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After self-hosting LLMs for a year, I realized that models are not the real bottleneck

Yash Patel· ·10 min read · 0 reactions · 0 comments · 17 views
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After self-hosting LLMs for a year, I realized that models are not the real bottleneck
⚡ TL;DR · AI summary

The author reflects on a year of self-hosting LLMs, realizing that the real issue was not the models themselves but rather how they were being used. Initially, he treated prompts like search queries, leading to confusion and chaos in outputs. By improving his prompting habits, he found that the workflow became more effective, highlighting the importance of context in using LLMs.

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Original article
XDA Developers · Yash Patel
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Opening excerpt (first ~120 words) tap to expand

{ "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": "1", "name": "Home", "item": "https://www.xda-developers.com/" }, { "@type": "ListItem", "position":"2", "name": "AI tools", "item": "https://www.xda-developers.com/ai-tools/" }, { "@type": "ListItem", "position":"3", "name": "After self-hosting LLMs for a year, I realized that models are not the real bottleneck", "item": "https://www.xda-developers.com/models-are-not-the-real-bottleneck-of-self-hosting-llm-setup/" } ] } After self-hosting LLMs for a year, I realized that models are not the real bottleneck By Yash Patel Published May 26, 2026, 4:30 PM EDT Beginning his professional journey in the tech industry in 2018, Yash spent over three years as a Software Engineer.

Excerpt limited to ~120 words for fair-use compliance. The full article is at XDA Developers.

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