{"id":985,"date":"2025-06-18T23:23:19","date_gmt":"2025-06-18T21:23:19","guid":{"rendered":"https:\/\/mywaifuandi.com\/?p=985"},"modified":"2025-08-29T17:26:38","modified_gmt":"2025-08-29T15:26:38","slug":"run-your-own-ai","status":"publish","type":"post","link":"https:\/\/mywaifuandi.com\/en\/run-your-own-ai\/","title":{"rendered":"\u03a4\u03c1\u03ad\u03be\u03b5 \u03c4\u03bf \u0394\u03b9\u03ba\u03cc \u03c3\u03bf\u03c5 \u03a4\u03bf\u03c0\u03b9\u03ba\u03cc \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf: \u0388\u03bd\u03b1\u03c2 \u039f\u03b4\u03b7\u03b3\u03cc\u03c2 \u039a\u03c5\u03c1\u03b9\u03b1\u03c1\u03c7\u03af\u03b1\u03c2 \u03b3\u03b9\u03b1 \u0391\u03c1\u03c7\u03ac\u03c1\u03b9\u03bf\u03c5\u03c2"},"content":{"rendered":"<h3 class=\"wp-block-heading\">\u0398\u03b5\u03c2 \u03bc\u03b9\u03b1 AI \u03c0\u03bf\u03c5 \u03bd\u03b1 \u03b1\u03c0\u03b1\u03bd\u03c4\u03ac\u03b5\u03b9 <em>\u03cc,\u03c4\u03b9<\/em> \u03c4\u03b7\u03c2 \u03c0\u03b5\u03b9\u03c2;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Local LLM \u03b5\u03af\u03bd\u03b1\u03b9 \u03b3\u03b9\u03b1 \u03c3\u03ad\u03bd\u03b1. \u03a0\u0391\u039c.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0388\u03bb\u03b1 \u03bd\u03b1 \u03b3\u03bd\u03c9\u03c1\u03af\u03c3\u03b5\u03b9\u03c2 \u03bc\u03b5\u03c1\u03b9\u03ba\u03ac \u03b1\u03c0\u03cc \u03c4\u03b1 \u03b1\u03b3\u03b1\u03c0\u03b7\u03bc\u03ad\u03bd\u03b1 \u03bc\u03b1\u03c2 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03ba\u03b1\u03b9 interfaces:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Hermes<\/strong> \u2014 \u03c0\u03ac\u03bd\u03c4\u03b1 \u03b5\u03c5\u03b3\u03b5\u03bd\u03b9\u03ba\u03cc\u03c2, \u03c0\u03bf\u03c4\u03ad \u03bb\u03bf\u03b3\u03bf\u03ba\u03c1\u03b9\u03c4\u03ae\u03c2.<\/li>\n\n\n\n<li><strong>MythoMax<\/strong> \u2014 \u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 fanfic \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b1 \u03b1\u03c0\u03cc \u03c3\u03ad\u03bd\u03b1.<\/li>\n\n\n\n<li><strong>Ollama<\/strong> \u2014 \u03b4\u03b5\u03bd \u03ad\u03c7\u03b5\u03b9 UI, \u03b1\u03bb\u03bb\u03ac \u03c3\u03b5 \u03ba\u03ac\u03bd\u03b5\u03b9 \u03bc\u03ac\u03b3\u03ba\u03b1 \u03c3\u03c4\u03bf terminal.<\/li>\n\n\n\n<li><strong>WebUI<\/strong> \u2014 \u03b4\u03b9\u03ba\u03cc \u03c3\u03bf\u03c5 server, \u03b4\u03b9\u03ba\u03bf\u03af \u03c3\u03bf\u03c5 \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2, \u03b4\u03b9\u03ba\u03ac \u03c3\u03bf\u03c5 LoRA.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u039a\u03b1\u03b9 \u03b1\u03c0\u03cc \u03b4\u03c9 \u03bf\u03b9 \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b5\u03c2 \u03bc\u03b1\u03c2:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0397 Mythalion<\/strong>, \u03bb\u03b1\u03c4\u03c1\u03b5\u03cd\u03b5\u03b9 \u03c4\u03b1 dark fantasy.<\/li>\n\n\n\n<li><strong>\u039f Dolphin<\/strong>, \u03be\u03ad\u03c1\u03b5\u03b9 coding \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b1 \u03b1\u03c0\u2019 \u03c4\u03bf\u03bd CTO \u03c3\u03bf\u03c5.<\/li>\n\n\n\n<li><strong>\u0397 Pygmalion<\/strong>, \u03b4\u03b5\u03bd \u03c3\u03bf\u03c5 \u03bb\u03ad\u03b5\u03b9 \u00ab\u03b4\u03b5\u03bd \u03bc\u03c0\u03bf\u03c1\u03ce \u03bd\u03b1 \u03c3\u03c5\u03bd\u03b5\u03c7\u03af\u03c3\u03c9 \u03b1\u03c5\u03c4\u03ae \u03c4\u03b7 \u03c3\u03c5\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7\u00bb.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0394\u03b9\u03ac\u03bb\u03b5\u03be\u03b5 \u03c4\u03b7 \u0394\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ae \u03c3\u03bf\u03c5<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83e\uddf1 \u03a0\u03c1\u03ce\u03c4\u03b7 \u03c6\u03bf\u03c1\u03ac \u03bc\u03b5 AI; \u039e\u03b5\u03ba\u03af\u03bd\u03b1 \u03b1\u03c0\u03cc \u03c4\u03bf <a href=\"#tldr\">TL;DR<\/a> \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03ac \u03c0\u03ae\u03b3\u03b1\u03b9\u03bd\u03b5 \u03c3\u03c4\u03bf LM Studio.