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<!DOCTYPE html><html lang="en"><head><title>llm tool use - Ecosia</title></head><body><div id="app" data-server-rendered="true"><div class="layout" data-v-cf0da602="" data-v-e535bc57=""><a href="#main" data-test-id="layout-skip-link" variant="solid-white" as="a" class="button layout__skip-link button base-button base-button--variant-solid-white base-button--size-s base-button--elevation-0 base-button--text-size-s layout__skip-link button button--icon-position-start" data-v-3f81533f="" data-v-cf0da602=""><span class="button__content" data-v-d023ccb5=""><span data-test-id="button-text" class="button__text" data-v-d023ccb5="">Skip to main content</span></span></a><div data-test-id="layout-header" class="main-header main-header--border main-header--is-at-top main-header--is-sticky-minimal" data-v-ad03ee09=""><header aria-label="Main header" data-test-id="main-header-content" class="main-header__content" data-v-ad03ee09=""><div class="main-header__navigation" data-v-ad03ee09=""><div class="main-header__logo-wrapper" data-v-ad03ee09=""><div class="main-header__logo" data-v-ad03ee09=""><a href="/" aria-label="Ecosia Homepage" rel="noopener" data-test-id="main-header-logo" class="main-header__logo-link main-header__logo-link logo" data-v-1340b595="" data-v-ad03ee09=""></a></div></div><form action="/search" method="GET" role="search" autocomplete="off" data-test-id="main-header-search-form" class="search-form search-form--variant-medium main-header__search" data-v-b66a2aa9="" data-v-ad03ee09=""><div class="search-form__mobile-wrapper" data-v-b66a2aa9=""><div data-test-id="search-form-search-field" class="search-form__search-field" data-v-b66a2aa9=""><div class="search-form__input-wrapper" data-v-b66a2aa9=""><input placeholder="Search the web..." aria-label="Search the web" role="combobox" aria-autocomplete="both" aria-controls="search-form-suggestion-list" aria-expanded="false" aria-haspopup="listbox" type="search" name="q" autocomplete="off" autocapitalize="off" autocorrect="off" spellcheck="false" required="required" data-test-id="search-form-input" value="llm tool use" class="search-form__input" data-v-b66a2aa9=""><div class="search-form__suggestions" data-v-b66a2aa9=""><ul id="id_1" role="listbox" data-test-id="search-form-suggestions" class="search-form__suggestions-list search-form__suggestions-list suggestion-list suggestion-list--variant-medium" style="" data-v-4218a2d6="" data-v-b66a2aa9=""></ul></div><button type="reset" icon-class="search-form__reset-icon" aria-label="Clear" data-test-id="search-form-reset" variant="bare" class="button search-form__reset button base-button base-button--variant-bare base-button--size-m base-button--elevation-0 base-button--text-size-m search-form__reset button button--icon-position-start button-icon search-form__reset--active" data-v-3f81533f="" data-v-b66a2aa9=""><span class="button__content" data-v-d023ccb5=""><span data-test-id="button-text" class="button__text" data-v-d023ccb5=""></span></span></button></div><button type="submit" aria-label="Search" data-test-id="search-form-submit" variant="bare" class="button search-form__submit button base-button base-button--variant-bare base-button--size-m base-button--elevation-0 base-button--text-size-m search-form__submit button button--icon-position-start button-icon" data-v-3f81533f="" data-v-b66a2aa9=""><span class="button__content" data-v-d023ccb5=""><span data-test-id="button-text" class="button__text" data-v-d023ccb5=""></span></span></button></div></div></form><div class="main-header__space" data-v-ad03ee09=""></div><div data-test-id="main-header-sign-up-button-placeholder" class="main-header__sign-up-button-placeholder" data-v-ad03ee09=""></div><nav aria-labelledby="navigation-menu-heading" data-test-id="main-nav" panel-side="right" class="main-nav main-header__nav" data-v-841af8ce="" data-v-ad03ee09=""><h2 id="id_2" class="sr-only" data-v-841af8ce="">Navigation menu</h2><div data-test-id="main-nav-toggle" data-v-1543ef1c="" data-v-841af8ce=""><button type="button" data-test-id="menu-button-impact-counter" aria-haspopup="dialog" aria-expanded="false" aria-label="Show navigation menu" aria-controls="navigation-menu" class="base-button base-button--variant-solid-white base-button--size-m base-button--elevation-0 base-button--text-size-m menu-button-impact-counter menu-button-impact-counter--is-animation-disabled" data-v-3f81533f="" data-v-1543ef1c=""><span data-test-id="seed-icon" class="menu-button-impact-counter__seed-icon" data-v-3f81533f="" data-v-1543ef1c=""></span><span class="menu-button-impact-counter__counter" data-v-3f81533f="" data-v-1543ef1c=""><span aria-label="1 seed" class="counter counter--is-text-animation-disabled counter--is-animation-delayed" data-v-10890ab0="" data-v-1543ef1c=""><span