AI Engineer – Agent Learning & Evaluation
Confidential Career Solutions
وصف الوظيفة
About the role
We are building an enterprise AI platform where AI agents operate business applications through their user interface, just like a human would. As an AI Engineer you will own the learning mechanisms that keep agents up‑to‑date and the evaluation framework that proves their reliability before deployment.
Key responsibilities
- Design and implement methods for agents to learn applications from human demonstrations and self‑exploration, converting knowledge into reusable playbooks.
- Represent agent knowledge as structured data such as knowledge graphs of screens, actions, and data.
- Build simulated and recorded environments for safe agent practice and testing.
- Develop self‑correction capabilities to detect application changes and update agent knowledge without breaking production tasks.
- Create an evaluation framework with task suites, success metrics, LLM‑as‑judge calibration, regression testing, and online reliability monitoring.
- Improve agent performance via prompt/program optimisation, fine‑tuning, or reinforcement learning where beneficial.
- Collaborate closely with the AI Engineer – Agent Harness and mentor senior engineers on evaluation best practices.
Required profile
- 10+ years of software engineering experience, including at least 2 years building LLM‑powered applications.
- Proven experience designing and running rigorous evaluations for LLM or agent systems.
- Strong Python programming skills and comfort with statistics and experimental design.
- Demonstrated technical leadership: architecture decisions, mentoring, and raising engineering standards.
Required skills
- Python
- Transformer architecture
- Fine‑tuning and reinforcement learning for LLMs
- Graph databases (e.g., Neo4j, Memgraph)
- Agent memory and learning from demonstration
- Recorded browser session handling (HAR/WARC, rrweb)
- LLM‑as‑judge evaluation tools (e.g., Langfuse, Arize Phoenix)
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Confidential Career Solutions
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