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RunsOn Magic Cache + migrate lecture-python.myst's weekly artifact chain onto the cache actions #157

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@mmcky

#92 Phase 3: RunsOn Magic Cache, plus migrating lecture-python.myst's weekly artifact chain onto build-jupyter-cache/restore-jupyter-cache.

  • Flip cache.yml and ci.yml together
  • Move jax/numpyro into environment.yml's pip section first
  • Enable RunsOn Magic Cache

Ticks the PLAN.md actions/cache-on-RunsOn blocker. Consumer half lands in QuantEcon/lecture-python.myst.

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