aria-hidden="true" class="counter__item" data-v-10890ab0=""><span data-test-id="impact-counter-item-previous-value" class="counter__item__text counter__item__text--previous-value" data-v-10890ab0="">0</span></span><span class="counter__item" data-v-10890ab0=""><span data-test-id="impact-counter-item-value" class="counter__item__text counter__item__text--value" data-v-10890ab0="">1</span></span></span></span><div data-test-id="avatar-signed-out-placeholder" aria-hidden="true" data-clarity-mask="true" class="avatar avatar--signed-out-placeholder" style="" data-v-4e1466a1="" data-v-1543ef1c=""></div><span class="notification-pill" style="" data-v-426570bb="" data-v-1543ef1c=""></span></button></div></nav></div><div class="main-header__search-navigation" data-v-ad03ee09=""><nav aria-label="Search menu" data-test-id="layout-navigation" class="search-navigation" data-v-71bc0b46=""><ul aria-label="Search menu" role="menubar" data-test-id="search-navigation-desktop-list" class="search-navigation__list" data-v-71bc0b46=""><li data-test-id="search-navigation-item-web" role="none" class="search-navigation__item" data-v-71bc0b46=""><a href="/search?q=llm+tool+use&amp;sr=1" rel="noopener" target="_self" role="menuitem" tabindex="0" data-test-id="search-navigation-web" class="tab tab--highlighted" data-v-5fefb637="" data-v-71bc0b46="">Web</a></li><li data-test-id="search-navigation-item-images" role="none" class="search-navigation__item" data-v-71bc0b46=""><a href="/images?q=llm+tool+use&amp;sr=1" rel="noopener" target="_self" role="menuitem" tabindex="0" data-test-id="search-navigation-images" class="tab" data-v-5fefb637="" data-v-71bc0b46="">Images</a></li><li data-test-id="search-navigation-item-news" role="none" class="search-navigation__item" data-v-71bc0b46=""><a href="/news?q=llm+tool+use&amp;sr=1" rel="noopener" target="_self" role="menuitem" tabindex="0" data-test-id="search-navigation-news" class="tab" data-v-5fefb637="" data-v-71bc0b46="">News</a></li><li data-test-id="search-navigation-item-videos" role="none" class="search-navigation__item" data-v-71bc0b46=""><a href="/videos?q=llm+tool+use&amp;sr=1" rel="noopener" target="_self" role="menuitem" tabindex="0" data-test-id="search-navigation-videos" class="tab" data-v-5fefb637="" data-v-71bc0b46="">Videos</a></li><li role="none" class="search-navigation__item" data-v-71bc0b46=""><a href="http://test.test" rel="noopener" target="_blank" role="menuitem" tabindex="0" data-test-id="search-navigation-maps-google" class="tab" data-v-5fefb637="" data-v-71bc0b46="">Maps</a></li><li role="none" class="search-navigation__item search-navigation__button" data-v-71bc0b46=""><div data-test-id="search-navigation-more" class="shortcuts search-navigation__shortcuts shortcuts--always-full" data-v-124ff256="" data-v-71bc0b46=""><button type="button" role="menuitem" aria-haspopup="true" aria-label="More" aria-expanded="false" data-test-id="shortcuts-button" variant="bare" class="button shortcuts__button button base-button base-button--variant-bare base-button--size-s base-button--elevation-0 base-button--text-size-s shortcuts__button button button--icon-position-start" data-v-3f81533f="" data-v-124ff256=""><span class="button__content" data-v-d023ccb5=""><span data-test-id="button-text" class="button__text" data-v-d023ccb5=""><span class="shortcuts__compact" data-v-d023ccb5="" data-v-124ff256=""></span><span class="shortcuts__full" data-v-d023ccb5="" data-v-124ff256="">More</span></span></span></button></div></li></ul><div role="none" class="search-navigation__divider" data-v-71bc0b46=""></div><div data-test-id="search-navigation-item-chat" role="none" class="search-navigation__item" data-v-71bc0b46=""><a href="/ai-chat?q=llm+tool+use&amp;origin=search&amp;sr=1" rel="noopener" target="_self" role="menuitem" tabindex="0" data-test-id="search-navigation-chat" class="tab tab--icon" data-v-5fefb637="" data-v-71bc0b46="">AI Chat</a></div></nav></div></header></div><section id="search-filters" role="menubar" aria-label="Filters" data-test-id="search-filters" class="search-filters" data-v-d7b318ab=""><div data-test-id="search-filter-search-region" class="filter search-filters__filter filter--selected" data-v-805e7d1a="" data-v-d7b318ab=""><button type="button" role="menuitem" aria-label="Search region" data-test-id="filter-button" aria-haspopup="true" aria-expanded="false" variant="bare" class="button filter__button button base-button base-button--variant-bare base-button--size-s base-button--elevation-0 base-button--text-size-s filter__button button button--icon-position-end" data-v-3f81533f="" data-v-805e7d1a=""><span class="button__content" data-v-d023ccb5=""><span data-test-id="button-text" class="button__text" data-v-d023ccb5=""><span class="filter__text" data-v-d023ccb5="" data-v-805e7d1a="">Search region:<span