Experiences
My professional journey and work experiences
Jun 2025 - May 2026
AI Research Intern
Amber Group
- Productionized a Text-to-SQL agent using LangGraph, FastAPI, LangFuse and Qwen3-Next-80B-A3B to query PostgreSQL databases, reducing data retrieval time from 12 hours to under 10 seconds with 95% accuracy.
- 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.
- Post-trained Qwen2.5-series models via SFT and Agentic-RL (GRPO, PPO) using PyTorch, verl, and DeepSpeed across an multi-GPU cluster, improving trading platform interaction by 25% and reducing inference costs.
Jun 2024 - Aug 2024
Research Analyst
Rivermap Limited
- Enabled quantitative investment strategies by a distributed NLP extraction pipeline using Ray and YOLOv8 to parse 100,000+ unstructured financial reports, utilizing Llama 3.1 to structure revenue tables with 83% accuracy.
- Constructed a financial knowledge graph from unstructured text using NetworkX, applying PageRank and Louvain algorithms to accelerate quantitative research signal generation by 52%.
- 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
- Built a full-stack GenAI application using React.js, Flask, and the OpenAI API to automate funding proposal creation, reducing generation time by 65%.
- Implemented a Zero-Shot QA entity extraction pipeline for lending reports using Hugging Face Transformers, achieving 94% accuracy to accelerate downstream quantitative analysis.
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.