I'm Turar — entrepreneur and engineer

I love building products. I architect full-stack AI solutions that deliver measurable impact.

My products

GetLockedIn

AI Productivity Extension

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AI Trader

Multi-Agent Trading System

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▶ Education

MSc in Finance (FinTech and Financial Analytics) IPS Scholar | CGPA: 3.87/4.00 (Distinction Track)

Hong Kong Baptist University Sep 2025 – Jun 2026

Relevant Courses: FinTech, Digital Transformation and Web 3.0, Machine Learning for Financial Market Modelling and Analysis, Corporate Finance, Investment Management and Alternative Finance, Financial Computing with Python, Blockchain Engineering and Virtual Assets, Financial Derivatives and Risk Management, Cybersecurity and Privacy for Financial Technology

BSc (Hons) in Data Science First Class Honours | CGPA: 3.66/4.00

Lingnan University Sep 2021 – May 2025

Relevant Courses: Machine Learning, Data Mining, Introduction to Artificial Intelligence, Databases & Data Warehouses, Data Structures & Object-oriented Programming, Probability and Statistics (I & II), Linear Algebra, Calculus, Stochastic Processes, Applied Econometrics, Financial Accounting, Marketing Analytics, Operations Simulation and Decision Analysis, Quantitative Decision Making

▶ Experience

Tech Lead — Ringbook, Hong Kong SAR

Mar 2026 – Present

Built a production Model Context Protocol (MCP) server exposing 27 tools for ledger queries and accounting workflows, secured with OAuth 2.1, organization-level RBAC and audit trails.
Developed embedding-based RAG document search and AI workflows for journal generation, semantic document matching and bank reconciliation, incorporating PII redaction, human review and financial accuracy guardrails.

AI Engineer & Founder — Thrive AI Limited, Hong Kong SAR

Jul 2025 – Present

Founded Thrive AI Limited, secured HKD 150,000 in grants and launched 5 applications serving 200+ users worldwide.
Built Thrive AI Platform with pgvector retrieval and multi-model LLM inference, assembling journal entries, insights and chat history into model context for personalized, multi-turn conversations; integrated Web Speech API transcription.

AI Engineer Intern — Fill Easy, Hong Kong SAR

Dec 2025 – Mar 2026

Built a DynamoDB-backed prompt evaluation framework for KYC document extraction, supporting an improvement in extraction accuracy from 70% to 96%.
Developed multi-region agentic AI system with tool-use capabilities for automated company registry due diligence, now serving enterprise clients including UBS, HSBC, and major insurers.

AI & Coding Instructor — Preface, Hong Kong SAR

Jan 2025 – Present

Deliver AI Literacy and Data Science curricula for secondary students, covering No-code/Prompt Engineering/Creative Media and Python/Data Research/Vibe Coding/AI Web Development.

AI Developer Intern — ixFintech, Hong Kong SAR

Feb 2025 – May 2025

Led end-to-end project management and developed an AI-powered newsletter creation platform using LangChain, LLM APIs, MongoDB, and React, deployed using Vercel cutting content production time by 40%.

Data Scientist Intern — Oxbridge Economics, Hong Kong SAR

Jun 2024 – Aug 2024

Optimized a complex Bayesian model using PyMC3, reducing runtime from 8 hours to 40 minutes, significantly enhancing computational efficiency.
Implemented advanced named entity recognition (NER) models using spaCy in FinFast, the company's platform, improving financial information retrieval accuracy by 30% leading to enhanced user satisfaction and efficiency.

AI Research Analyst Intern — Soqqle, Hong Kong SAR

May 2023 – Jul 2023

Enhanced user engagement through the integration of advanced generative AI into Unity-based metaverse educational products, using Python and LangChain for immersive experiences.
Increased adoption of AI-driven educational tools by synthesizing and applying insights from the latest ML research on Large Language Models and deep learning techniques, contributing to strategic product improvements and innovations.

Data Analyst Intern — Uncommon Good, Claremont, California, United States

Aug 2022 – Dec 2022

Developed a Salesforce-based database for tracking 9 crop properties, enhancing operational efficiency and data accessibility by 25% for the NGO in Los Angeles County.
Boosted workflow efficiency and data accuracy by 30% through Excel automation (Pivot Tables, VLOOKUP) and Led an initiative delivering educational and nutritional aid to 15+ low-income families, boosting community engagement.

