Forward‑Deployed AI Engineer
2 tygodni temu
- Engaging directly with users - observing their workflows, understanding current processes, constraints, and desired improvements.
- Defining measurable hypotheses and KPIs such as precision/recall, false-positive reduction, turnaround time, coverage, and cost efficiency.
- Designing decision pipelines combining LLMs, retrieval systems/RAG, classic ML components, and lightweight rules - all with auditability and explainability in mind.
- Prototyping fast - from notebooks to small APIs/services - and validating results on real datasets.
- Preparing evaluation datasets and scoring rubrics including offline tests, side-by-side comparisons, sanity checks, and guardrails.
- Presenting outcomes to business leaders and proposing rollout strategies (pilot → production-lite → full deployment).
- Driving internal innovation, sharing findings, mentoring peers, and promoting effective AI practices across the company.
- Strong communication and problem-solving skills; ability to explain risks to non-technical stakeholders.
- Practical experience with LLMs & ML:
- RAG, prompting, tool-calling
- classification / ranking / deduplication
- fundamentals of evaluation & experimentation
- Python + SQL sufficient to build and maintain working prototypes.
- Polish & English fluency for user conversations and write-ups.
- Curiosity, solid fundamentals, and a habit of delivering meaningful outcomes.
- 2–3 examples of delivered AI/ML solutions with measurable KPI improvement (expected for Mid; nice-to-have for Junior).
- Experience in investigations, trust & safety, fraud, risk, audit, or other complex decision workflows.
- Graphs/ER: entity resolution, link analysis, pattern-of-life.
- Light engineering: FastAPI, Docker (K8s/CI/CD/Terraform not required).
- Junior: – PLN net (B2B)
- Mid: – PLN net (B2B)
- Full autonomy and end-to-end ownership.
- Impact-focused engineering — outcomes over stack.
- Real users, real data, real decisions.
- Remote forever — no offices, ever.
- Direct work with the CTO, high visibility, real influence on key decisions.
- Long-term cooperation with no end date.
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