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Notes from what we learn while working with customers in manufacturing and supply chain.

The 2027 SAP S/4HANA Time Bomb: Compressing Years to Months

Published 28 Mar 2026 • SAP S/4HANA Migration

The question haunting every C-suite meeting lately is simple: How do we beat the 2027 SAP sunset without breaking the business?

How ZeeHub Uses a Skills Architecture to Handle Any Manufacturing Use Case on the Fly

Published 17 Mar 2026 • Engineering deep-dive

A technical look at the Skills system powering ZeeHub's agents — composable, self-describing capabilities that let a single agent handle ROP calculations, compliance reporting, data cleanup, document translation, and more without any hardwired routing logic.

From Advisory to Autonomous: What It Actually Takes to Make AI Agents Safe in Manufacturing ERP

Published 10 Mar 2026 • Engineering deep-dive

Everyone is shipping "agentic AI for manufacturing." Nobody is talking about what it takes to let an AI agent write to a production database safely. The Action Layer, business rule validation, three-tier approval, dry-run mode, and audit trails that actually carry information.

Why Plants Moving to Autonomous Agents Have a Distinct Competitive Advantage

Published 21 Feb 2026 • First post

A practical, unpolished write-up of what we kept seeing in the field: where traditional tools still help, where they break in exception-heavy environments, and how agent workflows are being adopted step by step.