> For the complete documentation index, see [llms.txt](https://unsloth.ai/docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://unsloth.ai/docs/models/tutorials.md).

# Large language model (LLMs) Tutorials

Discover the latest LLMs and learn how to run and fine-tune models locally for optimal performance with Unsloth.

<table data-view="cards"><thead><tr><th></th><th data-hidden data-card-cover data-type="image">Cover image</th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><a href="/pages/cZiZ00cwk1GGz1O1TOHo">GLM-5.2</a></td><td><a href="/files/INMF5VptPzi2sTVbB02o">/files/INMF5VptPzi2sTVbB02o</a></td><td><a href="/pages/cZiZ00cwk1GGz1O1TOHo">/pages/cZiZ00cwk1GGz1O1TOHo</a></td></tr><tr><td><a href="/pages/vTAENqjMpaMcreC9lp4b">DiffusionGemma</a></td><td><a href="/files/oKthOArV16fDFlwzYo9m">/files/oKthOArV16fDFlwzYo9m</a></td><td><a href="/pages/vTAENqjMpaMcreC9lp4b">/pages/vTAENqjMpaMcreC9lp4b</a></td></tr><tr><td><a href="/pages/3PWlU172DOGeqxIflfP7">MTP Guide</a></td><td><a href="/files/XYzfSZksrsF6iZoDccyz">/files/XYzfSZksrsF6iZoDccyz</a></td><td><a href="/pages/3PWlU172DOGeqxIflfP7">/pages/3PWlU172DOGeqxIflfP7</a></td></tr><tr><td><a href="/pages/DHKACero0elYv2FBiU68">Kimi K2.7 Code</a></td><td><a href="/files/LMmDIsYAEdCRlMTKI37s">/files/LMmDIsYAEdCRlMTKI37s</a></td><td><a href="/pages/DHKACero0elYv2FBiU68">/pages/DHKACero0elYv2FBiU68</a></td></tr><tr><td><a href="/pages/9kjF1F7Gsb0dgOA9lcpl">Gemma 4 QAT</a></td><td><a href="/files/8o2TG8ezcYr4uGuReOnV">/files/8o2TG8ezcYr4uGuReOnV</a></td><td><a href="/pages/9kjF1F7Gsb0dgOA9lcpl">/pages/9kjF1F7Gsb0dgOA9lcpl</a></td></tr><tr><td><a href="/pages/hDMe4SBsxYeSiKWmNuP7">MiniMax M3</a></td><td><a href="/files/RdQBx7sOTMt9KSvTW1BB">/files/RdQBx7sOTMt9KSvTW1BB</a></td><td><a href="/pages/hDMe4SBsxYeSiKWmNuP7">/pages/hDMe4SBsxYeSiKWmNuP7</a></td></tr><tr><td><a href="/pages/NpuhjPsxi8BKhuS8nnyY#mtp-guide">Qwen3.6 MTP</a></td><td><a href="/files/CJQsmwx2mwAOIOYyVWBB">/files/CJQsmwx2mwAOIOYyVWBB</a></td><td><a href="/pages/NpuhjPsxi8BKhuS8nnyY#mtp-guide">/pages/NpuhjPsxi8BKhuS8nnyY#mtp-guide</a></td></tr><tr><td><a href="/pages/NpuhjPsxi8BKhuS8nnyY">Qwen3.6</a></td><td><a href="/files/9q8wsfzbD8FrBu5tMwyp">/files/9q8wsfzbD8FrBu5tMwyp</a></td><td><a href="/pages/NpuhjPsxi8BKhuS8nnyY">/pages/NpuhjPsxi8BKhuS8nnyY</a></td></tr><tr><td><a href="/pages/VnmWq1kNppQrTqCI6aLH">Gemma 4</a></td><td><a href="/files/Hi2ZAIfyCNvFganYz8Dk">/files/Hi2ZAIfyCNvFganYz8Dk</a></td><td><a href="/pages/VnmWq1kNppQrTqCI6aLH">/pages/VnmWq1kNppQrTqCI6aLH</a></td></tr><tr><td><a href="/pages/7sCtc6YWnJBYthTjQsr7">Unsloth API endpoint</a></td><td><a