Research · Infrastructure · Ambient computing
What is changing in AI compute—and what it means for persistent machines, shared inference and the Enumium ecosystem.
This was a meaningful week for local inference, governed machine entities, and heterogeneous scheduling. The strongest signal is that the industry is separating persistent agent execution from shared model inference—the same division developing between Enumium eVM entities, MSCAN resources, and GPU inference nodes.
Read the brief →This week strengthens the case for Enumium’s architecture: persistent eVM entities, CPU resources for tools and execution, and shared inference services. The most actionable changes are in software deployment and memory management; the new rack hardware largely remains a sourcing watchlist.
Read the brief →Readable articles, a dated archive and RSS. Build and host it yourself with Python and a static web server.
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