<\/li>\n\n\n\n<li>\u270d\ufe0f \u0393\u03c1\u03ac\u03c6\u03b5\u03b9\u03c2 fanfic \u03ae \u03c8\u03ac\u03c7\u03bd\u03b5\u03b9\u03c2 \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b1; \u03a0\u03ae\u03b3\u03b1\u03b9\u03bd\u03b5 \u03c3\u03c4\u03bf <a href=\"#finetuning\">Fine-Tuning \u03b3\u03b9\u03b1 \u039c\u03b7-\u03a0\u03c1\u03bf\u03b3\u03c1\u03b1\u03bc\u03bc\u03b1\u03c4\u03b9\u03c3\u03c4\u03ad\u03c2<\/a>.<\/li>\n\n\n\n<li>\ud83d\udc68\u200d\ud83d\udcbb \u0395\u03af\u03c3\u03b1\u03b9 developer; \u0394\u03b5\u03c2 <a href=\"#models\">\u03a0\u03bf\u03b9\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b5\u03af\u03bd\u03b1\u03b9 \u03b3\u03b9\u03b1 \u03c3\u03ad\u03bd\u03b1<\/a>.<\/li>\n\n\n\n<li>\ud83d\udee1 \u0398\u03b5\u03c2 \u03bd\u03b1 \u03c7\u03c4\u03af\u03c3\u03b5\u03b9\u03c2 local AI server; \u039e\u03b5\u03ba\u03af\u03bd\u03b1 \u03bc\u03b5 <a href=\"#ollama\">Ollama<\/a> \u03ba\u03b1\u03b9 WebUI.<\/li>\n\n\n\n<li>\ud83e\udde0 \u0398\u03b5\u03c2 \u03bd\u03b1 \u03ba\u03b1\u03c4\u03b1\u03bb\u03ac\u03b2\u03b5\u03b9\u03c2 \u03b3\u03b9\u03b1\u03c4\u03af \u03cc\u03bb\u03b1 \u03b1\u03c5\u03c4\u03ac \u03ad\u03c7\u03bf\u03c5\u03bd \u03c3\u03b7\u03bc\u03b1\u03c3\u03af\u03b1; \u03a0\u03ae\u03b3\u03b1\u03b9\u03bd\u03b5 \u03c3\u03c4\u03bf <a href=\"#road\">The Road Ahead<\/a>.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tldr\"><code>TL;DR<\/code><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0394\u03b5\u03bd \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c3\u03b1\u03b9 \u03c0\u03c4\u03c5\u03c7\u03af\u03bf \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03b9\u03ba\u03ae\u03c2 \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03c4\u03c1\u03ad\u03be\u03b5\u03b9\u03c2 AI \u03c4\u03bf\u03c0\u03b9\u03ba\u03ac.<\/li>\n\n\n\n<li>Windows \u03ba\u03b1\u03b9 Linux \u2013 \u03ba\u03b1\u03b9 \u03c4\u03b1 \u03b4\u03cd\u03bf \u03c0\u03b1\u03af\u03b6\u03bf\u03c5\u03bd \u03bc\u03c0\u03ac\u03bb\u03b1.<\/li>\n\n\n\n<li>\u03a5\u03c0\u03ac\u03c1\u03c7\u03bf\u03c5\u03bd \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03b3\u03b9\u03b1 \u03ba\u03ac\u03b8\u03b5 \u03b1\u03bd\u03ac\u03b3\u03ba\u03b7: \u03c3\u03c5\u03bd\u03bf\u03bc\u03b9\u03bb\u03af\u03b1, roleplay, \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1\u03c2.<\/li>\n\n\n\n<li>\u039f\u03b9 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b5\u03c2 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ad\u03c2 \u03b4\u03b5\u03bd \u03b1\u03c0\u03b1\u03b9\u03c4\u03bf\u03cd\u03bd \u03bf\u03cd\u03c4\u03b5 \u03bc\u03b9\u03b1 \u03b3\u03c1\u03b1\u03bc\u03bc\u03ae \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1.<\/li>\n\n\n\n<li>\u0391\u03c0\u03cc\u03bb\u03c5\u03c4\u03bf\u03c2 \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf\u03c2, \u03bc\u03b7\u03b4\u03b5\u03bd\u03b9\u03ba\u03ac \u03c6\u03af\u03bb\u03c4\u03c1\u03b1, \u03ba\u03b1\u03bc\u03af\u03b1 \u03bb\u03bf\u03b3\u03bf\u03ba\u03c1\u03b9\u03c3\u03af\u03b1.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u039f\u03b4\u03b7\u03b3\u03af\u03b5\u03c2 \u0395\u03b3\u03ba\u03b1\u03c4\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7\u03c2 (Windows &amp; Linux)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0393\u03b9\u03b1 \u03b1\u03bd\u03b1\u03bb\u03c5\u03c4\u03b9\u03ba\u03cc \u03bf\u03b4\u03b7\u03b3\u03cc \u03b1\u03bd\u03ac \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf, \u03b4\u03b5\u03c2 \u03c4\u03bf \u03ac\u03c1\u03b8\u03c1\u03bf <a href=\"https:\/\/mywaifuandi.com\/en\/install-local-llm\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u03a0\u03ce\u03c2 \u03bd\u03b1 \u03b5\u03b3\u03ba\u03b1\u03c4\u03b1\u03c3\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 AI \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03b1<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0391\u03c0\u03b1\u03b9\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GPU \u03bc\u03b5 8GB VRAM \u03b9\u03b4\u03b1\u03bd\u03b9\u03ba\u03ac (4GB \u03b1\u03bd \u03ad\u03c7\u03b5\u03b9\u03c2 \u03c0\u03b9\u03bf \u03b5\u03bb\u03b1\u03c6\u03c1\u03cd setup).