A
Posted 13 hours ago
VP of Research, Machine Learning
A1VP of Research, Machine Learning
Requirements
Experience building production ML systems, Strong technical judgment, Builder's mindset, High ownership mentality
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 high-reliability systems capable of multi-step reasoning and real-world task completion for billions of users.
Responsibilities
- Set and evolve the research direction for core intelligence, including context representation, memory, reasoning, planning, and orchestration
- Decide between designing new model architectures versus leveraging frontier open-source or commercial models
- Define evaluation frameworks measuring real-world usefulness, robustness, safety, and long-term behavior
- Own alignment, safety, and guardrail strategy as first-class product concerns
- Guide exploration of frontier techniques such as retrieval-augmented training, mixture-of-experts, distillation, multi-agent orchestration, and multimodal systems
- Shape early product intelligence direction in partnership with product and application engineering
- Set the technical bar for research rigor, judgment, and taste across the organization
Requirements
- Deep experience building or evolving real machine learning systems used in production
- Strong technical judgment regarding model behavior, failure modes, and long-horizon trade-offs
- A builder’s mindset focused on real-world systems
- Ability to make high-impact decisions with incomplete information
- Obsession with evaluation, correctness, and long-term system behavior
- High ownership mentality with a founder-like approach to operations
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A1 · Singapore
