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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

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