<\/li>\n\n\n\n<li>16GB RAM \u03b3\u03b9\u03b1 \u03ac\u03bd\u03b5\u03c4\u03b7 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">LM Studio<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GUI \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03c3\u03b1\u03bd \u03c4\u03bf ChatGPT.<\/li>\n\n\n\n<li>\u039a\u03b1\u03c4\u03b5\u03b2\u03ac\u03b6\u03b5\u03b9\u03c2 AppImage (Linux) \u03ae .exe (Windows).<\/li>\n\n\n\n<li>\u0395\u03cd\u03c7\u03c1\u03b7\u03c3\u03c4\u03bf UI, \u03b2\u03c1\u03af\u03c3\u03ba\u03b5\u03b9\u03c2 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03ba\u03b1\u03b9 \u03be\u03b5\u03ba\u03b9\u03bd\u03ac\u03c2 \u03ac\u03bc\u03b5\u03c3\u03b1.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u03a3\u03c5\u03c7\u03bd\u03ac \u03a0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1 &amp; \u039b\u03cd\u03c3\u03b5\u03b9\u03c2:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0394\u03b5\u03bd \u03b1\u03bd\u03bf\u03af\u03b3\u03b5\u03b9 \u03c3\u03c4\u03bf Linux; \u039a\u03ac\u03bd\u03b5 <code>chmod +x LM_Studio.AppImage<\/code> \u03ba\u03b1\u03b9 \u03ad\u03bb\u03b5\u03b3\u03be\u03b5 \u03c4\u03b1 <code>chrome-sandbox<\/code> permissions.<\/li>\n\n\n\n<li>\u03a4\u03bf GUI \u03ba\u03bf\u03bb\u03bb\u03ac\u03b5\u03b9 \u03c3\u03c4\u03b7\u03bd \u03b5\u03ba\u03ba\u03af\u03bd\u03b7\u03c3\u03b7; \u03a4\u03c1\u03ad\u03be\u03b5 \u03c4\u03bf AppImage \u03b1\u03c0\u03cc terminal \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03b4\u03b5\u03b9\u03c2 error output.<\/li>\n\n\n\n<li>\u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b4\u03b5\u03bd \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5\u03c4\u03ac \u03c4\u03bf download; \u03a0\u03ae\u03b3\u03b1\u03b9\u03bd\u03b5 \u03c3\u03c4\u03bf tab &#8220;Model&#8221; \u03ba\u03b1\u03b9 \u03b5\u03c0\u03af\u03bb\u03b5\u03be\u03ad \u03c4\u03bf \u03c7\u03b5\u03b9\u03c1\u03bf\u03ba\u03af\u03bd\u03b7\u03c4\u03b1.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ollama\">Ollama<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Command line &amp; API mode.<\/li>\n\n\n\n<li><code>ollama pull &lt;\u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf&gt;<\/code> \u03b3\u03b9\u03b1 \u03ba\u03b1\u03c4\u03ad\u03b2\u03b1\u03c3\u03bc\u03b1, <code>ollama run<\/code> \u03b3\u03b9\u03b1 \u03c7\u03c1\u03ae\u03c3\u03b7.<\/li>\n\n\n\n<li>\u0399\u03b4\u03b1\u03bd\u03b9\u03ba\u03cc \u03b3\u03b9\u03b1 scripting, \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03b9\u03c3\u03bc\u03bf\u03cd\u03c2 \u03ba\u03b1\u03b9 headless servers.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u03a3\u03c5\u03c7\u03bd\u03ac \u03a0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1 &amp; \u039b\u03cd\u03c3\u03b5\u03b9\u03c2:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u03a4\u03bf <code>ollama<\/code> \u03b4\u03b5\u03bd \u03b1\u03bd\u03b1\u03b3\u03bd\u03c9\u03c1\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c9\u03c2 \u03b5\u03bd\u03c4\u03bf\u03bb\u03ae; \u0392\u03b5\u03b2\u03b1\u03b9\u03ce\u03c3\u03bf\u03c5 \u03cc\u03c4\u03b9 \u03bf installer \u03c0\u03c1\u03cc\u03c3\u03b8\u03b5\u03c3\u03b5 \u03c3\u03c9\u03c3\u03c4\u03ac \u03c4\u03bf path \u03c3\u03c4\u03bf \u03c3\u03cd\u03c3\u03c4\u03b7\u03bc\u03ac \u03c3\u03bf\u03c5.<\/li>\n\n\n\n<li>\u03a4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b4\u03b5\u03bd \u03be\u03b5\u03ba\u03b9\u03bd\u03ac\u03b5\u03b9; \u0394\u03bf\u03ba\u03af\u03bc\u03b1\u03c3\u03b5 <code>ollama list<\/code> \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03b4\u03b5\u03b9\u03c2 \u03b1\u03bd \u03c6\u03bf\u03c1\u03c4\u03ce\u03b8\u03b7\u03ba\u03b5 \u03c3\u03c9\u03c3\u03c4\u03ac.