href="/files/kw2LlDbFk91VBhcoAc2g">/files/kw2LlDbFk91VBhcoAc2g</a></td><td><a href="/pages/7sCtc6YWnJBYthTjQsr7">/pages/7sCtc6YWnJBYthTjQsr7</a></td></tr><tr><td><a href="/pages/a3blM9t9BfMNXCqgEBJ0">NVIDIA Nemotron 3 Ultra</a></td><td><a href="/files/ntbeBxHR7RVUN125qQXA">/files/ntbeBxHR7RVUN125qQXA</a></td><td></td></tr><tr><td><a href="/pages/GEABCCTb5KV7QKOeL4YY">Nemotron 3 Nano Omni</a></td><td><a href="/files/MsL4MdfCwBjNO8q7pmS1">/files/MsL4MdfCwBjNO8q7pmS1</a></td><td><a href="/pages/GEABCCTb5KV7QKOeL4YY">/pages/GEABCCTb5KV7QKOeL4YY</a></td></tr><tr><td><a href="/pages/ftHgogOloVhCFawwwmFL">Kimi K2.6</a></td><td><a href="/files/7HwUSCdhtFEutUhh10jg">/files/7HwUSCdhtFEutUhh10jg</a></td><td><a href="/pages/ftHgogOloVhCFawwwmFL">/pages/ftHgogOloVhCFawwwmFL</a></td></tr><tr><td><a href="/pages/JcwJOcoquFknfeDFxM7k">Qwen3.5</a></td><td><a href="/files/VEUbO7CE4ztyxfKf38m8">/files/VEUbO7CE4ztyxfKf38m8</a></td><td><a href="/pages/JcwJOcoquFknfeDFxM7k">/pages/JcwJOcoquFknfeDFxM7k</a></td></tr><tr><td><a href="/pages/1jdqbevmbwD2ZUqVORgk">Mistral 3.5</a></td><td><a href="/files/JpM2VWqOoPXzNiC03ZXq">/files/JpM2VWqOoPXzNiC03ZXq</a></td><td><a href="/pages/1jdqbevmbwD2ZUqVORgk">/pages/1jdqbevmbwD2ZUqVORgk</a></td></tr><tr><td><a href="/pages/W5Vr7zIruYNVdxEQQL5a">Granite 4.1</a></td><td><a href="/files/Fv0YIBkfXkZIT3is5Bd9">/files/Fv0YIBkfXkZIT3is5Bd9</a></td><td><a href="/pages/W5Vr7zIruYNVdxEQQL5a">/pages/W5Vr7zIruYNVdxEQQL5a</a></td></tr><tr><td><a href="/pages/HXtDvHW0zkulPTuirjRy">GLM-5.1</a></td><td><a href="/files/U3Vucj6YfvnwOO8sxkaw">/files/U3Vucj6YfvnwOO8sxkaw</a></td><td><a href="/pages/HXtDvHW0zkulPTuirjRy">/pages/HXtDvHW0zkulPTuirjRy</a></td></tr><tr><td><a href="/pages/vQSH3015yDj4lD5ssFIL">MiniMax-2.7</a></td><td><a href="/files/9mu5caGFkLyaceMuGgGH">/files/9mu5caGFkLyaceMuGgGH</a></td><td><a href="/pages/vQSH3015yDj4lD5ssFIL">/pages/vQSH3015yDj4lD5ssFIL</a></td></tr><tr><td><a href="/pages/vrLQd9559vRkDY8zRR0h">Unsloth Studio: Run + train LLMs</a></td><td><a href="/files/8TK37rx7DIJrngp2otjm">/files/8TK37rx7DIJrngp2otjm</a></td><td><a href="/pages/vrLQd9559vRkDY8zRR0h">/pages/vrLQd9559vRkDY8zRR0h</a></td></tr><tr><td><a href="/pages/riDN57c9VQGIzLuWqsi1">NVIDIA-Nemotron-3</a></td><td><a href="/files/n6uSV9z1q5jgB5XWHcyC">/files/n6uSV9z1q5jgB5XWHcyC</a></td><td><a href="/pages/riDN57c9VQGIzLuWqsi1">/pages/riDN57c9VQGIzLuWqsi1</a></td></tr><tr><td><a href="/pages/euF2aUT7116RmwwAtw3R">GLM-5</a></td><td><a href="/files/wsEdDeenwYfMDbrHg9UV">/files/wsEdDeenwYfMDbrHg9UV</a></td><td><a href="/pages/euF2aUT7116RmwwAtw3R">/pages/euF2aUT7116RmwwAtw3R</a></td></tr><tr><td><a