Blog
Manufacturing insights, industry trends, and product updates from context/fab.
Tuesday, January 6, 2026
Marc Krüger-Sprengel
AI and Humans: Why we need context and guardrails on the shopfloor
AI on the shop floor only creates value when it is grounded in live context and governed by the people who own the process. Without context, AI guesses. Without guardrails, it gets blocked.
Tuesday, October 21, 2025
Marc Krüger-Sprengel
The New Stack: Building for Brownfield Reality
Most factories don’t need another data lake or MES - they need architecture that understands how their plants actually run. A live context layer connects assets, processes, and data across legacy systems, creating one operational model that evolves with the work. This is how brownfield manufacturers modernize without rebuilding from scratch.