AI Automation Architect: Self-Healing Agents Studio

Jobtailor; Dublin; On-site; EUR 70,000 - 110,000; Full time

Job summary

Jobtailor is seeking a skilled AI automation engineer to map and automate complex business processes. You will architect, build, and integrate autonomous AI agents into our existing suite, primarily using Python and Pydantic AI, with n8n for orchestration.

You will design robust, measurable evaluations of agent performance, ensure system observability via Langfuse, and implement resilient failure handling and human escalation where needed.

Qualifications

• Deep, practical command of LLM behavior, including prompt design, tool and function calling, structured outputs, context management, failure modes, and model selection.
• Strong Python skills and ability to write maintainable code.
• Ability to quickly understand unfamiliar business processes and identify what can be automated.
• Familiarity with deployment processes and CI/CD pipelines is beneficial.

Responsibilities

• Map manual business processes with function owners and decompose them into automatable steps.
• Architect, plan, build, and integrate AI agents into Arbitr's existing agent suite.
• Build automations and AI agents using Python, mainly Pydantic AI, and n8n.
• Integrate agents with MCP tools built by tool developers.
• Create evaluations measuring agent accuracy, cost, and latency.
• Instrument agents with Langfuse tracing.
• Design failure handling, including autonomy boundaries and graceful degradation during outages.
• Keep prompts, payloads, and system instructions model-agnostic to enable provider changes.
• Hand over deployment requirements to IT & Infrastructure without owning deployment or operations.
• Remove high-value manual work across Production, Sales, Marketing, Finance, HR, and Customer Success

Skills

Python programming

AI agent integration

LLM behavior understanding

Automation of business processes

Observability & tracing

Tools

Pydantic AI

n8n

Langfuse

MCP Tools

CI/CD pipelines

Job description

Jobtailor is seeking a skilled AI automation engineer to map and automate complex business processes. You will architect, build, and integrate autonomous AI agents into our existing suite, primarily using Python and Pydantic AI, with n8n for orchestration.

You will design robust, measurable evaluations of agent performance, ensure system observability via Langfuse, and implement resilient failure handling and human escalation where needed.