data-test-id="search-filters-current-region" data-v-d023ccb5="" data-v-d7b318ab="">Germany</span></span></span></span></button></div></section><main id="main" tabindex="-1" data-test-id="layout-content" class="layout__content" data-v-cf0da602=""><div class="web" data-v-cf0da602="" data-v-e535bc57=""><h1 id="web-heading" data-test-id="web-title" class="web__title heading heading--h1" data-v-fdd0f337="" data-v-e535bc57="">Search</h1><section data-test-id="mainline" class="mainline web__mainline" data-v-ae503b7b="" data-v-e535bc57=""><div class="mainline__content" data-v-ae503b7b=""><div data-test-id="meta-results" class="meta-results" data-v-ae503b7b=""></div><div aria-hidden="true" data-test-id="mainline-skeleton" class="skeleton mainline__skeleton" data-v-ae503b7b=""><div class="skeleton-bar skeleton-bar--xs"></div><div class="skeleton-bar skeleton-bar--l"></div><div class="loading-pannel-skeleton__p"><div class="skeleton-bar"></div><div class="skeleton-bar"></div><div class="skeleton-bar"></div><div class="skeleton-bar skeleton-bar--s"></div></div><div class="loading-pannel-skeleton__p"><div class="skeleton-bar"></div><div class="skeleton-bar"></div><div class="skeleton-bar"></div><div class="skeleton-bar skeleton-bar--s"></div></div></div><div data-v-ae503b7b=""><div data-test-id="mainline-result-ad" class="mainline__result-wrapper mainline__result-wrapper--visible" data-v-ae503b7b=""><div id="ad-google-1" data-test-id="ad-google" bingadspingsuffix="" class="mainline__result" data-v-ae503b7b=""></div></div><div data-test-id="mainline-result-entity" class="mainline__result-wrapper" data-v-ae503b7b=""><article data-test-id="entity-wrapper" position="mainline" class="entity-wrapper mainline__result" data-v-b29b32e2="" data-v-ae503b7b=""><div data-track-name="Large language model" data-track-type-hints="" class="entity entity card card--as-div card--overflow-visible" data-v-774e68c8="" data-v-b29b32e2=""><header class="entity__header entity__header" data-v-0102a9a0="" data-v-b29b32e2=""><div data-test-id="entity-titles" class="entity-titles" data-v-4a43b4a9="" data-v-0102a9a0=""><h2 title="Large language model" data-test-id="title" class="entity-titles__title heading heading--h2" data-v-fdd0f337="" data-v-4a43b4a9="">Large language model</h2><h3 title="Type of machine learning model" data-test-id="subtitle" class="entity-titles__subtitle heading heading--h6" data-v-fdd0f337="" data-v-4a43b4a9="">Type of machine learning model</h3></div></header><div class="entity__content" data-v-774e68c8="" data-v-b29b32e2=""><p data-test-id="entity-description" class="entity__description" data-v-774e68c8="" data-v-b29b32e2="">A large language model (LLM) is a neural network trained on a vast amount of text for natural language processing tasks, especially language generation. LLMs can generate, summarize, translate and parse text in many contexts, and are a foundational technology behind modern chatbots. Biased or inaccurate training data c…<a href="http://test.test" target="_self" data-test-id="entity-description-more-link" class="entity__description-more-link entity__description-more-link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-b29b32e2="">Wikipedia</a></p><div class="entity__divider" data-v-774e68c8="" data-v-b29b32e2=""><hr class="divider" data-v-a48565d0="" data-v-b29b32e2=""></div><div data-v-774e68c8="" data-v-b29b32e2=""></div><div data-test-id="entity-links" class="entity-links entity__links" data-v-159b165d="" data-v-b29b32e2=""><ul class="entity-links__list" data-v-159b165d=""><li class="entity-links__item" data-v-159b165d=""><a href="http://test.test" target="_self" data-test-id="entity-links-icon-wikipedia" rel="noopener" color="result" class="entity-links__link link link--as-a link--color-result link--variant-primary entity-links__link link-bubble link-bubble--at-breakpoint-all link-bubble--size-s" data-v-f0114578="" data-v-ce50442a="" data-v-159b165d="">Wikipedia</a></li></ul></div></div></div><footer data-test-id="entity-footer" class="entity-footer entity-footer rc-footer rc-footer--footer-vertical-align-end rc-footer--responsive" data-v-a36faaf1="" data-v-b29b32e2=""><div data-test-id="rc-footer-sources-container" class="rc-footer__left" data-v-a36faaf1=""><span class="rc-footer__sources" data-v-a36faaf1=""><span data-v-a36faaf1="">Source:</span><span class="rc-footer__source" data-v-a36faaf1=""><a target="_blank" href="http://test.test" rel="noopener" data-test-id="rc-footer-link-0" class="link link--as-a link--color-secondary link--variant-primary" data-v-f0114578="" data-v-a36faaf1="">Wikipedia</a></span></span></div><div data-test-id="rc-footer-feedback-container" class="rc-footer__right" data-v-a36faaf1=""><div data-test-id="binary-feedback" class="instant-answer__binary-feedback instant-answer__binary-feedback binary-feedback binary-feedback--compact" data-v-8503b41d="" data-v-b29b32e2=""><span data-test-id="binary-feedback-text" class="binary-feedback__text" data-v-8503b41d="">Is this helpful?