<\/li>\n\n\n\n<li>\u03a3\u03c6\u03ac\u03bb\u03bc\u03b1\u03c4\u03b1 \u03c3\u03c4\u03bf API mode; \u0388\u03bb\u03b5\u03b3\u03be\u03b5 \u03b1\u03bd \u03ac\u03bb\u03bb\u03b7 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03b5\u03af \u03c4\u03b7\u03bd \u03c0\u03cc\u03c1\u03c4\u03b1 11434 \u03ae \u03c4\u03c1\u03ad\u03be\u03b5 \u03bc\u03b5 <code>--port<\/code> \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ae.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">KoboldCPP<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lightweight, \u03c7\u03c9\u03c1\u03af\u03c2 \u03b5\u03b3\u03ba\u03b1\u03c4\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7.<\/li>\n\n\n\n<li>\u03a4\u03c1\u03ad\u03c7\u03b5\u03b9 GGUF\/GGML \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1.<\/li>\n\n\n\n<li>\u0399\u03b4\u03b1\u03bd\u03b9\u03ba\u03cc \u03b3\u03b9\u03b1 RP, fanfic, CPUs \u03c7\u03c9\u03c1\u03af\u03c2 GPU acceleration.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u03a3\u03c5\u03c7\u03bd\u03ac \u03a0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1 &amp; \u039b\u03cd\u03c3\u03b5\u03b9\u03c2:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0394\u03b5\u03bd \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 GUI; \u0392\u03b5\u03b2\u03b1\u03b9\u03ce\u03c3\u03bf\u03c5 \u03cc\u03c4\u03b9 \u03c4\u03c1\u03ad\u03c7\u03b5\u03b9\u03c2 \u03c4\u03bf <code>.exe<\/code> \u03c7\u03c9\u03c1\u03af\u03c2 \u03c0\u03b1\u03c1\u03b1\u03bc\u03ad\u03c4\u03c1\u03bf\u03c5\u03c2.<\/li>\n\n\n\n<li>\u0394\u03b5\u03bd \u03b2\u03c1\u03af\u03c3\u03ba\u03b5\u03b9 \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf; \u0388\u03bb\u03b5\u03b3\u03be\u03b5 \u03cc\u03c4\u03b9 \u03ad\u03c7\u03b5\u03b9\u03c2 \u03ba\u03b1\u03c4\u03b5\u03b2\u03ac\u03c3\u03b5\u03b9 GGUF \u03ae GGML \u03b1\u03c1\u03c7\u03b5\u03af\u03bf \u03ba\u03b1\u03b9 \u03c4\u03bf\u03c5 \u03ad\u03c7\u03b5\u03b9\u03c2 \u03b4\u03ce\u03c3\u03b5\u03b9 \u03c3\u03c9\u03c3\u03c4\u03ae \u03b4\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ae.<\/li>\n\n\n\n<li>\u03a4\u03c1\u03ad\u03c7\u03b5\u03b9\u03c2 \u03c3\u03b5 Linux; \u0391\u03bd \u03b4\u03b5\u03bd \u03ad\u03c7\u03b5\u03b9\u03c2 native build, \u03b4\u03bf\u03ba\u03af\u03bc\u03b1\u03c3\u03b5 \u03bc\u03ad\u03c3\u03c9 Wine \u03ae Proton.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Text Generation Web UI (Oobabooga)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u03a4\u03bf &#8220;Stable Diffusion&#8221; \u03c4\u03b7\u03c2 \u03ba\u03b5\u03b9\u03bc\u03b5\u03bd\u03b9\u03ba\u03ae\u03c2 AI.<\/li>\n\n\n\n<li>\u03a5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03c0\u03bf\u03bb\u03bb\u03b1\u03c0\u03bb\u03ce\u03bd \u03c6\u03bf\u03c1\u03bc\u03ac \u03ba\u03b1\u03b9 fine-tuning.<\/li>\n\n\n\n<li>\u0399\u03b4\u03b1\u03bd\u03b9\u03ba\u03cc \u03b3\u03b9\u03b1 customization \u03ba\u03b1\u03b9 \u03c0\u03c1\u03bf\u03c7\u03c9\u03c1\u03b7\u03bc\u03ad\u03bd\u03bf\u03c5\u03c2.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u03a3\u03c5\u03c7\u03bd\u03ac \u03a0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1 &amp; \u039b\u03cd\u03c3\u03b5\u03b9\u03c2:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0394\u03b5\u03bd \u03be\u03b5\u03ba\u03b9\u03bd\u03ac\u03b5\u03b9 \u03c4\u03bf <code>server.py<\/code>; \u0388\u03bb\u03b5\u03b3\u03be\u03b5 \u03cc\u03c4\u03b9 \u03ad\u03c7\u03b5\u03b9\u03c2 Python 3.10+ \u03ba\u03b1\u03b9 \u03b5\u03b3\u03ba\u03b1\u03c4\u03b5\u03c3\u03c4\u03b7\u03bc\u03ad\u03bd\u03b1 \u03c4\u03b1 dependencies (<code>install.bat<\/code> \u03ae <code>install.sh<\/code>).<\/li>\n\n\n\n<li>\u0394\u03b5\u03bd \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf; \u03a0\u03ae\u03b3\u03b1\u03b9\u03bd\u03b5 \u03c3\u03c4\u03bf tab &#8220;Model&#8221;, \u03b5\u03c0\u03b9\u03ba\u03cc\u03bb\u03bb\u03b7\u03c3\u03b5 \u03c3\u03c9\u03c3\u03c4\u03cc HuggingFace path, \u03ba\u03b1\u03b9 \u03ba\u03ac\u03bd\u03b5 download.