[megatron] 12/n towards Kimi K2.6: harden AdapterStore swaps for Tinker API multi-LoRA session churn - #2063

[megatron] 12/n towards Kimi K2.6: harden AdapterStore swaps for Tinker API multi-LoRA session churn#2063

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