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Notes on agentic manufacturing
Thinking out loud about the European supplier graph, MCP, and how AI is reshaping the way products get made.
29 Apr 20269 min readAndrii SukharievWhy 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.
mcpmanufacturingagentssupply-chain
30 Apr 202618 min readGETMILK ResearchPortuguese 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.
digital-twinsportugaleu-data-actagentic-aimanufacturing