href="/pages/w020xJgdCTBtTvfHtvye">Claude Code</a></td><td><a href="/files/qzyutUyVr3ACpb8hrGBx">/files/qzyutUyVr3ACpb8hrGBx</a></td><td><a href="/pages/w020xJgdCTBtTvfHtvye">/pages/w020xJgdCTBtTvfHtvye</a></td></tr><tr><td><a href="/pages/PCjZ57h5pE0QccKyJMYD">OpenAI Codex</a></td><td><a href="/files/lc9muACUvI9NGz5e4i31">/files/lc9muACUvI9NGz5e4i31</a></td><td><a href="/pages/PCjZ57h5pE0QccKyJMYD">/pages/PCjZ57h5pE0QccKyJMYD</a></td></tr><tr><td><a href="/pages/VgFqcc02RzjCTHLApvjO">MiniMax-2.5</a></td><td><a href="/files/K8aFUOgDZQqGoA8PvxVi">/files/K8aFUOgDZQqGoA8PvxVi</a></td><td><a href="/pages/VgFqcc02RzjCTHLApvjO">/pages/VgFqcc02RzjCTHLApvjO</a></td></tr><tr><td><a href="/pages/vVjfRn7mlHvHqCMpAlEA">Qwen3-Coder-Next</a></td><td><a href="/files/16DROQ7bT3zq4qSpTdpU">/files/16DROQ7bT3zq4qSpTdpU</a></td><td><a href="/pages/vVjfRn7mlHvHqCMpAlEA">/pages/vVjfRn7mlHvHqCMpAlEA</a></td></tr><tr><td><a href="/pages/pPNg7FOowDGW06Ii95o6">Kimi K2.5</a></td><td><a href="/files/TGl7h1gBDDMMk7JmJbf5">/files/TGl7h1gBDDMMk7JmJbf5</a></td><td><a href="/pages/pPNg7FOowDGW06Ii95o6">/pages/pPNg7FOowDGW06Ii95o6</a></td></tr><tr><td><a href="/pages/aQX8YMqzttGdCG0oWaHQ">DeepSeek-OCR 2</a></td><td><a href="/files/O05GOHB6iPWawfmVgzNx">/files/O05GOHB6iPWawfmVgzNx</a></td><td><a href="/pages/aQX8YMqzttGdCG0oWaHQ">/pages/aQX8YMqzttGdCG0oWaHQ</a></td></tr><tr><td><a href="/pages/zWg6fYWpGDwkPXd58ReM">GLM-4.7-Flash</a></td><td><a href="/files/Tfjxg9RbRMIwVjOTTfoH">/files/Tfjxg9RbRMIwVjOTTfoH</a></td><td><a href="/pages/zWg6fYWpGDwkPXd58ReM">/pages/zWg6fYWpGDwkPXd58ReM</a></td></tr><tr><td><a href="/pages/2jzPq5XdOzNHmR7wDnnQ">Qwen-Image-2512</a></td><td><a href="/files/ET5q93b8Dx0ZzqxH09mD">/files/ET5q93b8Dx0ZzqxH09mD</a></td><td><a href="/pages/2jzPq5XdOzNHmR7wDnnQ">/pages/2jzPq5XdOzNHmR7wDnnQ</a></td></tr><tr><td><a href="/pages/fHlQYhMbeUpdzyTKCzrD">Nemotron 3</a></td><td><a href="/files/SMrkQ8u0dMjgi40k71Tk">/files/SMrkQ8u0dMjgi40k71Tk</a></td><td><a href="/pages/fHlQYhMbeUpdzyTKCzrD">/pages/fHlQYhMbeUpdzyTKCzrD</a></td></tr><tr><td><a href="/pages/J4GtBjM0f3vuIwoSfnHy">FunctionGemma</a></td><td><a href="/files/AhYRUxZi4WKyRzdf41Xe">/files/AhYRUxZi4WKyRzdf41Xe</a></td><td><a href="/pages/J4GtBjM0f3vuIwoSfnHy">/pages/J4GtBjM0f3vuIwoSfnHy</a></td></tr><tr><td><a href="/pages/DM6MVuVKY1zKR9oL23wQ">Qwen3-VL</a></td><td><a href="/files/3JfDsibzNc2Uim4KumCI">/files/3JfDsibzNc2Uim4KumCI</a></td><td><a href="/pages/DM6MVuVKY1zKR9oL23wQ">/pages/DM6MVuVKY1zKR9oL23wQ</a></td></tr><tr><td><a href="/pages/ckxEaylNcpFEtJmmgkoU">DeepSeek-OCR</a></td><td><a href="/files/Eht5yELVQVwEhDZP98qy">/files/Eht5yELVQVwEhDZP98qy</a></td><td><a