AI Solution Architect
User Experience Researchers Pte.- Location
- Singapore
- Workplace
- —
- Employment
- Full Time
- Salary
- —
Posted 1mo ago
We are looking for a pragmatic and results-driven AI Solutions Architect to lead the integration of Generative AI and advanced automation into our department's workflows. Unlike a research-heavy role, this position focuses on the Application Layer: building high-impact tools for intelligent market analysis, automating complex decision-making processes, and architecting the roadmap for our AI evolution. You will be the bridge between cutting-edge LLM capabilities and practical business efficiency, starting as a key individual contributor with the potential to shape our future AI strategy.
Key Responsibilities
- Intelligent Analysis Systems: Design and deploy RAG (Retrieval-Augmented Generation) frameworks to transform internal reports, market news, and unstructured data into actionable insights for the trading and risk teams.
- Workflow Automation: Develop AI Agents and autonomous workflows to streamline repetitive high-value tasks, moving from manual processes to "human-in-the-loop" automated systems.
- AI Application Development: Build and maintain the middleware/orchestration layer (using frameworks like LangChain or LlamaIndex) to connect LLMs with our internal databases and APIs.
- Model Optimization: Evaluate and implement fine-tuning strategies for open-source models (e.g., Llama 3, DeepSeek) when off-the-shelf APIs do not meet specific accuracy or privacy requirements.
- Strategic Roadmap: Develop a technical AI roadmap that identifies high-ROI opportunities within the department and outlines the transition from pilot projects to scalable production systems.
Technical Qualifications
- Core AI Engineering: 3+ years of experience in AI application development with a strong focus on Large Language Models (LLMs) and Natural Language Processing (NLP).
- The Orchestration Stack: Proficiency in Python and deep experience with orchestration frameworks such as LangChain, LlamaIndex, or Haystack.
- Automation Mastery: Proven track record of building Agentic Workflows (e.g., AutoGPT, CrewAI) and integrating them into production environments.
- Data & Infrastructure: Familiarity with Vector Databases (e.g., Pinecone, Milvus, Weaviate) and experience handling API integrations (RESTful, GraphQL).
- Model Layer (Bonus): Practical experience in Parameter-Efficient Fine-Tuning (PEFT/LoRA) and local model deployment (Ollama, vLLM).
Preferred Attributes
- Strategic Thinking: Ability to distinguish between AI "hype" and actual business value, prioritizing projects based on feasibility and impact.
- Collaborative Mindset: Effective at working across teams (IT, Risk, Trading) to understand domain-specific pain points.
- Self-Starter: Comfortable working independently to build prototypes while maintaining a vision for long-term scalability.
Skills
- Generative AI
- LLM
- Retrieval-Augmented Generation
- LangChain
- LlamaIndex
- Llama
- NLP
- Python
- Haystack
- CrewAI
- Vector Databases
- Pinecone
- Milvus
- Weaviate
- GraphQL
- Ollama
- vLLM
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