As an independent owner of critical ML subsystems, you'll build the core ML systems behind a proactive, long-horizon AI product — from data preparation through training, evaluation, and production inference.
Responsibilities
- ▹Build core ML systems that power a proactive, long-horizon AI product
- ▹Own work end-to-end: data preparation, training, evaluation, inference, and iteration
- ▹Turn research ideas into working systems that run reliably in production
- ▹Debug model failures and system issues using real production signals
- ▹Iterate quickly: ship, measure outcomes, refine, and repeat
- ▹Collaborate closely with research, product, and engineering to deliver real user impact
- ▹Mentor and review work from other ML engineers through example and technical judgment
- ▹Work under real production constraints: latency, cost, reliability, and safety
Requirements
- ▹Track record of building and shipping ML systems used by real users
- ▹Understanding of how modern ML models behave — and misbehave — in production
- ▹Strong, production-quality code and systems thinking, not just scripts
- ▹Ownership mentality, independent work, ability to push work to completion
- ▹Fast learner, clear communicator, improves through iteration
- ▹Tech stack: Python, PyTorch/JAX, GPU-based training and inference systems
Soft skills
Independent ownership of ambiguous, complex problemsMentorship mindset and technical guidanceFast-paced, collaborative teamworkBalances shipping quality work with continuous learning
About the company
A1's mission is to build a proactive smart assistant for everyday users, bringing intelligence to conversations, errands, and workflows with minimal prompting. The product is built around reliable long-running workflows, persistent context, and real-world task completion, aiming to cut users' daily task time by roughly 90%.
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