Builder of systems • Security-minded • AI & ML practitioner
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console.log(snow);- Designing AI systems with clear problem formulation, evaluation, and failure analysis
- Applying security-first thinking to ML pipelines and browser-based systems
- Exploring correlation, regime shifts, and structure across markets, data, and models
- LLM internals and controlled fine-tuning on domain-specific data
- Adblock detection & bypass mechanics (from a defensive perspective)
- Structured learning of mathematics from first principles
I care about understanding why systems work — and where they break.
