Gameplay Vision LLM
Long-horizon gameplay video understanding with modular perception, retrieval, and reasoning loops.
PythonQwen3-VLLoRAVideoMAEWhisper
Aggregate Profile
I build intelligent systems across markets, machine learning, and interactive products.
Finance to Computer Science. Research to product. Focused on world models, ML systems, and practical engineering.
Projects
What I Have Built
Selected systems and experiments across multimodal AI, quantitative research, and product engineering.
Active
Visual Internal Reasoning
Structured latent image tokens for causally grounded visual reasoning inside language models.
PythonTransformersVQGANPyTorch
Volatility Surface World Model
Treating implied volatility surfaces as visual states for latent market-structure reasoning.
PythonWorld ModelsQuant ResearchTime Series
Writing
How I Think
Technical notes on architecture choices, world models, and systems tradeoffs.
Jan 17, 20261 min read
Visualizing Risk: A Latent World Model for Financial Crisis Hedging
Reframing implied volatility surfaces as visual states to build better crisis-aware market models.
financeworld-modelsrisk-management
Dec 7, 20251 min read
Multimodal Pipeline for Long-Horizon Gameplay Analysis
A modular perception-retrieval-reasoning stack for gameplay understanding beyond monolithic context windows.
multimodalvideollm-systems