</span><button type="button" aria-label="Yes, this is helpful" data-test-id="thumbs-up-button" variant="bare" class="button binary-feedback__button binary-feedback__button--positive button base-button base-button--variant-bare base-button--size-s base-button--elevation-0 base-button--text-size-s binary-feedback__button binary-feedback__button--positive button button--icon-position-end" data-v-3f81533f="" data-v-8503b41d=""><span class="button__content" data-v-d023ccb5=""><span data-test-id="button-text" class="button__text" data-v-d023ccb5=""></span></span></button><button type="button" aria-label="No, this is not helpful" data-test-id="thumbs-down-button" variant="bare" class="button binary-feedback__button button base-button base-button--variant-bare base-button--size-s base-button--elevation-0 base-button--text-size-s binary-feedback__button button button--icon-position-end button-icon" data-v-3f81533f="" data-v-8503b41d=""><span class="button__content" data-v-d023ccb5=""><span data-test-id="button-text" class="button__text" data-v-d023ccb5=""></span></span></button></div></div></footer></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="What is &quot;tool use&quot;, exactly? : r/LocalLLaMA - Reddit" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><span class="result-info__name-label" data-v-f0e4679c="">Reddit</span><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692734-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› r › LocalLLaMA › comments › 1mfrq3v › what_is_tool_use_exactly ›</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692739-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">What is "tool use", exactly? : r/LocalLLaMA - Reddit</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">02.08.2025 ... The best resource to understand tools is Meta's "Toolformer" paper, which invented the idea of tool-calling agents.</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="What Are Tools in the Scope of LLMs and Why Are They So ..." data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><span class="result-info__name-label" data-v-f0e4679c="">Medium</span><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692753-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› what-are-tools-in-the-scope-of-llms-and-why-are-they-so-important-f57f76190e58</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692758-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">What Are Tools in the Scope of LLMs and Why Are They So ...</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">20.06.2024 ... The LLM then decides whether it needs to employ any of these tools to fulfill your request. If it determines that a tool is necessary, it ...</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="From RAG to Tool Use - Cohere" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692772-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› llmu › from-rag-to-tool-use</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692777-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">From RAG to Tool Use - Cohere</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">While tool use is a broader concept that encompasses the use of various external systems and tools to enhance LLM capabilities, function calling, on the other ...</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="What is an LLM Tool? | Vercel Knowledge Base" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692791-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› kb › guide › what-is-an-llm-tool</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692796-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">What is an LLM Tool? | Vercel Knowledge Base</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">10.11.2025 ... Learn what tools are, how tool calling works, and how you can use them to build agents. ... A Large Language Model (LLM) tool is a way to connect ...</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="An introduction to function calling and tool use - Apideck" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692810-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› blog › llm-tool-use-and-function-calling</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692815-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">An introduction to function calling and tool use - Apideck</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">env: Isolates API keys from code; search_tool.py: Separates search logic for reusability; main.py: Focuses on orchestration (model ↔ tool interaction). Packages ...