{"id":818,"date":"2026-10-24T13:52:50","date_gmt":"2026-10-24T10:52:50","guid":{"rendered":"https:\/\/www.yunuskaytan.com\/?page_id=818"},"modified":"2026-10-24T13:52:50","modified_gmt":"2026-10-24T10:52:50","slug":"ders-4-arac-kullanimi","status":"publish","type":"page","link":"https:\/\/www.yunuskaytan.com\/en\/yapay-zeka-ajan-kursu\/ders-4-arac-kullanimi\/","title":{"rendered":"Ders 4 \u2014 Ara\u00e7 kullan\u0131m\u0131 (tool use)"},"content":{"rendered":"\n<div class=\"yk-page yk-lesson\">\n<nav class=\"yk-crumbs\" aria-label=\"Konum\"><a href=\"\/yapay-zeka-ajan-kursu\/\">Yapay Zeka Ajan Kursu<\/a> <i>\/<\/i> Ders 4<\/nav>\n<header>\n<p class=\"yk-eyebrow\">ders 4 \/ 10 \u00b7 yakla\u015f\u0131k 25 dk<\/p>\n<h1 class=\"yk-title\">Ara\u00e7 kullan\u0131m\u0131 (tool use)<\/h1>\n<p class=\"yk-lead\">Modele \u201cel\u201d vermenin zaman\u0131. Ara\u00e7 tan\u0131mlamay\u0131, modelin ara\u00e7 iste\u011fini okumay\u0131 ve sonucu geri vermeyi \u00f6\u011freniyoruz.<\/p>\n<div class=\"yk-progress\" style=\"--v:40%\" role=\"progressbar\" aria-valuenow=\"40\" aria-valuemin=\"0\" aria-valuemax=\"100\"><\/div>\n<\/header>\n<aside class=\"yk-goals\"><strong>Bu derste \u00f6\u011freneceklerin<\/strong><ul><li>Ara\u00e7 tan\u0131m\u0131 (ad, a\u00e7\u0131klama, \u015fema) yazmak<\/li><li><code>tool_use<\/code> ve <code>tool_result<\/code> bloklar\u0131n\u0131 i\u015flemek<\/li><li>Ara\u00e7 hatalar\u0131n\u0131 modele do\u011fru bildirmek<\/li><\/ul><\/aside>\n<article class=\"yk-prose\">\n<h2>Model ara\u00e7 \u00e7al\u0131\u015ft\u0131rmaz, ara\u00e7 <em>ister<\/em><\/h2>\n<p>Bu, ajan m\u00fchendisli\u011finin en \u00f6nemli c\u00fcmlesidir. Modele ara\u00e7lar\u0131n <strong>tan\u0131m\u0131n\u0131<\/strong> verirsin: ad, a\u00e7\u0131klama ve parametre \u015femas\u0131. Model bir araca ihtiya\u00e7 duyarsa cevap olarak \u201c\u015fu arac\u0131 \u015fu parametrelerle \u00e7a\u011f\u0131r\u201d diye yap\u0131land\u0131r\u0131lm\u0131\u015f bir istek \u00fcretir. Arac\u0131 <strong>senin kodun<\/strong> \u00e7al\u0131\u015ft\u0131r\u0131r ve sonucu modele geri verir.<\/p>\n<pre><code class=\"language-text\">kullan\u0131c\u0131 \u2500\u2500\u25ba sen \u2500\u2500\u25ba API (ara\u00e7 tan\u0131mlar\u0131yla)\n                      \u2502\n               model: \"su_an arac\u0131n\u0131 {zaman_dilimi: Europe\/Istanbul} ile \u00e7a\u011f\u0131r\"   (stop_reason = tool_use)\n                      \u2502\n               senin kodun: su_an(\"Europe\/Istanbul\") \u00e7al\u0131\u015f\u0131r\n                      \u2502\n               sen \u2500\u2500\u25ba API (tool_result ile)\n                      \u2502\n               model: \"\u0130stanbul'da saat 14:32.\"   (stop_reason = end_turn)<\/code><\/pre>\n<h2>Ara\u00e7 tan\u0131m\u0131<\/h2>\n<p>Bir ara\u00e7 \u00fc\u00e7 \u015feyden olu\u015fur: <code>name<\/code>, <code>description<\/code> ve parametreleri anlatan bir JSON Schema (<code>input_schema<\/code>). A\u00e7\u0131klama, modelin arac\u0131 <em>ne zaman<\/em> ve <em>nas\u0131l<\/em> kullanaca\u011f\u0131n\u0131 anlamas\u0131n\u0131n tek yoludur; yani bir istem metnidir.<\/p>\n<pre><code class=\"language-python\">TOOLS = [\n    {\n        \"name\": \"su_an\",\n        \"description\": \"Verilen saat diliminde \u015fu anki tarih ve saati d\u00f6nd\u00fcr\u00fcr. \"\n                       \"Saat veya tarih soruldu\u011funda kullan; tahmin y\u00fcr\u00fctme.