Theoretical physicist and materials scientist turned computational systems & ML researcher with 10+ years of modeling experience. Specializing in distributed data platforms, domain-adapted language models, and high-performance client-side architectures.

• Distributed Data Platforms & Lakehouse Systems
  Architecting multi-plane distributed data lakehouse platforms and event-driven streaming pipelines. Hands-on design across distributed message streaming, real-time stateful stream processing, catalog isolation (Apache Iceberg), and federated query acceleration.

• Adversarial NLP & Disinformation Detection
  Fine-tuning transformer architectures—including Finnish ModernBERT models—for long-form adversarial text classification and narrative resilience. Applied work on asymmetric loss functions for rare-class imbalance, leakage-free semantic clustering, and optimized ONNX runtime inference.

• Chroma — Local 32-Bit Linear RAW Darkroom & Image Processor
  Independent, 100% client-side digital darkroom and RAW photo processor. Features an unbounded 32-bit linear floating-point mathematical pipeline accelerated by WebGPU WGSL compute shaders (with deterministic CPU fallback), Planckian locus white balance, Thomas cubic splines, 8-band circular Gaussian HSL mixing, ASC CDL 3-way color grading, and non-destructive parametric editing with zero cloud dependencies. Built with React 19, TypeScript, and Vite.

• Jules Console — Command Center for Google Jules Autonomous Coding Sessions
  Full orchestration console for creating, monitoring, and curating Google Jules autonomous development sessions. Features real-time session timelines, starred repository curation, and multi-account API environment switching built with React 19, TypeScript, Tailwind CSS, and Framer Motion.

• VEdit — In-Browser Video Editor via WebAssembly
  Client-side video editor powered entirely in the browser using FFmpeg WASM, WebCodecs, and WebGPU shaders. Zero server uploads, zero plugins, 100% private local execution. Multi-track trimming, clip concatenation, transforms, and audio processing built with React 19, TypeScript, and Vite.

• FinTherapy-8B — Finnish Empathetic Clinical LLM
  Domain-adapted language model for empathetic therapeutic dialogue in Finnish. LoRA adapter fine-tuned on LumiOpen/Llama-Poro-2-8B-Instruct with clinical safety and conversational empathy benchmarks.

• The Data Science Aerial View • System architecture, data pipelines, and model lifecycle coordination.
• Post-Silicon Computing • Physics-first constraints on digital logic scaling and energy dissipation limits.
• The AI Advantage • Strategic workflows and structures for human-AI partnership and autonomous agentic tools.
• The War for Truth • Quantitative network modeling of algorithmic polarization and cognitive resilience.