# Nicoll Curtin (client undisclosed) — Senior AI Engineer

| Field | Value |
|---|---|
| **Date found** | 2026-05-29 |
| **Company** | Nicoll Curtin (client undisclosed) |
| **Role** | Senior AI Engineer |
| **Location** | Ireland — fully remote |
| **Salary** | Undisclosed |
| **Job URL** | https://www.linkedin.com/jobs/view/4413321854/ |
| **Status** | New |

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## Company Research

Recruiting agency — client undisclosed.

Nicoll Curtin describes the client as "a fast-growing technology company building next-generation AI products focused on intelligent automation, large-scale data processing, and enterprise AI solutions."

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## Job Summary

**What they do:** Fast-growing AI product company building production-grade intelligent automation and enterprise AI solutions (client identity undisclosed).

**The role:** Senior AI Engineer (IC), building production LLM systems, AI agents, and evaluation frameworks at scale.

**Core work:**
- Build production AI/LLM systems and AI agents end-to-end
- Develop ML pipelines for structured and unstructured data
- Design evaluation, benchmarking, and observability frameworks for AI systems

**Stack:** Python · PyTorch · TensorFlow · LLMs · GenAI · NLP · RAG · Vector Databases · AWS · Kubernetes · MLOps

**Work style:** Fully remote across Ireland. Stamp 4 / EU passport required.

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## Score: 78%

| Dimension | Score | Justification |
|---|---|---|
| Agentic AI depth (25%) | 65% | AI agents and production LLM systems explicitly mentioned; intelligent automation focus — solid but no specific agentic orchestration framework named |
| Tech fit (25%) | 75% | Strong stack overlap: Python, LLMs, RAG, Vector DBs, NLP, PyTorch, AWS, Kubernetes — core Luca match |
| Remote fit (25%) | 100% | Fully remote Ireland |
| Company culture fit (15%) | 65% | Described as "fast-growing" AI product company — promising signals, but client is anonymous so can't fully verify culture |
| IC/leadership balance (10%) | 80% | Senior IC engineer role, hands-on building |
| **Final (weighted)** | **78%** | |

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## Strengths

- Fully remote Ireland — ideal location fit
- Production AI/LLM systems and AI agents are core, not peripheral
- Stack alignment: Python, RAG, Vector DBs, NLP, LLMs matches Luca's profile closely
- "Multiple senior-level positions" suggests active hiring — higher probability of placement

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## Weaknesses & Risks

- Client company is anonymous — culture, domain, and actual product unknown until screened
- 1 week old — may already have strong candidate pipeline
- Salary undisclosed — ⚠️ needs verification before advanced stages
- No specific agentic frameworks (LangGraph, LangChain, CrewAI) mentioned in JD

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## Suggestions

- Request client identity early in screening — key differentiator for fit assessment
- Emphasise Fenergo agentic pipeline and multi-agent classification system (matches "production AI agents" requirement)
- Highlight RAG + vector database experience explicitly
- Verify salary aligns with €110k+ floor before investing in full process

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## Interview Tracker

| Stage | Date | Notes |
|---|---|---|
| Applied | | |
| Recruiter screen | | |
| Technical interview | | |
| Final round | | |
| Offer / Outcome | | |