\",\n        \"input_schema\": {\n            \"type\": \"object\",\n            \"properties\": {\n                \"zaman_dilimi\": {\n                    \"type\": \"string\",\n                    \"description\": \"IANA saat dilimi ad\u0131, \u00f6rn. Europe\/Istanbul veya Asia\/Tokyo\",\n                }\n            },\n            \"required\": [\"zaman_dilimi\"],\n        },\n    }\n]<\/code><\/pre>\n<aside class=\"yk-callout yk-warn\"><strong>\u26a0\ufe0f Ara\u00e7 ad\u0131 kural\u0131<\/strong><p>Ara\u00e7 adlar\u0131 yaln\u0131zca harf, rakam, alt \u00e7izgi ve tire i\u00e7erebilir (T\u00fcrk\u00e7e karakter olmaz). <code>su_an<\/code> ge\u00e7erli, <code>\u015fu_an<\/code> ge\u00e7ersizdir.<\/p><\/aside>\n<h2>Bir tam tur: istek \u2192 ara\u00e7 \u2192 cevap<\/h2>\n<pre><code class=\"language-python\">import anthropic\nfrom datetime import datetime\nfrom zoneinfo import ZoneInfo\n\nclient = anthropic.Anthropic()\nMODEL = \"claude-haiku-5-5\"\n\nTOOLS = [{\n    \"name\": \"su_an\",\n    \"description\": \"Verilen saat diliminde \u015fu anki tarih ve saati d\u00f6nd\u00fcr\u00fcr.\",\n    \"input_schema\": {\n        \"type\": \"object\",\n        \"properties\": {\"zaman_dilimi\": {\"type\": \"string\", \"description\": \"IANA ad\u0131, \u00f6rn. Europe\/Istanbul\"}},\n        \"required\": [\"zaman_dilimi\"],\n    },\n}]\n\ndef su_an(zaman_dilimi):\n    return datetime.now(ZoneInfo(zaman_dilimi)).isoformat(timespec=\"seconds\")\n\nmesajlar = [{\"role\": \"user\", \"content\": \"Tokyo'da \u015fu an saat ka\u00e7?\"}]\n\n# 1) Modele soruyu ve ara\u00e7 tan\u0131mlar\u0131n\u0131 ver\nyanit = client.messages.create(model=MODEL, max_tokens=500, tools=TOOLS, messages=mesajlar)\nprint(\"stop_reason:\", yanit.stop_reason)        # tool_use\n\n# 2) Modelin cevab\u0131n\u0131 (ara\u00e7 iste\u011fi dahil) konu\u015fmaya ekle\nmesajlar.append({\"role\": \"assistant\", \"content\": yanit.content})\n\n# 3) \u0130stenen ara\u00e7lar\u0131 \u00e7al\u0131\u015ft\u0131r, sonu\u00e7lar\u0131 tool_result olarak geri ver\nsonuclar = []\nfor blok in yanit.content:\n    if blok.type == \"tool_use\":\n        print(\"istek:\", blok.name, blok.input)\n        sonuc = su_an(**blok.input)\n        sonuclar.append({\n            \"type\": \"tool_result\",\n            \"tool_use_id\": blok.id,     # hangi iste\u011fe cevap verdi\u011fimizi e\u015fler\n            \"content\": sonuc,\n        })\nmesajlar.append({\"role\": \"user\", \"content\": sonuclar})\n\n# 4) Model sonucu g\u00f6r\u00fcp nihai cevab\u0131 yazar\nson = client.messages.create(model=MODEL, max_tokens=500, tools=TOOLS, messages=mesajlar)\nprint(son.content[0].text)<\/code><\/pre>\n<h3>Dikkat edilecek \u00fc\u00e7 ayr\u0131nt\u0131<\/h3>\n<ol><li><strong>tool_use_id e\u015fle\u015fmesi:<\/strong> Her <code>tool_result<\/code>, kar\u015f\u0131l\u0131k geldi\u011fi <code>tool_use<\/code> blo\u011funun <code>id<\/code>&#8216;sini ta\u015f\u0131mal\u0131.<\/li><li><strong>Modelin mesaj\u0131n\u0131 eksiksiz ekle:<\/strong> <code>yanit.content<\/code>&#8216;in tamam\u0131 (metin + ara\u00e7 istekleri) <code>assistant<\/code> mesaj\u0131 olarak geri eklenmeli.<\/li><li><strong>Tek seferde birden fazla ara\u00e7:<\/strong> Model ayn\u0131 turda birden \u00e7ok ara\u00e7 isteyebilir. Hepsinin sonucunu <em>tek bir<\/em> <code>user<\/code> mesaj\u0131nda d\u00f6nd\u00fcr.