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Python Runtime

Explain Python behavior through objects, bytecode, allocation, the interpreter, and measured runtime evidence.

flowchart LR Junior[objects and mutation] --> Middle[bytecode and memory] Middle --> Senior[performance and failure] Senior --> Pro[CPython operations and governance]
Level Outcome
Junior Predict names, values, mutation, and resource lifetime.
Middle Inspect bytecode, allocations, iterators, and copies.
Senior Diagnose CPU, memory, startup, and GIL-sensitive workloads.
Professional Govern interpreter versions and runtime budgets.

Practice: prove one runtime claim with dis, tracemalloc, or a profile.