#SLM

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June 21, 2026

SFT in Practice: How Fine-Tuning a Small Language Model Can Beat GPT-5 at Invoice Processing

Running frontier LLMs in production is expensive and slow. Learn how LoRA fine-tuning of a 2B Vision Language Model on an NVIDIA L4 GPU achieves parity with GPT-5 at a fraction of the cost.

AI & Models2 min

April 11, 2026

Small Language Models – Benefits and Pitfalls

In the world of machine learning systems, a thoughtful shift is taking place. Instead of betting on gigantic, difficult-to-scale models, we increasingly opt for "agile" ones. Small Language Models (**SLMs**) promise lower costs and faster adaptation to project specifics. Sounds good, but concrete challenges stand behind success.