Blog

Research notes, technical insights, and reflections on bioinformatics software development.

Illustration of a scientist analyzing a large language model represented as a syntax-based engine, with visual cues contrasting syntax and semantics.

Ghosts Who Code: Do LLMs Truly “Understand” the Code They Write?

November 28, 2025

A clear look at why modern LLMs can generate impressive code without actually “understanding” it and what this distinction means for scientists who rely on computational tools in their workflows.

A stark image showing a wet-lab scientist reaching out from a traditional lab bench setting toward a massive, glowing, glitching digital barrier. This barrier displays coding language, matrix data, and a glowing red 'DATA ERROR' sign with a padlock, symbolizing the computational bottleneck that blocks wet-lab data analysis.

When Wet-Lab Researchers Meet Computational Reality: Why “Non-Coding” Help Still Matters

November 27, 2025

A clear look at why wet-lab researchers struggle with computational workflows, why even small non-coding tasks matter, and how hybrid scientists bridge the gap between experiments and data processing.