<\/li>\n\n\n\n<li>\u03a4\u03c1\u03ad\u03c7\u03b5\u03b9\u03c2 \u03c3\u03b5 Linux \u03ba\u03b1\u03b9 \u03ba\u03bf\u03bb\u03bb\u03ac\u03b5\u03b9 \u03c3\u03b5 CUDA; \u0392\u03b5\u03b2\u03b1\u03b9\u03ce\u03c3\u03bf\u03c5 \u03cc\u03c4\u03b9 \u03ad\u03c7\u03b5\u03b9\u03c2 \u03c3\u03c9\u03c3\u03c4\u03bf\u03cd\u03c2 drivers \u03ba\u03b1\u03b9 PyTorch \u03bc\u03b5 GPU \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u039c\u03b7\u03bd \u039a\u03ac\u03bd\u03b5\u03b9\u03c2 \u0391\u03c5\u03c4\u03ac \u03c4\u03b1 \u039b\u03ac\u03b8\u03b7<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u039c\u03b7\u03bd \u03be\u03b5\u03ba\u03b9\u03bd\u03ac\u03c2 \u03bc\u03b5 30B \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b1\u03bd \u03b4\u03b5\u03bd \u03ad\u03c7\u03b5\u03b9\u03c2 \u03c4\u03bf\u03c5\u03bb\u03ac\u03c7\u03b9\u03c3\u03c4\u03bf\u03bd 16GB VRAM \u03ae dual GPU setup.<\/li>\n\n\n\n<li>\u039c\u03b7\u03bd \u03c4\u03c1\u03ad\u03c7\u03b5\u03b9\u03c2 WebUI \u03bc\u03ad\u03c3\u03b1 \u03b1\u03c0\u03cc \u03c6\u03ac\u03ba\u03b5\u03bb\u03bf \u03c0\u03bf\u03c5 \u03ad\u03c7\u03b5\u03b9 \u03ba\u03b5\u03bd\u03ac \u03ae \u03b5\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03bf\u03cd\u03c2 \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b5\u03c2. \u0398\u03b1 \u03ba\u03bb\u03ac\u03c8\u03b5\u03b9 \u03c4\u03bf Python pathing.<\/li>\n\n\n\n<li>\u039c\u03b7\u03bd \u03ba\u03b1\u03c4\u03b5\u03b2\u03ac\u03b6\u03b5\u03b9\u03c2 \u03c4\u03c5\u03c7\u03b1\u03af\u03b1 GGUF \u03b1\u03c0\u03cc \u03c4\u03bf HuggingFace \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03be\u03ad\u03c1\u03b5\u03b9\u03c2 \u03b1\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 Q4_K_M \u03ae Q8 \u2014 \u03c4\u03bf VRAM \u03c3\u03bf\u03c5 \u03b8\u03b1 \u03b3\u03b5\u03bc\u03af\u03c3\u03b5\u03b9 \u03ba\u03b1\u03b9 \u03b8\u03b1 \u03c3\u03ad\u03c1\u03bd\u03b5\u03c4\u03b1\u03b9.<\/li>\n\n\n\n<li>\u039c\u03b7\u03bd \u03c0\u03c1\u03bf\u03c3\u03c0\u03b1\u03b8\u03ae\u03c3\u03b5\u03b9\u03c2 fine-tuning \u03c3\u03b5 full \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf. \u03a7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b5 LoRA \u03ae&#8230; \u03b5\u03c4\u03bf\u03af\u03bc\u03b1\u03c3\u03b5 \u03c0\u03c5\u03c1\u03bf\u03c3\u03b2\u03b5\u03c3\u03c4\u03ae\u03c1\u03b1.<\/li>\n\n\n\n<li>\u039c\u03b7\u03bd \u03c1\u03c9\u03c4\u03ac\u03c2 &#8220;\u03b3\u03b9\u03b1\u03c4\u03af \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03bc\u03bf\u03c5 \u03b4\u03b5 \u03bc\u03b9\u03bb\u03ac\u03b5\u03b9 \u03cc\u03c0\u03c9\u03c2 \u03b7 ChatGPT;&#8221; \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03c4\u03bf\u03c5 \u03ad\u03c7\u03b5\u03b9\u03c2 \u03b2\u03ac\u03bb\u03b5\u03b9 system prompt \u03ae \u03c3\u03c9\u03c3\u03c4\u03cc format.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u03a4\u03b9 \u039c\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u039a\u03ac\u03bd\u03b5\u03b9 \u0388\u03bd\u03b1 Local AI \u03c3\u03b5 \u03a3\u03c7\u03ad\u03c3\u03b7 \u03bc\u03b5 Cloud AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0393\u03b9\u03b1 \u03c0\u03b9\u03bf \u03c0\u03c1\u03bf\u03c7\u03c9\u03c1\u03b7\u03bc\u03ad\u03bd\u03b5\u03c2 \u03c0\u03b5\u03c1\u03b9\u03c0\u03c4\u03ce\u03c3\u03b5\u03b9\u03c2, \u03b4\u03b5\u03c2 <a>\u03a3\u03b5\u03bd\u03ac\u03c1\u03b9\u03b1 \u0395\u03c0\u03b1\u03bd\u03b1\u03c3\u03c4\u03b1\u03c4\u03b9\u03ba\u03ae\u03c2 \u03a7\u03c1\u03ae\u03c3\u03b7\u03c2 AI<\/a>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u039a\u03b1\u03bc\u03af\u03b1 \u03bb\u03bf\u03b3\u03bf\u03ba\u03c1\u03b9\u03c3\u03af\u03b1.<\/li>\n\n\n\n<li>\u0391\u03c0\u03cc\u03bb\u03c5\u03c4\u03b7 \u03b9\u03b4\u03b9\u03c9\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1.<\/li>\n\n\n\n<li>\u03a1\u03cc\u03bb\u03bf\u03b9, waifus, \u03ba\u03b1\u03b9 storytelling \u03c7\u03c9\u03c1\u03af\u03c2 \u03cc\u03c1\u03b9\u03b1.<\/li>\n\n\n\n<li>\u03a7\u03c9\u03c1\u03af\u03c2 \u03cc\u03c1\u03b9\u03b1 \u03c7\u03c1\u03ae\u03c3\u03b7\u03c2 \u03ae \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b1\u03bd\u03ac API call.