Muhammad Kaleem
AI Engineer, Forward-Deployed
Available NowFull-timeRemote
About
Senior AI engineer who ships production AI systems from research to deployment, specializing in model evaluation, infrastructure, and edge deployment. Experienced in building ML platforms, LLM products, and real-time perception systems with measured evidence and regression gates. Fluent in Python, C/C++, PyTorch, and cloud infrastructure (AWS/GCP, Kubernetes, Terraform).
Skills
PythonC/C++SQLPyTorchHugging FaceLoRAQLoRARAGAgentsStructured outputsGuardrailsvLLMLangGraphLlamaIndexMCPGolden setsLLM-as-judgeRed-teamingMLflowDVCAirflowRayDockerKubernetesTerraformGitHub ActionsAWSGCPOpenTelemetryPrometheus
Experience
AI Engineer, Forward-Deployed
Leia Robots
JAN 2026 - Present
Senior ML Platform / MLOps Engineer
Gigmasters
FEB 2024 - JUN 2025
Machine Learning Engineer
Wind to Energy
APR 2019 - DEC 2023
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