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Innovative Technical Lead

2 weeks ago

Sydney, New South Wales, Australia beBeeInnovation Full time $180,000 - $240,000
Lead Innovation Engineer

To accelerate our mission of empowering the world to design, we are seeking a skilled Lead Innovation Engineer. This role involves developing and implementing cutting-edge evaluation systems that leverage automatic evaluations.

Main Responsibilities:
  • Design and Optimize Evaluation Infrastructure: Develop scalable, automated feedback systems for our next-generation evaluation system.
  • Implement Inference-Time Alignment Techniques: Experiment with prompt engineering, RAG, and ICL to improve model output quality.
  • Benchmarking and Analysis: Establish a comprehensive benchmarking process to compare foundation models on design-centric tasks.
  • Evaluation Data Insights: Analyze evaluation data to identify model failure modes and provide actionable recommendations.
  • Collaboration and Integration: Collaborate with research scientists and ML engineers to integrate the agentic judge system into the model development lifecycle.
Requirements:
  • A strong understanding of generative AI models and their architectures, with practical experience informing robust evaluation strategies.
  • Expertise in creating data-driven evaluation methodologies and turning user analytics into clear insights.
  • Experience managing or optimizing large-scale distributed model training across hundreds of GPUs.
  • Familiarity with PyTorch and ability to optimize code for speed.
  • Disciplined coding practices and experience with code reviews and pull requests.
  • Proficiency in cloud environments, preferably AWS.