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Job
Member of Technical Staff, Machine Learning
AI / ML Engineer
• Remote
• Full-time
• 📍 Ireland
Builds core ML components on real production systems from day one, developing systems judgment through shipping, debugging, and iterating on real-world ML.
Responsibilities
- ▹Build and improve ML components across data, training, evaluation, and inference
- ▹Fine-tune and adapt models as part of larger production systems
- ▹Implement evaluation and testing to understand model behavior
- ▹Help build and maintain data pipelines for real-world and synthetic data
- ▹Debug model issues, performance problems, and production incidents
- ▹Ship improvements iteratively and learn from real user feedback
- ▹Work closely with senior ML engineers and product teams
- ▹Work under real production constraints: latency, cost, reliability, and safety
Requirements
- ▹Strong foundations in machine learning and modern neural architectures
- ▹Some hands-on experience training, fine-tuning, or deploying ML models
- ▹Comfortable writing production-quality code and learning new tools quickly
- ▹Curious, coachable, and eager to learn from real systems in production
- ▹Able to work through ambiguity with guidance and grow ownership over time
- ▹Bias toward shipping, iteration, and continuous improvement
Soft skills
Curiosity and coachabilityGrowing ownership and independenceCollaboration with senior engineers and product teamsShipping- and iteration-oriented mindset
About the company
A1's mission is to build a proactive smart assistant for everyday users, bringing intelligence to conversations, errands, organizing, and workflows with minimal prompting. The product focuses on reliability for long-running workflows, persistent context, and real-world task completion, aiming to reduce users' time on daily tasks by about 90%. The team is small, high-talent-density, makes decisions collectively, and moves fast.
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