Vacancy description
Squareroot Consulting Pvt Ltd.
Bangalore, भारत
AI Software Stack Validation & Performance EngineerLocation : BangaloreAbout the Role :We are building a next-generation AI software stack optimized for high-performance execution on custom AI hardware. We are looking for a strong AI/ML Systems Engineer who can use and validate the platform end-to-end - from ML frameworks and model serving to compilers, runtimes, and low-level https://jobeax.com/link/3ayrOjDmDvFqLIWZ is an engineering-focused role, not traditional QA. You will develop and run real-world AI workloads, benchmark performance, debug complex issues across the software stack, and work closely with compiler, runtime, framework, and kernel teams to improve the https://jobeax.com/link/gFvV6IB1kex3UOLO Responsibilities :- Develop, port, run, and validate real-world AI/ML workloads end-to-end.- Build and benchmark workloads to identify functional issues, performance bottlenecks, regressions, and usability gaps.- Develop automated validation and regression test suites using Python, C++, PyTest, and related tools.- Work across PyTorch, model serving, compilers, runtimes, and AI kernels.- Write, modify, optimize, and benchmark Triton/CUDA kernels.- Debug issues across multiple layers, from Python/framework behavior to compiled kernels and runtime execution.- Perform performance profiling and benchmarking using relevant ML performance tools, including MLPerf.- Collaborate with compiler, runtime, framework, and kernel engineers to triage and resolve issues.- Build scalable automation and CI-integrated validation infrastructure.- Contribute to release quality, regression tracking, and performance https://jobeax.com/link/5vHV3lSKemctebRe Qualifications :- 8+ years of overall industry experience, with 3+ years in AI/ML systems, software validation, or performance engineering.- Bachelor's or Master's degree in Computer Science, Electrical Engineering, or a related field.- Strong programming skills in Python and C++.- Hands-on experience with PyTorch and ML model development/debugging.- Experience with LLMs, inference, model serving, or vLLM.- Experience writing or modifying GPU/AI accelerator kernels using Triton, CUDA, or similar technologies.- Strong experience with PyTest or similar automated testing frameworks.- Understanding of compilers, runtimes, operators, kernel execution, and software stacks.- Strong analytical and debugging skills with the ability to trace issues across different layers of a complex https://jobeax.com/link/yDbQXZhLLANIS057 to Have :- Experience enabling new ML models/architectures on GPUs or AI accelerators.- Experience with ML workload profiling and performance optimization.- Ability to understand compiler-generated code and IR-level representations.- Experience building CI/CD and automated validation infrastructure.- Exposure to GPU, custom accelerator, or heterogeneous computing platforms.- Experience with containers and orchestration for ML serving.- Experience with software release processes and quality https://jobeax.com/link/buvCqOvuqL0fXG05 Skills :- Python, C++, PyTorch, LLM, vLLM, Triton, CUDA, AI/ML Systems, GPU, AI Accelerators, Model Serving, MLPerf, Performance Engineering, Compilers, Runtime, PyTest, CI/CD, Kernel Development, ML Infrastructure (ref:hirist.tech)