Blog

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

Conceptual illustration depicting the multidisciplinary professional's journey, showing pathways from biology and biotechnology through bioinformatics to a central paradox, with floating islands representing domain expertise, technical skills, AI literacy, and hybrid intelligence, symbolizing career choices and the Renaissance professional concept

Is the World My Oyster?

December 18, 2025

Multidisciplinary professional career path illustration showing the intersection of biology, software development, and bioinformatics in an AI-driven world

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.