</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="Large language model - Wikipedia" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><span class="result-info__name-label" data-v-f0e4679c="">Wikipedia</span><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692829-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› wiki › Large_language_model</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692834-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">Large language model - Wikipedia</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">In 2020, OpenAI · An LLM can be turned into a · Retrieval-augmented generation · Early tool-using LLMs were fine-tuned on the use of specific tools. · An LLM is ...</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="Tool Calling with Local LLMs: A Practical Evaluation - Docker" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692848-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› blog › local-llm-tool-calling-a-practical-evaluation ›</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692853-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">Tool Calling with Local LLMs: A Practical Evaluation - Docker</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">30.06.2025 ... OpenAI's GPT-4 or GPT-3.5 worked as expected, and the experience was fairly smooth. 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Function calling is the ability to reliably connect LLMs to external tools to enable effective tool usage and interaction with external APIs.</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="LLM Agents and Tool Use - Uni Mannheim" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--info" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692886-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--info organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div><div class="result-info__link-container result-info__link-container--inline" data-v-f0e4679c=""><a data-test-id="result-link" tabindex="-1" href="http://test.test" target="_self" rel="noopener" class="result-info__link result-info__link--ellipsis" data-v-f0e4679c=""><div data-test-id="result-source" data-v-f0e4679c=""><span class="result-info__domain" data-v-f0e4679c="">http://test.test</span><span class="result-info__breadcrumbs" data-v-f0e4679c="">› media › Einrichtungen › dws › Files_Teaching › Large_Language_Models_and_Agents › FSS2026 › IE685_LA_04_LLMAgentsAndToolUse.pdf</span></div></a><div class="result-info__link-container-end" data-v-f0e4679c=""><div data-test-id="organic-result-feedback" provider="GOOGLE" class="organic-result-feedback web-result__feedback--link" data-v-7276ad47="" data-v-68c00620=""><button aria-label="Result feedback" aria-expanded="false" aria-controls="uid-692891-organic-result-feedback-modal" aria-haspopup="dialog" data-test-id="organic-result-feedback-label-mobile" class="organic-result-feedback__label organic-result-feedback__label--mobile web-result__feedback--link organic-result-feedback organic-result-feedback--tooltip-side-left-center" data-v-7276ad47=""></button></div></div></div></div></div><div class="result__title" data-v-86ad651d=""><a data-test-id="result-link" href="http://test.test" target="_self" rel="noopener" class="result__link result__link link link--as-a link--color-result link--variant-primary" data-v-f0114578="" data-v-86ad651d=""><h2 data-test-id="result-title" class="result-title__heading" data-v-f0114578="" data-v-86ad651d="">LLM Agents and Tool Use - Uni Mannheim</h2></a></div></div><div class="result__columns" data-v-86ad651d=""><div class="result__columns-start" data-v-86ad651d=""><div data-test-id="result-description" class="result__description" data-v-86ad651d=""><p data-test-id="web-result-description" class="web-result__description" data-v-86ad651d="" data-v-68c00620="">09.03.2026 ... Toolformer: Language models can teach themselves to use tools. Advances in Neural Information Processing Systems, 36. Page 11. University of ...</p></div></div></div><div class="result__extra-content" data-v-86ad651d=""></div></div></article></div><div data-test-id="mainline-result-web" class="mainline__result-wrapper" data-v-ae503b7b=""><article aria-label="Simon Willison on llm-tool-use" data-test-id="organic-result" class="result web-result mainline__result" data-v-86ad651d="" data-v-68c00620="" data-v-ae503b7b=""><div class="result__body" data-v-86ad651d=""><div class="result__header" data-v-86ad651d=""><div class="result__info result__info--extended" data-v-86ad651d=""><span aria-hidden="true" data-test-id="web-result-favicon" class="favicon__container web-result__favicon favicon__container--fallback" data-v-68c00620=""></span><div class="result-info result-info--complex" data-v-f0e4679c="" data-v-86ad651d=""><div data-test-id="result-source-name" class="result-info__name" data-v-f0e4679c=""><div class="web-result__info-end web-result__info-end--extended" data-v-f0e4679c="" data-v-68c00620=""><div 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