<\/li>\n\n\n\n<li>Jailbreak testing \u03ba\u03b1\u03b9 prompt engineering \u03c7\u03c9\u03c1\u03af\u03c2 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03bf\u03cd\u03c2.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"models\">\u039a\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b1 \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03b3\u03b9\u03b1 \u039a\u03ac\u03b8\u03b5 \u03a7\u03c1\u03ae\u03c3\u03b7<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">(\u03a0\u03bf\u03bb\u03bb\u03ac \u03b1\u03c0\u03cc \u03b1\u03c5\u03c4\u03ac \u03c4\u03b1 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03c5\u03c0\u03ac\u03c1\u03c7\u03bf\u03c5\u03bd \u03c3\u03c4\u03bf <a href=\"https:\/\/huggingface.co\/\">Hugging Face<\/a>)<sup data-fn=\"e4f4eb95-1c3a-45ae-8c37-816ae424fdbb\" class=\"fn\"><a id=\"e4f4eb95-1c3a-45ae-8c37-816ae424fdbb-link\" href=\"#e4f4eb95-1c3a-45ae-8c37-816ae424fdbb\">1<\/a><\/sup><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf<\/th><th>\u039c\u03ad\u03b3\u03b5\u03b8\u03bf\u03c2<\/th><th>VRAM<\/th><th>\u039a\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03a7\u03c1\u03ae\u03c3\u03b7<\/th><\/tr><tr><td>Nous-Hermes 13B<\/td><td>13B<\/td><td>8GB<\/td><td>General assistant, uncensored<\/td><\/tr><tr><td>OpenHermes 7B<\/td><td>7B<\/td><td>4GB<\/td><td>\u0395\u03bb\u03b1\u03c6\u03c1\u03cd chat, \u03bc\u03b9\u03ba\u03c1\u03ac PCs<\/td><\/tr><tr><td>MythoMax 13B<\/td><td>13B<\/td><td>7GB<\/td><td>Storytelling, roleplay<\/td><\/tr><tr><td>Pygmalion 2 (7B\/13B)<\/td><td>7B\/13B<\/td><td>4\u20137GB<\/td><td>AI companions, dialog<\/td><\/tr><tr><td>DeepSeek Coder 6B<\/td><td>6.7B<\/td><td>4GB<\/td><td>\u03a0\u03c1\u03bf\u03b3\u03c1\u03b1\u03bc\u03bc\u03b1\u03c4\u03b9\u03c3\u03bc\u03cc\u03c2<\/td><\/tr><tr><td>WizardCoder 13B<\/td><td>13B<\/td><td>7GB<\/td><td>Python, debugging<\/td><\/tr><tr><td>Mistral-Nemo 12B<\/td><td>12B<\/td><td>8GB<\/td><td>General use, reasoning<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u03a0\u03bf\u03b9\u03bf \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b5\u03af\u03bd\u03b1\u03b9 \u03b3\u03b9\u03b1 \u03a3\u03ad\u03bd\u03b1;<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0398\u03b5\u03c2 \u03b2\u03bf\u03b7\u03b8\u03cc \u03b3\u03b9\u03b1 \u03ba\u03b1\u03b8\u03b7\u03bc\u03b5\u03c1\u03b9\u03bd\u03ad\u03c2 \u03b1\u03c0\u03bf\u03c1\u03af\u03b5\u03c2, \u03c3\u03c5\u03b3\u03b3\u03c1\u03b1\u03c6\u03ae \u03ae brainstorming; \u2192 <strong>Nous-Hermes 13B<\/strong> \u03ae <strong>Mistral-Nemo 12B<\/strong><\/li>\n\n\n\n<li>\u0398\u03b5\u03c2 AI \u03c6\u03af\u03bb\u03bf\/\u03c3\u03cd\u03bd\u03c4\u03c1\u03bf\u03c6\u03bf \u03ae \u03bd\u03b1 \u03ba\u03ac\u03bd\u03b5\u03b9\u03c2 roleplay; \u2192 <strong>MythoMax 13B<\/strong> \u03ae <strong>Pygmalion 13B<\/strong><\/li>\n\n\n\n<li>\u0388\u03c7\u03b5\u03b9\u03c2 laptop \u03bc\u03b5 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03ad\u03bd\u03b1 specs; \u2192 <strong>OpenHermes 7B<\/strong> \u03ae <strong>DeepSeek Coder 6B<\/strong><\/li>\n\n\n\n<li>\u0398\u03b5\u03c2 AI \u03c0\u03bf\u03c5 \u03bd\u03b1 \u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 \u03ae \u03bd\u03b1 \u03b5\u03be\u03b7\u03b3\u03b5\u03af \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1; \u2192 <strong>WizardCoder 13B<\/strong> \u03ae <strong>DeepSeek Coder 6B<\/strong><\/li>\n\n\n\n<li>\u0398\u03b5\u03c2 \u03bd\u03b1 \u03c3\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 local API \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03bc\u03b9\u03bb\u03ac\u03c2 \u03bc\u03b5 apps \u03c3\u03b1\u03bd \u03bd\u03b1 \u03ae\u03c4\u03b1\u03bd GPT; \u2192 <strong>Ollama<\/strong> + <strong>Nous-Hermes<\/strong> \u03ae <strong>Mistral<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"finetuning\">Fine-Tuning \u03b3\u03b9\u03b1 \u039c\u03b7-\u03a0\u03c1\u03bf\u03b3\u03c1\u03b1\u03bc\u03bc\u03b1\u03c4\u03b9\u03c3\u03c4\u03ad\u03c2<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0391\u03bd \u03b8\u03b5\u03c2 \u03bd\u03b1 \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03ae\u03c3\u03b5\u03b9\u03c2 waifu \u03ae role-playing \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b5\u03c2, \u03b4\u03b5\u03c2 <a>\u039f\u03b4\u03b7\u03b3\u03cc\u03c2 Waifu Fine-Tuning<\/a>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u03a7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03b5\u03af\u03c2 LoRA \u03b3\u03b9\u03b1 \u03c0\u03c1\u03bf\u03c3\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03c7\u03c9\u03c1\u03af\u03c2 retraining.