Notes on agentic manufacturing

Thinking out loud about the European supplier graph, MCP, and how AI is reshaping the way products get made.

30 Apr 2026 · 18 min read · GETMILK Research
Portuguese digital twins under the EU Data Act — benchmarking, agentic-AI readiness, and a landscape map
Portugal has a credible, sectorally uneven digital-twin ecosystem — one global Tier-1 vendor (Critical Manufacturing), one engineering integrator (CEiiA), and a strong applied-research backbone. Most deployments are still descriptive, almost none are explicitly architected for the EU Data Act. Here is the landscape, the gaps, and the agentic openings.
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29 Apr 2026 · 9 min read · Andrii Sukhariev
Why every manufacturer should build an MCP server — and how GETMILK plugs in
AI agents are starting to source factories the same way they search the web. Manufacturers without a programmatic interface are about to become invisible. Here's the case for shipping a Model Context Protocol server, what it should expose, and how GETMILK turns those servers into real, quoted production plans for buyers.
read article

Thinking out loud about the European supplier graph, MCP, and how AI is reshaping the way products get made.

30 Apr 2026 · 18 min read · GETMILK Research
Portuguese digital twins under the EU Data Act — benchmarking, agentic-AI readiness, and a landscape map
Portugal has a credible, sectorally uneven digital-twin ecosystem — one global Tier-1 vendor (Critical Manufacturing), one engineering integrator (CEiiA), and a strong applied-research backbone. Most deployments are still descriptive, almost none are explicitly architected for the EU Data Act. Here is the landscape, the gaps, and the agentic openings.
read article
29 Apr 2026 · 9 min read · Andrii Sukhariev
Why every manufacturer should build an MCP server — and how GETMILK plugs in
AI agents are starting to source factories the same way they search the web. Manufacturers without a programmatic interface are about to become invisible. Here's the case for shipping a Model Context Protocol server, what it should expose, and how GETMILK turns those servers into real, quoted production plans for buyers.
read article

Portuguese digital twins under the EU Data Act — benchmarking, agentic-AI readiness, and a landscape map