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An early set from the desk

7 June 2026

Five pieces from the industrial IoT and AI world worth the five minutes this week — curated, commented, not aggregated.

MIT Technology Review
16 Apr 2026
Treating enterprise AI as an operating layer

My point exactly, cleanly put: the edge in enterprise AI doesn’t come from the best foundation model but from the “operating layer” — AI embedded in operations, where proprietary data, domain experts and feedback loops become the real moat. Pilot-to-P&L, rendered as architecture.

Ulrich Homann · LinkedIn
The Future of Software Engineering: Product Engineer

Ulrich Homann (Microsoft) on the shift from coder to “Product Engineer”: as AI cheapens implementation, value moves to architecture and problem understanding. My addition from building things myself — the tool lowers the barrier to building, not the barrier to building well.

Anthropic
Recursive self-improvement

Anthropic’s own data: engineers ship 8× more code per quarter, over 80 % authored by Claude. The view on the trajectory behind “vibe coding” — and why Industrial AI readiness is not a someday-luxury but a today-necessity.