I will architect an enterprise multimodal rag agent system

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james_sue
Jiawei Su

About this gig

Leveraging a Ph.D. in AI and over 8 years of applied research and commercial engineering experience, this service focuses on designing customized RAG agent systems capable of processing complex multimodal data, while strictly optimizing for computational efficiency and minimal viable product cost.


Project Delivery

Feasibility Assessment & Model Selection: Objective technical evaluation of business requirements. Identification of the optimal foundation models and application frameworks to minimize API and compute costs without sacrificing core performance.


Architecture & Workflow Optimization: Designing decoupled, robust agent workflows. Implementing precise serial and parallel processing strategies at the pipeline level to optimize system latency and throughput.


Cost-Optimized MVP Validation: Rapid prototyping of the core agent loop to validate business logic and technical feasibility at the lowest possible expenditure.


Commercial Deployment: Scaling the validated MVP into a production-ready application with strict output validation, error handling, and structured data extraction.

Get to know Jiawei Su

Jiawei Su

AI Architect

  • FromChina
  • Member sinceMar 2026
  • Languages

    English, Chinese, Japanese
AI architect Rich experience of developing customized Agents and RAGs/Multi-modal document retireval/Agent memory optimization/Fine-tuning/Vision language model/Geospatial foundation model etc. ⭐ Ph.D. in AI research. ⭐ Top-Tier R&D & Industry Experience (Fujitsu, KDDI, NTT) ⭐ Tech Lead positions driving AI application deployment at multiple SMEs. ⭐ First author of a globally recognized paper on AI security (Top journal, featured by BBC News & The Register, 3500+ citations). ⭐ Trilingual (EN/JP/CN) independent AI Consultant focused on pragmatic, cost-effective solution.

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