PLATA
AI Engineer Middle+ / Senior [Financial Assistant]
Remote Senior $4.7k–$12.8k/moest.
Summary
Plata is building an intelligent Financial Assistant team that helps users manage finances and interact with financial products using AI systems. We're looking for a Middle+/Senior AI Engineer to design and maintain advanced LLM-powered solutions in a regulated, customer-facing environment where accuracy and trust are critical.
What you'll do
- Work with agentic architectures including tool use, multi-step reasoning, orchestration, and failure recovery
- Design and maintain evaluation infrastructure with offline test suites, golden datasets, and regression harnesses
- Develop advanced prompts and set up RAG-oriented data sources for efficient retrieval and accuracy validation
- Implement safety systems including hallucination detection, refusal strategies, and factual grounding
- Run online and offline experiments (canary, A/B testing) to validate improvements to user outcomes
- Own observability and monitoring: trace LLM calls, detect quality drift, track latency and cost per session in production
- Collaborate with backend engineers and product teams to ship reliable improvements and maintain production health
Requirements
- Strong classical ML fundamentals with deep understanding of how models work internally
- Strong evaluation mindset and experience designing measurement systems before implementation
- Hands-on experience with search and retrieval systems (dense/sparse/hybrid, reranking, query understanding)
- Practical experience with agentic architectures, tool use, orchestration, and failure recovery
- Safety-first thinking with expertise in guardrails, content policies, and graceful degradation
- Production ML ownership experience including observability, latency budgets, cost tracking, and regression detection
- Expert-level Python proficiency with language and framework-agnostic mindset
- Familiarity with open-source RAG tools and evaluation frameworks
- Excellent communication skills for explaining complex concepts to diverse stakeholders
- B1 or higher English level for international team communication
Conditions
Bonus Skills:
- Previous experience delivering business-critical ML/AI applications for customer-facing products
- Fine-tuning or distillation of LLMs for production use cases
- Experience deploying open-source models (Llama, Mistral) in private/on-premise environments
- Experience in fintech, banking, or regulated domains