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#fine-tuning

3 articles exploring fine-tuning. Expert insights and analysis from our editorial team.

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Articles

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Open Source

Hugging Face's Spring 2026 State of Open Source Report: China Hits 41% of Downloads, Industry Share Collapses From 70% to 37%

Chinese models hit 41% of Hugging Face downloads, overtaking the US, while independents hit 39%. Top 200 models capture half of all downloads, forcing Western procurement.

Developer Tools

VeriMoA's Intermediate-Language Detour Contradicts the Fine-Tuning Orthodoxy in LLM-Based Verilog Pipelines

VeriMoA routes specs through C++ and Python before Verilog, gaining 15-30% Pass@1 without fine-tuning and challenging whether HDL training pipelines are load-bearing.

Models & Research

Fine-Tune LLMs 2x Faster with 70% Less VRAM: The Unsloth Guide

Discover how Unsloth's Triton-optimized kernels enable 2x faster LLM fine-tuning with 70% less VRAM, making it possible to train DeepSeek, Qwen, and Llama models on consumer GPUs without sacrificing accuracy.

ยท 8 min read