finder

**Job Target: Senior LLM / Agent Development Engineer (Remote)**

I am a developer specializing in large language model applications and multi-agent system architecture, with full-stack engineering capabilities to transform cutting-edge AI research into stable, high-performance products. I am seeking a **technically-driven, forward-challenging remote team** dedicated to solving core problems of LLMs and agents in real-world scenarios.

**I. Core Technical Stack & Capabilities**

**1. LLM Application & Agent Development:**
*   **Multi-Agent Frameworks:** Possess extensive experience in architecting and implementing multi-agent systems for production, with proficiency in:
    *   **CrewAI:** Skilled in building highly collaborative agent teams based on "role" division for automating workflows (e.g., content creation, market analysis).
    *   **AutoGen:** Expert in "conversation"-centric agent collaboration models, capable of designing and implementing complex multi-agent conversational systems, particularly suited for code generation and debugging scenarios.
    *   **LangGraph:** Deep understanding of its state-machine-based orchestration philosophy, enabling the construction of sophisticated workflows involving complex cycles, conditional logic, and persistent state.
    *   **CAMEL / Swarm Frameworks:** Familiar with their mechanisms for AI society simulation and decentralized collaboration, maintaining a comprehensive view of the multi-agent ecosystem.
*   **Core Component Development:**
    *   **RAG:** Proficient in end-to-end optimization from text chunking and embedding to retrieval. Skilled in using vector databases like **Chroma**, **Pinecone**, and **Weaviate**, and applying **rerank** models to enhance retrieval accuracy.
    *   **Agent Reasoning:** Deeply understand and practically apply reasoning frameworks like **ReAct**, **CoT**, and **ToT** to effectively improve agent planning and decision-making capabilities.
    *   **Tool Use:** Proficient in utilizing technologies like **OpenAI Function Calling** to enable agents to safely and reliably call external APIs, query databases, and execute code.

**2. Engineering & Full-Stack Perspective:**
*   **Programming Languages:** Proficient in **Python**, with experience building high-performance backend services using **FastAPI**/**Flask**.
*   **Model Layer:** Deep hands-on experience with closed-source model APIs like **GPT-4** and **Claude**, coupled with practical experience in local deployment, fine-tuning (**LoRA**), and inference optimization of open-source models like **Llama** and **Qwen**.
*   **Ops & Monitoring:** Skilled in containerized deployment using **Docker** and adept at leveraging tools like **LangSmith** for building observability, debugging, and performance evaluation of agent chains.

**3. Effective Remote Collaboration:**
*   Experienced in mature remote work practices, proficient in **Git** collaboration and **Agile** development methodologies, and skilled in efficient asynchronous communication via tools like **Slack** and **Notion**.
*   Possess strong self-motivation and a sense of project ownership. Capable of working independently on modules within a distributed team and driving projects forward through clear technical documentation and design docs.

**II. My Value & Expectations**

I am not merely content with calling APIs; I am eager to delve into the underlying technology to design and implement intelligent systems capable of autonomously achieving complex goals and possessing continuous learning abilities. I expect to join a team that shares a deep respect for technology, to jointly tackle ambitious challenges, such as:

*   Building "brain"-level virtual employees capable of replacing entire workflows.
*   Exploring cutting-edge applications of multi-agent systems in complex decision-making, simulation, and scientific research.
*   Creating industry-leading, highly reliable AI-Native products.

I am confident that my technical depth, engineering mindset, and proven remote collaboration skills can bring immediate and significant value to your team.