Worked on the FlagTree/flagtree repository to deliver device-space memory addressing for tle.remote, introducing an optional offset parameter and enforcing strict scalar i64 constraints throughout the TLE dialect, IR verification, and LLVM conversion. The approach included refactoring the distributed D2D test suite to utilize the new offset functionality, thereby improving test coverage and reliability. Strengthened correctness by tightening RemotePointersOp validation, ensuring device-space pointers require offsets while cluster and node spaces reject them. The work spanned C++, MLIR, and LLVM, resulting in safer and more flexible remote addressing that directly supports robust device memory workflows in distributed systems environments.