Unix permissions have been battle-tested for fifty years: give a new collaborator their own account and let the filesystem enforce the boundaries. sucoder applies the same principle to AI coding agents, sandboxing them in mirror clones with full write access while protecting the human's canonical repository. Links Documentation GitHub Repository Overview sucoder treats an LLM coding agent (Claude, Codex, Gemini) as a collaborator with its own Unix account. The human’s canonical repository is group-readable but not group-writable; the agent works in a sandboxed mirror clone where it has full write access. ...

LSMS datasets are invaluable for poverty research but each country uses different variable names, food codes, and file formats. Rather than harmonizing the data itself, LSMS_Library provides an abstraction layer that standardizes how you access the data, preserving granularity that traditional harmonization loses. Links Documentation GitHub Repository PyPI Package Overview LSMS_Library is a Python library offering uniform access to Living Standards Measurement Study (LSMS) household surveys across multiple countries and years. Each country uses different variable names, food classifications, questionnaire structures, and file formats. Researchers either invest weeks learning each dataset or settle for pre-harmonized data that sacrifices detail. ...