Lab

Experiments that have not earned a case study yet.

Prototypes, AI experiments and small tools. Some of these will grow into projects, some will be abandoned, and both outcomes are useful.

Promise-scoring model

AI Exploring

Testing whether an LLM can consistently classify a political statement as a measurable promise, a vague intention, or neither — the classification step NetaTrack depends on.

Nepali text normalisation

Data Prototype

A small utility for cleaning mixed Devanagari/Romanised Nepali input before it reaches a database, so search and matching behave predictably.

Zero-build CSS system

Web Shipped

The design system powering this site: custom properties, fluid type scale and a dark/light theme, with no bundler and no runtime dependency.

cPanel deploy checklist

Tooling Ongoing

A repeatable checklist for shipping PHP projects to shared hosting — SSL, PHP version, permissions, sitemap submission and backups.

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