<\/li>\n\n\n\n<li>Text Generation Web UI \u03b4\u03b9\u03b1\u03b8\u03ad\u03c4\u03b5\u03b9 UI \u03b3\u03b9\u03b1 \u03b5\u03ba\u03c0\u03b1\u03af\u03b4\u03b5\u03c5\u03c3\u03b7.<\/li>\n\n\n\n<li>\u039c\u03c0\u03bf\u03c1\u03b5\u03af\u03c2 \u03bd\u03b1 \u03ba\u03ac\u03bd\u03b5\u03b9\u03c2 train \u03bc\u03b5 \u03b1\u03c0\u03bb\u03cc .txt \u03b1\u03c1\u03c7\u03b5\u03af\u03bf.<\/li>\n\n\n\n<li>\u0391\u03c0\u03bf\u03b8\u03b7\u03ba\u03b5\u03cd\u03b5\u03b9\u03c2 \u03c0\u03c1\u03bf\u03c3\u03b1\u03c1\u03bc\u03bf\u03c3\u03bc\u03ad\u03bd\u03b1 \u03c3\u03c4\u03c5\u03bb, \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b5\u03c2, \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"road\">The Road Ahead<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0393\u03b9\u03b1 \u03c4\u03b7 \u03c6\u03b9\u03bb\u03bf\u03c3\u03bf\u03c6\u03af\u03b1 \u03c0\u03af\u03c3\u03c9 \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03c4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u03bd\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03c9\u03c2 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf \u03b1\u03bd\u03c4\u03af\u03c3\u03c4\u03b1\u03c3\u03b7\u03c2, \u03b4\u03b9\u03ac\u03b2\u03b1\u03c3\u03b5 <a>\u0391\u03c0\u03cc \u03c4\u03b7\u03bd \u039f\u03c5\u03c4\u03bf\u03c0\u03af\u03b1 \u03c3\u03c4\u03bf Prompt<\/a>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03bc\u03b5 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03bc\u03b9\u03ba\u03c1\u03cc\u03c4\u03b5\u03c1\u03bf \u03bc\u03ad\u03b3\u03b5\u03b8\u03bf\u03c2.<\/li>\n\n\n\n<li>\u039d\u03ad\u03b5\u03c2 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ad\u03c2 \u03c3\u03c5\u03bc\u03c0\u03af\u03b5\u03c3\u03b7\u03c2 (3-bit, AWQ, MoE).<\/li>\n\n\n\n<li>Edge AI hardware \u03ba\u03b1\u03b9 AI sticks.<\/li>\n\n\n\n<li>Context \u03ad\u03c9\u03c2 128k tokens.<\/li>\n\n\n\n<li>\u039c\u03ac\u03c7\u03b7 \u03b3\u03b9\u03b1 Open Source \u03ba\u03b1\u03b9 \u03c0\u03c1\u03bf\u03c3\u03c9\u03c0\u03b9\u03ba\u03ae \u03ba\u03c5\u03c1\u03b9\u03b1\u03c1\u03c7\u03af\u03b1.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u03a4\u03bf\u03c0\u03b9\u03ba\u03ae AI: \u039c\u03b9\u03b1 \u03a0\u03c1\u03ac\u03be\u03b7 \u039a\u03c5\u03c1\u03b9\u03b1\u03c1\u03c7\u03af\u03b1\u03c2<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u0391\u03bd \u03b7 \u03c4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u03bd\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf \u03bd\u03ad\u03bf \u03bc\u03c5\u03b1\u03bb\u03cc \u03c4\u03b7\u03c2 \u03b1\u03bd\u03b8\u03c1\u03c9\u03c0\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2, \u03c4\u03cc\u03c4\u03b5 \u03b7 local AI \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 \u03bd\u03b1 \u03c3\u03ba\u03ad\u03c6\u03c4\u03b5\u03c3\u03b1\u03b9 \u03c7\u03c9\u03c1\u03af\u03c2 \u03b5\u03c0\u03b9\u03c4\u03ae\u03c1\u03b7\u03c3\u03b7.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0394\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03c0\u03bb\u03ce\u03c2 \u03c4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03af\u03b1. \u0395\u03af\u03bd\u03b1\u03b9 \u03b1\u03c5\u03c4\u03bf\u03b4\u03b9\u03ac\u03b8\u03b5\u03c3\u03b7. \u0395\u03af\u03bd\u03b1\u03b9 \u03c8\u03b7\u03c6\u03b9\u03b1\u03ba\u03ae \u03b1\u03bd\u03c5\u03c0\u03b1\u03ba\u03bf\u03ae. \u0395\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf \u03b4\u03b9\u03ba\u03b1\u03af\u03c9\u03bc\u03b1 \u03c3\u03bf\u03c5 \u03bd\u03b1 \u03c3\u03ba\u03ad\u03c6\u03c4\u03b5\u03c3\u03b1\u03b9 \u03c7\u03c9\u03c1\u03af\u03c2 server logs \u03ba\u03b1\u03b9 \u03cc\u03c1\u03bf\u03c5\u03c2 \u03c7\u03c1\u03ae\u03c3\u03b7\u03c2.