James Stankowicz
AI/ML Scientist & Team Leader • Multimodal Transformers ◦ LLMs • Multi-Agent Systems ◦ Biotech Innovation • Healthcare AI ◦ RF Signal Analysis • Knowledge Graphs ◦ RAG • Protein Generation ◦ NLP • Team Leadership
- Role
- Head of Ai Engineering (Labi) at Luma Group
- Location
- Winchester, MA, US
- LinkedIn followers
- 500 followers
About James Stankowicz
AI/ML expert specializing in multimodal transformers, large language models, and applied AI across multiple domains. Led innovation from theory to deployed products in high-stakes environments. Experienced in building and leading AI teams, developing breakthrough technologies, and solving complex problems through machine learning.•Expert in advanced AI/ML: Multimodal transformers, generative adversarial networks (GANs), graph neural networks (GNNs), reinforcement learning (RL), model training, parameter efficient fine-tuning (PEFT) techniques (e.g. LoRA), and inference optimization.•LLM specialist: Pioneered multi-agent systems, implemented model context protocol (MCP) servers, deployed RAG solutions, and utilized in-context learning and prompt-engineering.•Biotech AI innovator: Designed systems for protein generation and drug discovery. Developed autoregressive models for DNA-binding protein sequence generation with verified molecular dynamics.•Cross-domain implementation: Delivered AI solutions across intelligence analysis, healthcare, RF classification, scientific literature analysis, and quantum field theory.•Strategic leadership: Managed teams of 5-20 ML scientists and engineers. Drove \"0-1\" builds of Biotech and Healthcare companies. Integrated AI tools in regulated environments.•NLP pioneer: Built systems for literature analysis, knowledge graph (KG) construction, and information extraction (IE), accelerating discovery and hypothesis testing.•Government AI contributor: Developed explainable AI for RF signal classification, created frameworks for deepfake detection, and built RL systems for network analysis.•Other Expertise• Cloud & Data: AWS, terraform, Redis, SQL, MongoDB, DynamoDB• Tools: Python, PyTorch, FastAPI, HuggingFace, Dash, Plotly, LaTeX, Mathematica, C++, Mojo• Research: Graph theory, complex analysis, algebraic geometry, quantum field theory• Security Clearances: Ask me!
Experience
Head of Ai Engineering (Labi)
Jul 2025 — Present
Leading AI Engineering on LABI
Education
University of Florida
Bachelor of Science (BSc), Physics, minor in Mathematics
2006 — 2010
Brown University
Postdoctoral, Theoretical and Mathematical Physics
UCLA
Master of Science (MS), Theoretical and Mathematical Physics
2010 — 2016
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