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Job · Mid-level

LLM Application Engineer

Other • Mid-level • Remote • Full-time • Sweden Sweden

Build the intelligence layer powering A1's AI experiences by designing agent workflows, improving model behavior, and turning AI capabilities into reliable user experiences.

Responsibilities

  • ▹Build and ship LLM-powered applications and AI agent workflows
  • ▹Design systems for reasoning, planning, memory, tool use, and multi-step execution
  • ▹Build reliable orchestration pipelines turning probabilistic model outputs into predictable, observable, safe actions
  • ▹Integrate LLMs with APIs, databases, search, internal services, and external tools
  • ▹Develop prompting, context engineering, structured outputs, and tool-calling techniques
  • ▹Build evaluation frameworks and datasets to measure AI quality, reliability, and regressions
  • ▹Debug AI systems across the stack, from model behavior and prompts to orchestration and product UX
  • ▹Optimize AI systems for quality, latency, and cost
  • ▹Work closely with product and engineering teams
  • ▹Establish production practices for observability, tracing, and experimentation

Requirements

  • ▹Strong software engineering fundamentals, experience building AI-powered applications
  • ▹Hands-on experience with LLMs, generative AI, or agent-based systems
  • ▹Experience designing prompts, workflows, evaluations, or AI behavior
  • ▹Ability to write clean, production-quality code
  • ▹Comfortable working across abstraction layers (model to system to product)
  • ▹Strong problem-solving in ambiguous, fast-moving environments

Nice to have

  • ▹Python
  • ▹LLM APIs and model providers, including OpenAI-compatible APIs and open-weight models
  • ▹Agent frameworks and orchestration systems
  • ▹Vector databases and retrieval systems
  • ▹Backend services, APIs, distributed systems
  • ▹PyTorch / JAX

Soft skills

Bias toward shipping and iterationCollaboration with product teamsProblem-solving under ambiguity

About the company

A1 (Bjak) is building a proactive AI assistant for everyday users, aiming to bring intelligence to conversations, errands, organizing, and workflows with minimal prompting.

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