Job Description
We are seeking a skilled professional to develop and enhance intelligent dialogue systems. The role involves designing sustainable and iterative conversational AI solutions that improve user interactions across various scenarios.
Key Responsibilities
- Build sustainable and iterable intelligent dialogue systems.
- Develop multi-turn dialogue management and context understanding modules to enhance interaction effectiveness in complex scenarios.
- Establish user profiling and memory mechanisms to support personalized recommendations and differentiated services.
- Design collaborative reasoning architectures between large and lightweight models to balance performance and cost.
- Develop intelligent applications and plugins using the Dify platform to promote modularization and rapid iteration.
- Integrate and optimize mainstream large language models (e.g., GPT-5, Claude, DeepSeek) to enhance system intelligence.
- Deploy medium- and small-scale models in edge computing and resource-constrained environments to ensure inference efficiency.
- Advance multimodal interactions covering text, voice, and image inputs/outputs.
Job Requirements
- Proficiency in conversational memory mechanisms and context management (e.g., long/short-term memory, RAG) to support complex dialogue scenarios.
- Experience with the Dify platform for application development and workflow orchestration, with modular design capabilities.
- Hands-on experience with large language model APIs, fine-tuning, and multimodal integration.
- Expertise in prompt design and context engineering, applying few-shot and chain-of-thought reasoning methods.
- Experience optimizing and deploying medium- and small-scale models.
- Understanding of communication protocols like MCP and A2A for cross-system integration.
- Familiarity with RESTful/GraphQL API design, microservices architecture, and containerized deployment.
- Experience in high-concurrency architecture optimization, system monitoring, and resource scheduling.
- Technical stack proficiency: LangChain, Transformers, Milvus, Dify, Python (FastAPI), PostgreSQL, Redis, Kafka, Docker/Kubernetes.
- Minimum 3 years of development experience with independent project delivery capability.
- Prior experience in intelligent dialogue systems or AI customer service development.
- Strong Python skills with distributed and high-concurrency system architecture experience.
- Experience delivering and maintaining large-scale intelligent customer service or dialogue systems with high availability.
Benefits
Salary and benefits will be discussed during the interview process.