href="/pages/ckxEaylNcpFEtJmmgkoU">/pages/ckxEaylNcpFEtJmmgkoU</a></td></tr><tr><td><a href="/pages/NIBKTG6sPnvLvZmo4pDh">Run gpt-oss</a></td><td><a href="/files/QJyCzl6SFmvgm5JJqD8v">/files/QJyCzl6SFmvgm5JJqD8v</a></td><td><a href="/pages/NIBKTG6sPnvLvZmo4pDh">/pages/NIBKTG6sPnvLvZmo4pDh</a></td></tr><tr><td><a href="/pages/zRbjQXuLmfdZD90U410W">Ministral 3</a></td><td><a href="/files/TopoYSyvyOSoUNPx5lBG">/files/TopoYSyvyOSoUNPx5lBG</a></td><td><a href="/pages/zRbjQXuLmfdZD90U410W">/pages/zRbjQXuLmfdZD90U410W</a></td></tr><tr><td><a href="/pages/fLpotmQAWm06ZmVkliIj">Kimi K2 Thinking</a></td><td><a href="/files/GcQRhlIbfoHNhJWaNkRJ">/files/GcQRhlIbfoHNhJWaNkRJ</a></td><td><a href="/pages/fLpotmQAWm06ZmVkliIj">/pages/fLpotmQAWm06ZmVkliIj</a></td></tr><tr><td><a href="/pages/aV6S9cmDmSv5ky4ZCo5d">Vision Reinforcement Learning</a></td><td><a href="/files/OnazlZwmrXHMjDDSOF8M">/files/OnazlZwmrXHMjDDSOF8M</a></td><td><a href="/pages/aV6S9cmDmSv5ky4ZCo5d">/pages/aV6S9cmDmSv5ky4ZCo5d</a></td></tr><tr><td><a href="/pages/eK0BfjMHNrfvfe4HI6Pk">DeepSeek-V3.1</a> Terminus</td><td><a href="/files/qJACf1wUh6leTxj3yypS">/files/qJACf1wUh6leTxj3yypS</a></td><td><a href="/pages/eK0BfjMHNrfvfe4HI6Pk">/pages/eK0BfjMHNrfvfe4HI6Pk</a></td></tr><tr><td><a href="/pages/rxJa5vhJrnBcNUFsBLsJ">Qwen3 Coder</a></td><td><a href="/files/fIXSoRuAxLkPMUVJnRMX">/files/fIXSoRuAxLkPMUVJnRMX</a></td><td><a href="/pages/rxJa5vhJrnBcNUFsBLsJ">/pages/rxJa5vhJrnBcNUFsBLsJ</a></td></tr><tr><td><a href="/pages/cYndCUtBWIAwmRZLGye8">Fine-tune gpt-oss</a></td><td><a href="/files/Fsh9SrZErD0KnjWtTeaQ">/files/Fsh9SrZErD0KnjWtTeaQ</a></td><td><a href="/pages/cYndCUtBWIAwmRZLGye8">/pages/cYndCUtBWIAwmRZLGye8</a></td></tr><tr><td><a href="/pages/WYCU1j3i1h4Z2y63PJn9">Magistral 1.2</a></td><td><a href="/files/sQuokbugJ0aylJY0V0AD">/files/sQuokbugJ0aylJY0V0AD</a></td><td><a href="/pages/WYCU1j3i1h4Z2y63PJn9">/pages/WYCU1j3i1h4Z2y63PJn9</a></td></tr><tr><td><a href="/pages/TkprHPXbQktLaSKR2A3L">Gemma 3n</a></td><td><a href="/files/6YG9rOqtRgWdqzVu03fj">/files/6YG9rOqtRgWdqzVu03fj</a></td><td><a href="/pages/TkprHPXbQktLaSKR2A3L">/pages/TkprHPXbQktLaSKR2A3L</a></td></tr><tr><td><a href="/pages/cUiTofDNgkP12VQLa9cl"><strong>Qwen3-2507</strong></a></td><td><a href="/files/On5SGZYAOyckuJOMkxSU">/files/On5SGZYAOyckuJOMkxSU</a></td><td><a href="/pages/cUiTofDNgkP12VQLa9cl">/pages/cUiTofDNgkP12VQLa9cl</a></td></tr><tr><td><a href="/pages/Ji5D1Y22Eu0ZtCpXU9ja">DeepSeek-R1-0528</a></td><td><a href="/files/VTUPaLLKOudwvp4wCitW">/files/VTUPaLLKOudwvp4wCitW</a></td><td><a href="/pages/Ji5D1Y22Eu0ZtCpXU9ja">/pages/Ji5D1Y22Eu0ZtCpXU9ja</a></td></tr><tr><td><a