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A run that stayed animating for 25 minutes gave the first proper sample: 161 entities against a counter of 12, so "not a class head-count" is now confirmed on a sample seven times larger than the frozen run's. Eleven candidate offsets, with who they group recorded - and the two biggest groups look wrong for an objective flag on inspection: seven consecutive floats shared by 12 of 32 attackers read like one shared AI/weapon parameter block, and +0x0238 = 4 is shared by twelve TURRETS, which do not fit an objective that says "shoot down all invading enemy fighters". None of it is verified. The reason it is not verified is itself the result: REMAINING OB held at 012 for fifteen minutes of LIVE flight - not a frozen world this time - so there was no second sample. And it held while the hostile population fell from 132 to 93 ADAN entities. That is a much stronger version of the earlier head-count argument: the counter is not "hostiles left". Also recorded, because it weakens every kill-based experiment in the corpus: pilot.py never fires. fire=1 appears in 0 of 13521 samples. It flies, chases and evades, and the trigger is never pulled, so kills are the wingmen's. Freeze frequency updated: 3 of the 7 runs that reached flight. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PMRJjbxLqZtsb5Vb7KunPE