Perspectives

Fine-tuning Gemma 4 E2B with Unsloth on a free T4 GPU takes under 20 minutes and requires no paid compute. This guide covers the exact pipeline our team used: synthetic dataset creation, LoRA training, and Hugging Face deployment in a single Colab notebook.

A laboratory information management system decision looks simple from the outside. Pick a platform, configure it for your workflows, go live. Most labs do exactly this. Then, 12 to 18 months later, the EHR integration still requires a manual export. A routine 21 CFR Part 11 audit returns six findings. Every workflow change goes into a professional services queue with a six-week turnaround.