Experiences
My professional journey and work experiences
Jun 2025 - Jan 2026
AI Research Intern
Amber Group
- Accelerated data-driven decisions by engineering a Text-to-SQL system using LangGraph that cut data retrieval times from 0.5 day to under 10s, achieving 95% accuracy and empowering users with immediate data access.
- Slashed smart contract audit time from 2 days to just 15 mins by building a proprietary audit framework with LangGraph, saving over 95% in labor costs while maintaining 93.66% accuracy.
- Enhanced trading platform interaction by 25% by post-training LLMs with SFT and Agentic-RL, leading to a more intuitive user experience and a significant reduction in operational costs from expensive models.
Jun 2024 - Aug 2024
Research Analyst
Rivermap Limited
- Enabled quantitative investment strategies by building an NLP extraction system that automated data collection from 100,000+ unstructured financial reports with 83% accuracy.
- Sped up company-wide quantitative research by 52% through the design of a custom knowledge graph using NetworkX, providing instant access to interconnected business and relationship data.
- Collaborated with cross-functional teams to design and implement data extraction workflows to streamline business operations.
Jun 2023 - Aug 2023
AI R&D Intern
Optix Solutions Limited
- Reduced funding proposal generation time by 65% by developing a full-stack GenAI writing product with React.js, enabling clients to pursue more growth opportunities.
- Saved significant time and cost in quantitative analysis by implementing an NLP entity extraction system for lending reports, achieving 94% accuracy to provide immediate business insights.
Apr 2023 - May 2024
System Engineer
Azeus Systems Limited
- Architected, maintained, and supported complex system and network infrastructures.
- Administered operating systems, managed server configurations, and oversaw Oracle database server operations.