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.

The word "agentic" gets attached to almost anything with a chat interface right now, so it's worth being precise about what it actually means before mapping it to the deal lifecycle. Three distinct levels get sold under the same word, and the difference between them is exactly where a vendor's claim tends to fall apart.