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Описание вакансии
Текст:
TL;DR
AI Backend Engineer (Web3): Developing agent runtimes, intent routing, and RAG systems for a global blockchain ecosystem with an accent on tool orchestration and evaluation. Focus on optimizing tool-call efficiency, building evaluation datasets, and ensuring system observability in a production LLM-app stack.
Location: Hong Kong (Work-from-home arrangement possible)
Company
Binance is a leading global blockchain ecosystem and the world’s largest cryptocurrency exchange by trading volume and registered users.
What you will do
- Build and improve agent runtime components including intent routing, query rewrite, and RAG/FAQ answering.
- Extend and optimize the Tool Server for web search, market data, and report APIs.
- Create evaluation datasets and harnesses to measure routing accuracy and answer quality.
- Implement observability via traces, metrics, and logging using Opik and Pinpoint.
- Fix pipeline bugs and write integration tests with mock-LLM cassette replay.
Requirements
- Current university student or recent graduate.
- Strong Python skills and clean coding habits within a CI/CD environment.
- Basic understanding of LLM applications, prompting, RAG, and tool calling.
- Ability to debug across asynchronous services and write robust tests.
- Availability for a sustained 3-6 month internship.
Nice to have
- Experience with AgentScope, LangChain, or LlamaIndex.
- Familiarity with vector search, embeddings, or LLM observability frameworks.
- Exposure to Kafka, Redis, S3, Docker, or Kubernetes.
- Interest in prompt-attack defense and latency/cost optimization.
Culture & Benefits
- Opportunity to ship real features into a production AI agent used across the app.
- Mentorship from senior Backend, Data Science, and Algorithm engineers.
- Hands-on experience with a modern LLM-app stack including RAG and LLMOps.
- Competitive salary and company benefits.
- Flexible work-from-home arrangements depending on the business team.
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