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⬟ Your local, privacy-first rule-driven automation engine. Transform speech and keyboard inputs into programmable commands and file-based actions using a powerful self-learning plugin framework.

  • Updated Aug 18, 2026
  • Python

Knowledge hardening protocol for the AI era. Band-calibrated, real world scenario quizzes (B1–B5) with refinement probes, Dreyfus + IEEE SWECOM + SFIA v9 anchored, and per-band literature scoping. Inverts the LLM into a constrained tutor to facilitate conceptual fluency.

  • Updated Aug 4, 2026
  • Python
goldenpipe

[Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch (packages/python/goldenpipe). Active development, issues, and releases live there. Golden Suite orchestrator chaining GoldenCheck, GoldenFlow, and GoldenMatch.

  • Updated May 1, 2026
  • Python

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