href="/pages/fLpotmQAWm06ZmVkliIj">Kimi K2</a></td><td><a href="/files/zITGv7ME88KwMzyl6sx3">/files/zITGv7ME88KwMzyl6sx3</a></td><td><a href="/pages/fLpotmQAWm06ZmVkliIj">/pages/fLpotmQAWm06ZmVkliIj</a></td></tr><tr><td><a href="/pages/haJMAru7E9BKIjoJvoam">Devstral 2507</a></td><td><a href="/files/Vv2CFbmgnUTv8IpXoVUZ">/files/Vv2CFbmgnUTv8IpXoVUZ</a></td><td><a href="/pages/haJMAru7E9BKIjoJvoam">/pages/haJMAru7E9BKIjoJvoam</a></td></tr><tr><td><a href="/pages/FmZGHW74OKsd4nalCidC">Fine-tune on Blackwell &#x26; RTX 50 GPUs</a></td><td><a href="/files/H38lSXsKNjz6Mo8LAqgb">/files/H38lSXsKNjz6Mo8LAqgb</a></td><td><a href="/pages/FmZGHW74OKsd4nalCidC">/pages/FmZGHW74OKsd4nalCidC</a></td></tr><tr><td><a href="/pages/bnULxAhnvp7EPaivWLiP">TTS Fine-tuning</a></td><td><a href="/files/UKDwBv8almGT6Se2wGsm">/files/UKDwBv8almGT6Se2wGsm</a></td><td><a href="/pages/bnULxAhnvp7EPaivWLiP">/pages/bnULxAhnvp7EPaivWLiP</a></td></tr><tr><td><a href="/pages/Omr0gGekk3zqhZtwQdmd">Qwen3</a></td><td><a href="/files/2gXgl56NFTrTP7lLdbCX">/files/2gXgl56NFTrTP7lLdbCX</a></td><td><a href="/pages/Omr0gGekk3zqhZtwQdmd">/pages/Omr0gGekk3zqhZtwQdmd</a></td></tr><tr><td><a href="/pages/zLTUUiWU5VchfMnYKD44">Phi-4 reasoning</a></td><td><a href="/files/iY4I5L5zGusVH57n4tNl">/files/iY4I5L5zGusVH57n4tNl</a></td><td><a href="/pages/zLTUUiWU5VchfMnYKD44">/pages/zLTUUiWU5VchfMnYKD44</a></td></tr><tr><td><a href="https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs">Dynamic 2.0 GGUFs</a></td><td><a href="/files/IMXREXK6QuW6XqcQbr5x">/files/IMXREXK6QuW6XqcQbr5x</a></td><td><a href="https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs">https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs</a></td></tr><tr><td><a href="/pages/r2sc8WhniElY6ZuO8rZ9">Llama 4</a></td><td><a href="/files/NGN54gnyai28OjBzG8c9">/files/NGN54gnyai28OjBzG8c9</a></td><td><a href="/pages/r2sc8WhniElY6ZuO8rZ9">/pages/r2sc8WhniElY6ZuO8rZ9</a></td></tr><tr><td><a href="/pages/hGkhBczYQEpW4XkRzlks">DeepSeek-V3-0324</a></td><td><a href="/files/QyxedSH0oKlwHqw9lKlS">/files/QyxedSH0oKlwHqw9lKlS</a></td><td><a href="/pages/hGkhBczYQEpW4XkRzlks">/pages/hGkhBczYQEpW4XkRzlks</a></td></tr><tr><td><a href="/pages/efAr1xJJgeUlT0oMibEg">Grok 2</a></td><td><a href="/files/j2bArCFqG1yK2Hau63cS">/files/j2bArCFqG1yK2Hau63cS</a></td><td><a href="/pages/efAr1xJJgeUlT0oMibEg">/pages/efAr1xJJgeUlT0oMibEg</a></td></tr><tr><td><a href="/pages/U0cxXh4tBSRb2I1IZbW5">Gemma 3</a></td><td><a href="/files/v5SBqyEtaKdqQ0SKLQsA">/files/v5SBqyEtaKdqQ0SKLQsA</a></td><td><a href="/pages/U0cxXh4tBSRb2I1IZbW5">/pages/U0cxXh4tBSRb2I1IZbW5</a></td></tr><tr><td><a