Software Developer — Atomic Knowledge Proof, Hong Kong SAR

Jun 2022 – Aug 2022

Improved system performance and user satisfaction by addressing complex technical challenges with innovative web development solutions and helped with strategic development of the product.
Created a high-profile front-end application for the Fintech Olympiad 2022, boosting participation to 121 students from 15 universities, forming 32 teams.

▶ Projects

Multi-Agent AI Trading System

Feb 2026 – Present · Python, LangChain, FastMCP, AsyncIO

Co-developed and deployed an automated LLM trading system in Docker on AWS EC2 with a 4-person team, trading HKD 60,000 of real capital through Webull.
Integrated Alpha Vantage API ingestion with deterministic position and allocation limits and stale-price checks; recorded only broker-confirmed fills in the ledger and published holdings and decision rationale.

View live dashboard →

▶ Achievements

Grants, Scholarships & Awards

Hong Kong Baptist University International Postgraduate Scholarship ($418,000 HKD)
Excellent Academic Performance Award 2026, Hong Kong Baptist University
Lingnan University Non-local Student Full Scholarship ($680,000 HKD)
HKSTP Ideation Programme Grant Recipient ($100,000 HKD)
Innovation and Impact Fund (IIF) Recipient ($30,000 HKD)
EDPS Innovation Scholarship Program Winner (2025)
Reaching Out Award by HKSAR Government
The Talent Development Scholarship by HKSAR Government

Fellowship & Leadership Programs

W.T. Chan Fellow at University of Southern California in Los Angeles, USA
Semester Abroad at Swansea University in Wales, UK
Cyberport University Partnership Program Web3 x Draper University in Silicon Valley, USA
Athens Democracy Forum Delegate by The New York Times in Greece
Business Model Developer and Team Lead at Joint Humanitarian Summer Academy in Palanan, Philippines
Delegate at YMCA Asia Pacific Area Youth Convocation 2023 in Kathmandu, Nepal
Delegate of The Belt and Road Study Tour at Mahidol University, Thailand
Shortlisted Candidate at Social Innovation and Entrepreneurship Trip in Seoul, South Korea
AWS Educate Cloud Ambassador
GBA Fintech Talent by Bloomberg

Competitions & Hackathons

Finalist at "Green PropTech Innovator Challenge" by PropTechHK
1st Runner-up Best Business Model Award at Hostel Entrepreneurship Laboratory Lingnan Entrepreneurship Initiative
Champion at Outpeer.kz Hackathon
TOP 15 at VeChain x EasyA Hackathon at Cambridge University

Certifications

AWS Certified AI Practitioner (2025)
Google Advanced Data Analytics Certificate

▶ Skills

Programming Languages & Frameworks

Python (NumPy, Pandas, Scikit-Learn, PyTorch, TensorFlow, spaCy, LangChain), TypeScript, JavaScript, SQL, HTML/CSS, React, Next.js, Node.js, Express.js, Bun, Hono, Tailwind CSS

Agentic AI & MCP

Model Context Protocol (MCP), FastMCP, Tool and Function Calling, Agent Orchestration, Multi-Agent Systems, Retrieval-Augmented Generation (RAG), Agent Memory, Human-in-the-Loop Workflows, Structured Outputs, LLM Evaluation, Prompt Engineering, Context Engineering, AI Guardrails

LLM Platforms & Machine Learning

OpenAI, Claude, Gemini, AWS Bedrock, Google Vertex AI, Azure OpenAI, OpenRouter, Cohere Reranking, Embeddings, Semantic Search, NLP, XGBoost

Development Tools & Platforms

Codex, Claude Code, Git, GitHub, CI/CD (GitHub Actions), Docker, Jupyter Notebooks, Vercel, Cloudflare Pages, Supabase, REST APIs, tRPC, OAuth 2.1, RBAC

Cloud & Databases

AWS (EC2, ECR, ECS, S3), Google Cloud (Vertex AI, BigQuery, Cloud Storage), Microsoft Azure, PostgreSQL (pgvector), MySQL, MongoDB