A
Posted 14 hours ago
Technical Lead, Machine Learning
A1Technical Lead, Machine Learning
Requirements
Experience shipping real ML systems, Proficiency in Python, Experience with PyTorch or JAX, Knowledge of LoRA, QLoRA, SFT, and DPO, GPU optimization experience
Skills
PythonPyTorchMachine Learning
About the role
About the Company
A1 is building a proactive smart assistant for everyday users to bring intelligence to conversations, errands, organizing, and workflows. The mission is to create an AI-native experience that handles multi-step reasoning and real-world task completion with high reliability.
Responsibilities
- Own end-to-end ML system execution including data pipelines, training workflows, evaluation systems, and inference architecture
- Fine-tune and adapt models using methods such as LoRA, QLoRA, SFT, DPO, and distillation
- Architect and operate scalable inference systems balancing latency, cost, and reliability
- Design and maintain data systems for high-quality synthetic and real-world training data
- Implement evaluation pipelines covering performance, robustness, safety, and bias
- Own production deployment including GPU optimization, memory efficiency, and scaling policies
- Collaborate with application engineering to integrate ML systems into backend, mobile, and desktop products
Requirements
- Experience building or shipping real ML systems used in production
- Proficiency with large models and understanding their failure modes
- Ability to write strong, production-grade code
- Experience with Python, PyTorch, or JAX
- Experience with GPU-based training and inference systems
- Self-directed and pragmatic approach to ownership and outcomes
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A1 · Seoul