href="/pages/yWydsLIpPKmwwG1WDiKx">QwQ-32B</a></td><td><a href="/files/SOU9YmfQZbpdZw7K4F84">/files/SOU9YmfQZbpdZw7K4F84</a></td><td><a href="/pages/yWydsLIpPKmwwG1WDiKx">/pages/yWydsLIpPKmwwG1WDiKx</a></td></tr><tr><td><a href="/pages/9a6TzBKnfHALYRRFfeNU">DeepSeek-R1</a></td><td><a href="/files/w5x7TndTYJZeHArQgp3q">/files/w5x7TndTYJZeHArQgp3q</a></td><td><a href="/pages/9a6TzBKnfHALYRRFfeNU">/pages/9a6TzBKnfHALYRRFfeNU</a></td></tr><tr><td><a href="/pages/vT6jTKG1LCfN7HoJ4fVR">Reinforcement Learning (RL)</a></td><td><a href="/files/nx68L6lDxs6nCkbr61Uv">/files/nx68L6lDxs6nCkbr61Uv</a></td><td><a href="/pages/QbifW3DsTPYvRJcVkXYz">/pages/QbifW3DsTPYvRJcVkXYz</a></td></tr><tr><td><a href="https://www.unsloth.ai/blog/mistral-small-3.1">Mistral Small 3.1</a></td><td><a href="/files/jNlib4Z0GAjNdFY9m48C">/files/jNlib4Z0GAjNdFY9m48C</a></td><td><a href="https://www.unsloth.ai/blog/mistral-small-3.1">https://www.unsloth.ai/blog/mistral-small-3.1</a></td></tr><tr><td><a href="/pages/cECKVbf1TpF5j7WC0riJ">Llama 3</a></td><td><a href="/files/UKTBS47QdCvJMVqu2tC1">/files/UKTBS47QdCvJMVqu2tC1</a></td><td><a href="/pages/cECKVbf1TpF5j7WC0riJ">/pages/cECKVbf1TpF5j7WC0riJ</a></td></tr><tr><td><a href="/pages/Zo93wHRqGnzGRE62C395">Vision Fine-tuning</a></td><td><a href="/files/flWnOKTPI0jUKJE5yCC8">/files/flWnOKTPI0jUKJE5yCC8</a></td><td><a href="/pages/Zo93wHRqGnzGRE62C395">/pages/Zo93wHRqGnzGRE62C395</a></td></tr><tr><td><a href="/pages/8LEeKIVgEgdecg1B7Ahm">Continued Pretraining</a></td><td><a href="/files/JXcq3EMCV21lae1dpLf5">/files/JXcq3EMCV21lae1dpLf5</a></td><td><a href="/pages/8LEeKIVgEgdecg1B7Ahm">/pages/8LEeKIVgEgdecg1B7Ahm</a></td></tr><tr><td><a href="https://unsloth.ai/blog/llama3-3">Llama 3.3</a></td><td><a href="/files/jCv9nTNjtLID04gSpdVA">/files/jCv9nTNjtLID04gSpdVA</a></td><td><a href="https://unsloth.ai/blog/llama3-3">https://unsloth.ai/blog/llama3-3</a></td></tr><tr><td><a href="https://unsloth.ai/blog/gemma2">Gemma 2</a></td><td><a href="/files/Q9IJgvD1LvASSVBX4T33">/files/Q9IJgvD1LvASSVBX4T33</a></td><td><a href="https://unsloth.ai/blog/gemma2">https://unsloth.ai/blog/gemma2</a></td></tr><tr><td><a href="https://unsloth.ai/blog/phi3">Phi-3</a></td><td><a href="/files/fLyaRUdDznMXcTHhdsWJ">/files/fLyaRUdDznMXcTHhdsWJ</a></td><td><a href="https://unsloth.ai/blog/phi3">https://unsloth.ai/blog/phi3</a></td></tr></tbody></table>


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
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```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

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Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
