Hi @Sai Apologies for the delayed feedback on this. I would like to know if you have looked into the repo https://github.com/azure-rtos/samples where samples of SMT devices are shared to help you get started with Azure RTOS.
I'm glad that you were able to resolve your issue and thank you for posting your solution so that others experiencing the same thing can easily reference this! Since the Microsoft Q&A community has a policy that "The question author cannot accept their own answer. They can only accept answers by others ", I'll repost your solution in case you'd like to accept the answer .
Issue:
The assembly instruction generates HardFault is "bx lr" in __tx_ts_restore in __tx_ts_handler. The instruction causes HardFault is "LDMIA r12!. {LR}". This instruction changes lr value "0xFFFFFFF9" to "0xFFFFFFBC" which triggers HardFault when "bx lr" to exit PendSV_Handler.
Solution:
Setting the correct macro to the property TX_SINGLE_MODE_SECURE helped resolve the issue.
If I missed anything please let me know and I'd be happy to add it to my answer, or feel free to comment below with any additional information.
I hope this helps!
If you have any other questions, please let me know. Thank you again for your time and patience throughout this issue.