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Applied AI Engineer

AI / ML Engineer • Remote • Vollzeit • 📍 Ireland

An Applied AI Engineer role turning model capabilities into real product behavior — from shaping model behavior, through building the surrounding systems, to ensuring production reliability.

Responsibilities

  • Build and ship AI features end-to-end (model → system → user experience)
  • Design and iterate on prompts, tools, memory, and agent workflows
  • Turn raw model outputs into structured, reliable, and predictable behaviors
  • Debug issues across the full stack (model, orchestration, infra, UX)
  • Optimize for latency, cost, and production reliability
  • Develop lightweight evaluation frameworks to measure real-world performance
  • Work closely with product and engineering to translate ambiguous problems into working systems

Requirements

  • Strong foundation in machine learning and modern neural network architectures
  • Hands-on experience with training, fine-tuning, or deploying ML models
  • Ability to write clean, production-quality code
  • Comfort working across abstraction layers (model → infra → product)
  • Strong problem-solving skills in ambiguous, fast-moving environments
  • Bias toward shipping, iteration, and continuous improvement

Soft skills

Structured thinking and independent judgmentClose collaboration with engineering, product, and research teamsCommitment to measurable, real-world improvement

About the company

The company (A1) is building 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 cut users' daily task time by roughly 90%. The team is small, high-talent-density, and hands-on, making decisions collectively and moving at rapid speed.

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