Systems
Larger systems built while researching: production AI, model experiments, and the engineering workflow around coding agents.
- QuoteSnap AI — Applied system: image-assisted estimating where AI interprets and software prices.
- Small language model experiments — A hands-on model stack used to understand tokens, training, inference, and serving — not a chatbot product.
- Task-first coding-agent system — Boilerplate, rules, specifications, and feedback loops used to ship production SaaS with coding agents.
This archive contains independent research, experiments, architecture studies, and technical observations. Some findings are exploratory and should not be interpreted as peer-reviewed scientific conclusions unless explicitly stated. Architecture studies of third-party products are based on publicly observable behaviour, published technical information, and engineering analysis. They are not claims of access to private source code or infrastructure.