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| Scope | International |
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| Language | English |
| Country | United States of America |
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The Impact of Digital Sovereignty on Open Source Companies
By Philipp Reisner, CEO LINBIT® Sovereignty is a word borrowed from statecraft. A sovereign country is independent in its decisions. The term “digital sovereignty” is a more recent invention that applies to organizations and even individuals. In this article, I discuss what the push for digital sovereignty implies for Linux-focused, open source developers and companies. The framework I use is a European one, because I am Vienna-based and familiar with it.
Docker Commits to Bringing the Sandbox Kit Spec to the CNCF
Docker and the CNCF will partner on an open spec to make agent permissions portable Docker Sandbox Kits let you package an AI agent together with exactly what it is allowed to do, so anyone can pull the same agent with the same limits, review changes to those limits, and enforce them. Now, Docker has published the Docker Sandbox Kit Spec, the open specification behind Kits, under Apache 2.0 and is committing to contributing the spec to the Cloud Native Computing Foundation for neutral governance.
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Why Your Backups Are Too Big: A Practical Guide to Content-Defined Chunking
By Gilles Chehade You change one line in a large file. Your “incremental” backup re-uploads the whole thing anyway. Nine times out of ten, it’s not the network, and it’s not your storage backend. It’s the algorithm deciding where to cut your data into pieces. Every deduplication system works the same way: split data into pieces, hash each piece, keep one copy per distinct hash. A piece is named after its own content, so two identical pieces are, by definition, the same piece.
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Building Autonomous ML Experimentation with Tangle and Tangent
By Alexey Volkov, Bo Li, Ben Chen, Maksym Yezhov, Pete Luferenko, and Volv Grebennikov – Shopify Machine learning work is full of loops: form a hypothesis, build a pipeline, run it, read the metrics, adjust, repeat. Tangle is already where Shopify’s ML experiments run, giving engineers a shared platform to build and execute pipelines. Tangent is an autonomous agent that orchestrates ML experimentation workflows on top of Tangle, deciding what to run, running it, and reporting back.
Tangent for Linux.com
By Alexey Volkov, Bo Li, Ben Chen, Maksym Yezhov, Pete Luferenko, and Volv Grebennikov – Shopify Machine learning work is full of loops: form a hypothesis, build a pipeline, run it, read the metrics, adjust, repeat. Tangle is already where Shopify’s ML experiments run, giving engineers a shared platform to build and execute pipelines. Tangent is an autonomous agent that orchestrates ML experimentation workflows on top of Tangle, deciding what to run, running it, and reporting back.
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