Research Scientist

7 days ago

thiruvananthapuram, India beBeeArtificial Full time

Research Scientist - AI Systems We are seeking a highly skilled Research Scientist to join our team and contribute to the development of cutting-edge AI systems. As a key member of our research team, you will be responsible for designing, training, and optimizing large language models and high-performance inference systems. Your expertise in building and optimizing LLM training and inference pipelines on cloud GPUs will be essential in driving innovation and advancing the field of AI. Key Responsibilities: Design and develop large language models and high-performance inference systems. Build and optimize LLM training and inference pipelines on cloud GPUs. Develop and maintain datasets for pretraining and finetuning. Implement and improve transformer architectures (attention, positional encodings, MoE). Optimize inference using FlashAttention, PagedAttention, KV caches, and serving frameworks like vLLM / sglang. Collaborate with research and product teams to design experiments, analyze results, and ship improvements. Requirements: Strong Python skills and solid software engineering practices. Hands-on experience with LLM training and inference. Proficiency with PyTorch or JAX. Experience with Hugging Face libraries: transformers, trl, accelerate. Experience training on cloud-hosted GPUs and with distributed / mixed-precision training. Strong understanding of transformer internals: attention, positional encodings, MoE. Familiarity with writing prompts, tool definitions, and managing context for LLMs in real applications (langchain, pydantic, smolagents). Nice to Have: RL for LLMs (RLHF, PPO, GRPO). CUDA / GPU kernel or systems-level performance work. Experience with training infrastructure: monitoring, checkpointing, networking / distributed systems.

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