Step 8 of the 12-step strangler doctrine: the deployed in-process consumers
(memory_store.py, growth_simulator.py) now run the Rust classification core
in-process via qm_loader.py. Full historical Python class API preserved,
including the query-history snapshot attribute (loaded at construction,
appended on record — canary check 2 reads it).
Post-switch verification wall ALL GREEN: FFI smoke 41/41, parity harness
ALL GREEN (stdout + history.jsonl + topic_stats.json byte-parity), Python
canary 12/12, Rust canary 27/27, both consumers verified live against the
deployed shim.
Nick