadable computer software, for mobile and desktop applications, for orchestrating analytical workflows and guiding engineers to faster, higher‑confidence decisions pertaining to semiconductor manufacturing; each of the foregoing optionally presentable as a computer software platform

Software as a service (SaaS) featuring online non‑downloadable software platform, including application programming interfaces (APIs), software development kits (SDKs) and web‑based applications, for semiconductor manufacturing process optimization; software as a service (SaaS) featuring online non‑downloadable software, including application programming interfaces (APIs), software development kits (SDKs) and web‑based applications, for collecting, ingesting, curating, normalizing, searching, analyzing, visualizing and managing semiconductor‑manufacturing data; software as a service featuring online non‑downloadable software, including application programming interfaces, software development kits and web‑based applications, for providing AI‑driven analytics and AI agents to optimize semiconductor processes and equipment; software as a service featuring online non‑downloadable software, including application programming interfaces, software development kits and web‑based applications, for providing model development, simulation orchestration, deployment and monitoring for semiconductor manufacturing process optimization; software as a service featuring online non‑downloadable software, including application programming interfaces, software development kits and web‑based applications, for providing online tools for orchestrating analytical workflows and guiding engineers to faster, higher‑confidence decisions; each of the foregoing optionally presentable as a computer software platform