I m building AlgoBite around a deliberately guided interaction: you see all the Python chunks, but still have to rebuild the control flow and pass the tests.

I can see two honest readings:

- it forces retrieval of structure, state updates, and guard clauses

- visible chunks make it recognition with extra steps