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DepExit: the lazy way to find out which dependencies are about to die

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built…

  • DepExit automates identification of risky Python dependencies
  • Gemma 4 suggests replacement packages for at-risk dependencies
  • Execution verifies safety of suggested replacements before acceptance

Online Course Retrieval Architecture: Tutor Index Economics (and Why I Chose One)

Short answer: use a staged retrieval design with explicit collections, bounded queries, and source context that can be traced back to the lesson and tenant.

  • Architecture includes staged design with explicit collections, bounded queries, and source context
  • Separate ingestion, querying, and citation stages with observable inputs and outputs
  • Evaluation should consider recall, precision, re-index cost, and citation coverage

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