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GitHub released the Multilingual Repositories Dataset, covering over 40 million repositories and 80 million classification rows, with insights into non-English READMEs, issues, and PRs. Korean leads in issue text while Portuguese tops READMEs.
Microsoft Research's latest newsletter highlights AgentPex, an open-source system for automated evaluation of agentic behaviors; new theoretical work on variance reduction for ranking systems; a call to shift from documents to repositories for human-agent collaboration; and a global challenge on AI value alignment.
A user curated a list of 10 essential repositories for using Claude Code, trimming down from a larger list of 100 to avoid overwhelming readers.
A comprehensive curated list of 100 repositories across 11 categories that extend Claude Code's capabilities, from awesome lists to memory systems and orchestrators, enabling developers to build a system rather than just use a tool.