January 2026 monthly summary for ROCm/aiter focusing on delivering high-performance Triton-accelerated sequence processing primitives, stabilizing Triton-based tests, and reducing technical debt. Key work spanned feature development for sequence modeling kernels, performance optimizations, and codebase cleanup to improve maintainability and test reliability.