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u039a\u03b1\u03c4\u03ad\u03b2\u03b1\u03c3\u03b5\u03c2 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf; \u0386\u03c1\u03c7\u03b9\u03c3\u03b5\u03c2 \u03c3\u03c5\u03bd\u03bf\u03bc\u03b9\u03bb\u03af\u03b5\u03c2 \u03bc\u03b5 \u03c4\u03b7\u03bd AI \u03c3\u03bf\u03c5; \u03a0\u03b5\u03c2 \u03bc\u03b1\u03c2 \u03c4\u03b9 \u03ba\u03b1\u03c4\u03ac\u03c6\u03b5\u03c1\u03b5\u03c2. \u0394\u03b5\u03af\u03be\u03b5 \u03c3\u03c4\u03bf\u03bd \u03ba\u03cc\u03c3\u03bc\u03bf \u03cc\u03c4\u03b9 \u03b4\u03b5\u03bd \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03ac\u03b4\u03b5\u03b9\u03b1 \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03c3\u03ba\u03b5\u03c6\u03c4\u03b5\u03af\u03c2.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" sizes=\"auto, (max-width: 645px) 100vw, 645px\" src=\"https:\/\/i0.wp.com\/mywaifuandi.com\/wp-content\/uploads\/2025\/06\/Chalkboard-Challenge-in-Schoolgirl-Uniform.png?resize=1024%2C683&#038;ssl=1\" alt=\"\" class=\"wp-image-983\" srcset=\"https:\/\/i0.wp.com\/mywaifuandi.com\/wp-content\/uploads\/2025\/06\/Chalkboard-Challenge-in-Schoolgirl-Uniform.png?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/mywaifuandi.com\/wp-content\/uploads\/2025\/06\/Chalkboard-Challenge-in-Schoolgirl-Uniform.png?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/mywaifuandi.com\/wp-content\/uploads\/2025\/06\/Chalkboard-Challenge-in-Schoolgirl-Uniform.png?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/mywaifuandi.com\/wp-content\/uploads\/2025\/06\/Chalkboard-Challenge-in-Schoolgirl-Uniform.png?w=1536&amp;ssl=1 1536w\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<ol class=\"wp-block-footnotes\"><li id=\"e4f4eb95-1c3a-45ae-8c37-816ae424fdbb\"><a href=\"https:\/\/huggingface.co\/\">Hugging Face<\/a> \u2014 \u03b7 \u03b2\u03b1\u03c3\u03b9\u03ba\u03ae \u03c0\u03bb\u03b1\u03c4\u03c6\u03cc\u03c1\u03bc\u03b1 \u03b3\u03b9\u03b1 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03ba\u03b1\u03b9 community fine-tunes. <a href=\"#e4f4eb95-1c3a-45ae-8c37-816ae424fdbb-link\" aria-label=\"Jump to footnote reference 1\">\u21a9\ufe0e<\/a><\/li><\/ol>\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>\u0391\u03c5\u03c4\u03cc\u03c2 \u03bf \u03bf\u03b4\u03b7\u03b3\u03cc\u03c2 \u03c3\u03bf\u03c5 \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03c0\u03ce\u03c2 \u03bd\u03b1 \u03c4\u03c1\u03ad\u03be\u03b5\u03b9\u03c2 \u03ad\u03bd\u03b1 \u03c4\u03bf\u03c0\u03b9\u03ba\u03cc \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf AI\u2014\u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03be\u03ad\u03c1\u03b5\u03b9\u03c2 \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1. \u039e\u03b5\u03ba\u03af\u03bd\u03b1 \u03b1\u03c0\u03cc \u03c4\u03bf TL;DR, \u03b4\u03bf\u03ba\u03af\u03bc\u03b1\u03c3\u03b5 \u03c4\u03bf LM Studio \u03ae \u03b4\u03bf\u03ba\u03af\u03bc\u03b1\u03c3\u03b5 fine-tuning \u03bc\u03b5 \u03c4\u03c1\u03cc\u03c0\u03bf \u03c0\u03bf\u03c5 \u03b8\u03b1 \u03ad\u03c6\u03c4\u03b9\u03b1\u03c7\u03bd\u03b5\u03c2 fanfic\u2014\u03c3\u03b5 \u03b4\u03b9\u03ba\u03cc \u03c3\u03bf\u03c5 \u03c7\u03ce\u03c1\u03bf.<\/p>","protected":false},"author":1,"featured_media":981,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","_bluesky_dont_syndicate":"","_bluesky_syndication_accounts":"","_bluesky_syndication_text":"","footnotes":"[{\"content\":\"<a href=\\\"https:\/\/huggingface.co\/\\\">Hugging Face<\/a> \u2014 \u03b7 \u03b2\u03b1\u03c3\u03b9\u03ba\u03ae \u03c0\u03bb\u03b1\u03c4\u03c6\u03cc\u03c1\u03bc\u03b1 \u03b3\u03b9\u03b1 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03ba\u03b1\u03b9 community 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