<\/li><\/ol>\n<h2>Ara\u00e7 ba\u015far\u0131s\u0131z olursa<\/h2>\n<p>Ara\u00e7 hata verirse \u00e7\u00f6kmek yerine hatay\u0131 modele <em>anlat\u0131l\u0131r bi\u00e7imde<\/em> bildir. Model \u00e7o\u011fu zaman parametreyi d\u00fczeltip yeniden dener:<\/p>\n<pre><code class=\"language-python\">try:\n    sonuc = su_an(**blok.input)\n    hata = False\nexcept Exception as e:\n    sonuc = f\"Hata: {e}. Saat dilimi IANA bi\u00e7iminde olmal\u0131 (\u00f6rn. Europe\/Istanbul).\"\n    hata = True\n\nsonuclar.append({\n    \"type\": \"tool_result\",\n    \"tool_use_id\": blok.id,\n    \"content\": sonuc,\n    \"is_error\": hata,\n})<\/code><\/pre>\n<p>Bu derste yaln\u0131zca <em>bir<\/em> tur yapt\u0131k: modelin ikinci cevab\u0131 yine ara\u00e7 isteseydi kodumuz bunu i\u015flemezdi. Bir sonraki ders bu sorunu \u00e7\u00f6zen d\u00f6ng\u00fcy\u00fc yaz\u0131yor.<\/p>\n<\/article>\n<section class=\"yk-exercise\"><h2>\ud83d\udee0\ufe0f Al\u0131\u015ft\u0131rma<\/h2><ol><li>Kodu \u00e7al\u0131\u015ft\u0131r ve <code>blok.input<\/code> \u00e7\u0131kt\u0131s\u0131na bak. Modelin parametreyi nas\u0131l doldurdu\u011funu g\u00f6zlemle.<\/li><li>\u201c\u0130stanbul ile Tokyo aras\u0131nda ka\u00e7 saat fark var?\u201d diye sor. Model ka\u00e7 ara\u00e7 iste\u011fi \u00fcretti?<\/li><li><code>description<\/code> alan\u0131n\u0131 bo\u015f b\u0131rak\u0131p ayn\u0131 soruyu sor. Davran\u0131\u015f de\u011fi\u015fti mi?<\/li><\/ol><\/section>\n<section class=\"yk-quiz\"><h2>\ud83c\udfaf Kendini s\u0131na<\/h2><details><summary>Arac\u0131 kim \u00e7al\u0131\u015ft\u0131r\u0131r?<\/summary><p>Senin kodun. Model yaln\u0131zca hangi arac\u0131n hangi parametrelerle \u00e7a\u011fr\u0131laca\u011f\u0131n\u0131 isteyen yap\u0131land\u0131r\u0131lm\u0131\u015f bir blok \u00fcretir.<\/p><\/details><details><summary><code>tool_use_id<\/code> neden gerekli?<\/summary><p>Birden fazla ara\u00e7 iste\u011fi oldu\u011funda her sonucun hangi iste\u011fe ait oldu\u011funu e\u015fle\u015ftirmek i\u00e7in.<\/p><\/details><details><summary>Ara\u00e7 hata verirse ne yapmal\u0131?<\/summary><p>Hatay\u0131 <code>is_error: true<\/code> ile ve a\u00e7\u0131klay\u0131c\u0131 bir mesajla modele d\u00f6nd\u00fcr; model d\u00fczeltip tekrar deneyebilir.<\/p><\/details><\/section>\n<nav class=\"yk-pager\" aria-label=\"Ders gezinmesi\"><a class=\"prev\" href=\"\/yapay-zeka-ajan-kursu\/ders-3-konusma-ve-sistem-istemi\/\"><small>\u2190 \u00d6nceki ders<\/small><span>Konu\u015fma belle\u011fi ve sistem istemi<\/span><\/a><a class=\"next\" href=\"\/yapay-zeka-ajan-kursu\/ders-5-ajan-dongusu\/\"><small>Sonraki ders \u2192<\/small><span>Ajan d\u00f6ng\u00fcs\u00fc<\/span><\/a><\/nav>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Yapay Zeka Ajan Kursu \/ Ders 4 ders 4 \/ 10 \u00b7 yakla\u015f\u0131k 25 dk Ara\u00e7 kullan\u0131m\u0131 (tool use) Modele \u201cel\u201d vermenin zaman\u0131. Ara\u00e7 tan\u0131mlamay\u0131, modelin ara\u00e7 iste\u011fini\u2026<\/p>","protected":false},"author":1,"featured_media":0,"parent":814,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-818","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ders 4 \u2014 Ara\u00e7 kullan\u0131m\u0131 (tool use) - Yunus KAYTAN<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.yunuskaytan.com\/en\/yapay-zeka-ajan-kursu\/ders-4-arac-kullanimi\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ders 4 \u2014 Ara\u00e7 kullan\u0131m\u0131 (tool use) - Yunus KAYTAN\" \/>\n<meta property=\"og:description\" content=\"Yapay Zeka Ajan Kursu \/ Ders 4 ders 4 \/ 10 \u00b7 yakla\u015f\u0131k 25 dk Ara\u00e7 kullan\u0131m\u0131 (tool use) Modele \u201cel\u201d vermenin zaman\u0131. 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