I build at the intersection of LLMs, document intelligence, quantitative finance, and algo trading.
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Pyligent AI – evidence-gated LLM + optimization for ISDA CSA, collateral, and RegTech
→ Enterprise AI platform: https://pyligentai.com -
AI + Quantum Optimization for rugged finance-native problems (collateral, xVA, treasury)
→ Product & demo site: https://pyligent.com -
Agentic GenAI enterprise apps for FinTech / InsureTech, focused on document-heavy workflows
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Algo Trading: ML-driven algorithmic trading strategies with systematic backtesting
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LLM finetuning focus: practical recipes and tooling
→ https://github.com/Pyligent/finetune-LLMs -
Pyligent Agents - Contributed and created the open source Governed agentic AI frameworks - open-sourced Pyligent Agents, an Apache-2.0 Python framework that separates agent engineering into Harness (context and permissions), Loop (completion and verifi cation), and Graph (coordination and resumability). Delivered evidence verifi cation, deterministic governance gates, approval boundaries, read-only shadow reconciliation, reproducible evaluations, and 486 offl ine tests requiring no API key. Governed AI agents for regulated financial document work. Harness, loop and graph, with evidence checks that make an extraction defensible. → https://github.com/Pyligent/pyligent-agents
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Key Speech in Industry – talks and decks on GenAI + finance + governance
→ https://github.com/Pyligent/Key-Speech-in-industry -
Agent Design Blogs https://www.pyligentai.com/#blogs
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White Paper Governed Agentic Harnesses: A Control Architecture for Agentic AI in Regulated Finance
- A Certified Higher-Order Quantum Framework for CSA and Margin-Aware Collateral Optimization : arXiv:2606.04235
- Hybrid LLM and Higher-Order Quantum Approximate Optimization for CSA Collateral Management: arXiv:2510.26217
- Governed Agentic Harnesses for Responsible AI , Poster presenter, Agentic AI Summit, UC Berkeley, Aug 1-2, 2026
- Governed Agentic Harnesses for Responsible AI in Collateral Management, Accepted for short research paper presentation, 3rd AI in Finance Conference, Montreal, Canada, October 13–15, 2026.
- Adapter-First SIMM-Aware Collateral Optimization via Higher-Order QAOA and CP-SAT Certification, Accepted, International Conference on Quantum Computing Infrastructure & Technologies (QUAN-COM 2026), Trento, Italy, September 1–4, 2026., also as a member of Technical Committee
- LLMs, Document AI / DocVQA, CV
- Quant finance, Quantum Optimization
- 🌱 Model zoo: https://huggingface.co/jinhybr
- 💼 LinkedIn: https://www.linkedin.com/in/taojin19/