Root README updates aibox audit rounds to five (Batch E/F/G/H/I/K, 490 tests) and adds the interactive model_config.py profile manager; aibox README gains the v3.6 changelog entry (J1~J16 + Batch K waves 1-5); MODULES.md refreshes the doc count and aibox row; ARCHITECTURE re-verified and deviation list extended.