{"id":77,"date":"2026-10-28T14:42:32","date_gmt":"2026-10-28T11:12:32","guid":{"rendered":"https:\/\/shekarara.ir\/?p=77"},"modified":"2026-10-28T15:54:26","modified_gmt":"2026-10-28T12:24:26","slug":"77","status":"publish","type":"post","link":"https:\/\/shekarara.ir\/?p=77","title":{"rendered":"\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f"},"content":{"rendered":"\n<meta charset=\"utf-8\"><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"><title>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f<\/title><style>body{font-family:Tahoma,Arial,sans-serif;line-height:2;color:#17243a;max-width:1000px;margin:auto;padding:24px}h1,h2{color:#15365c}h2{margin-top:35px}table{border-collapse:collapse;width:100%;font-size:14px}th,td{padding:11px;border:1px solid #d9e1e9;text-align:right;vertical-align:top}th{background:#eaf1f8}.table-scroll{overflow-x:auto}p{margin:12px 0}.note{background:#f5f8fc;padding:15px;border-right:4px solid #2d628e}<\/style><article>\n<h1> \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Frontier \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc <\/h1>\n<p>\u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc: \u06f2\u06f8 \u0627\u06a9\u062a\u0628\u0631 \u06f2\u06f0\u06f2\u06f6 (\u06f6 \u0622\u0628\u0627\u0646 \u0645\u0627\u0647 \u06f1\u06f4\u06f0\u06f5 ) | \u0645\u062e\u0627\u0637\u0628: \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u0645\u0639\u0645\u0627\u0631\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0648 \u0645\u062f\u06cc\u0631\u0627\u0646 \u0641\u0646\u06cc | \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0646\u0627\u0634\u0646\u0627\u0633 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0646\u06cc \u0648 \u0627\u0642\u062a\u0635\u0627\u062f\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0627\u062c\u0631\u0627\u06cc\u06cc<\/h2>\n<p>\u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0646\u0648\u0634\u062a\u0646 \u062a\u0627\u0628\u0639 \u0639\u0627\u0644\u06cc \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0647\u0646\u06af\u0627\u0645 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u200c\u0647\u0627 \u0641\u0627\u06cc\u0644\u060c \u0627\u062c\u0631\u0627\u06cc \u062a\u0633\u062a \u0648 \u0627\u0635\u0644\u0627\u062d \u062e\u0637\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0636\u0639\u06cc\u0641\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0645\u0633\u062a\u0644\u0632\u0645 \u0628\u0631\u0631\u0633\u06cc \u0633\u0647 \u0686\u06cc\u0632 \u0627\u0633\u062a: \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644\u060c \u0645\u062d\u06cc\u0637 Agent \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0648\u0627\u0642\u0639\u06cc \u062a\u06a9\u0645\u06cc\u0644 \u0645\u0648\u0641\u0642 \u06a9\u0627\u0631. \u062f\u0631\u0635\u062f\u0647\u0627\u06cc \u0645\u0646\u062a\u0634\u0631\u0634\u062f\u0647 \u0627\u0632 \u0627\u062c\u0631\u0627\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u0642\u0627\u0628\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/p>\n<figure style=\"margin:30px auto;text-align:center;\">\n  <img decoding=\"async\" src=\"https:\/\/shekarara.ir\/wp-content\/uploads\/2026\/10\/coding_article_image_1.png\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Frontier \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\" style=\"width:100%;max-width:1100px;height:auto;border-radius:12px;\" loading=\"lazy\">\n  <figcaption style=\"margin-top:10px;color:#666;font-size:14px;\">\n    \u0634\u06a9\u0644 \u06f1 \u2014 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\n  <\/figcaption>\n<\/figure>\n\n<h2>\u06f1. \u062a\u0641\u0627\u0648\u062a \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0627 Agent \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc<\/h2>\n<p>Coding model \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u062f \u0631\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0646\u062f \u06cc\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f. Reasoning model \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0686\u0646\u062f\u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. Coding agent \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0627\u062c\u0631\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644\u060c \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0645\u062e\u0632\u0646\u060c \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0648 \u062a\u0633\u062a \u0645\u062a\u0635\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. Cline\u060c Cursor\u060c Claude Code \u0648 Codex \u0645\u062d\u06cc\u0637\/\u0645\u062d\u0635\u0648\u0644 Agent \u0647\u0633\u062a\u0646\u062f\u061b \u0627\u0645\u062a\u06cc\u0627\u0632 Agent \u0644\u0632\u0648\u0645\u0627\u064b \u0627\u0645\u062a\u06cc\u0627\u0632 \u062e\u0648\u062f \u0645\u062f\u0644 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u0645\u062b\u0627\u0644: \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u00ab\u062e\u0637\u0627\u06cc \u0648\u0631\u0648\u062f \u0631\u0627 \u0631\u0641\u0639 \u06a9\u0646\u00bb \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0633\u0627\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0641\u0642\u0637 \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f\u061b Agent \u0628\u0627\u06cc\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f\u060c \u0627\u0635\u0644\u0627\u062d \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f\u060c \u062a\u0633\u062a \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f\u060c \u062e\u0637\u0627 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u06af\u0632\u0627\u0631\u0634 \u06a9\u0646\u062f.<\/p>\n<h2>\u06f2. \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061f<\/h2>\n<div class=\"table-scroll\"><table><thead><tr><th>\u0628\u0646\u0686\u0645\u0627\u0631\u06a9 \/ \u0645\u062a\u0648\u0644\u06cc<\/th><th>\u0646\u0633\u062e\u0647 \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0639\u062a\u0628\u0631<\/th><th>\u0631\u0648\u0634 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<\/th><th>\u0645\u062b\u0627\u0644 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a<\/th><\/tr><\/thead><tbody>\n<tr><td>SWE-bench \/ \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 Princeton \u0648 \u062c\u0627\u0645\u0639\u0647 SWE-bench<\/td><td>Original: \u06f2\u06f2\u06f9\u06f4 \u0645\u0633\u0626\u0644\u0647\u061b Lite: \u06f3\u06f0\u06f0\u061b Verified: \u06f5\u06f0\u06f0<\/td><td>Issue \u0648\u0627\u0642\u0639\u06cc GitHub\u060c \u0633\u0627\u062e\u062a \u0645\u062d\u06cc\u0637\u060c \u0627\u0639\u0645\u0627\u0644 patch\u060c \u0627\u062c\u0631\u0627\u06cc \u062a\u0633\u062a \u0648 \u0645\u062d\u0627\u0633\u0628\u0647 \u062f\u0631\u0635\u062f \u0645\u0633\u0627\u0626\u0644 \u062d\u0644\u200c\u0634\u062f\u0647<\/td><td>\u0631\u0641\u0639 bug \u062f\u0631 \u0645\u062e\u0632\u0646 Python\u061b \u0628\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u062a\u0633\u062a \u0648 \u0646\u0634\u062a \u062f\u0627\u062f\u0647 \u062d\u0633\u0627\u0633 \u0627\u0633\u062a.<\/td><\/tr>\n<tr><td>SWE-bench Multilingual \/ SWE-bench<\/td><td>\u06f3\u06f0\u06f0 \u0645\u0633\u0626\u0644\u0647\u061b \u06f9 \u0632\u0628\u0627\u0646\u061b \u06f4\u06f2 \u0645\u062e\u0632\u0646<\/td><td>\u0647\u0645\u0627\u0646 \u0645\u0646\u0637\u0642 \u062d\u0644 Issue \u0628\u0627 \u0632\u0628\u0627\u0646\u200c\u0647\u0627 \u0648 \u0645\u062e\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639<\/td><td>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631 Python \u0645\u0641\u06cc\u062f\u062a\u0631 \u0627\u0632 Verified \u0627\u0648\u0644\u06cc\u0647.<\/td><\/tr>\n<tr><td>SWE-bench Pro \/ Scale AI<\/td><td>Pro V2\u060c \u06f2\u06f2 \u0633\u067e\u062a\u0627\u0645\u0628\u0631 \u06f2\u06f0\u06f2\u06f6\u061b \u06f6\u06f4\u06f2 \u0645\u0633\u0626\u0644\u0647 \u062f\u0631 \u06f1\u06f1 \u0645\u062e\u0632\u0646<\/td><td>\u0648\u0638\u0627\u06cc\u0641 \u062f\u0634\u0648\u0627\u0631 \u0648 \u0628\u0644\u0646\u062f\u0645\u062f\u062a\u060c \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u062a\u0631 \u0648 \u0628\u0627\u0632\u0622\u0632\u0645\u0627\u06cc\u06cc patch \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0645\u06cc\u0632<\/td><td>\u062a\u063a\u06cc\u06cc\u0631 \u0686\u0646\u062f\u0645\u0627\u0698\u0648\u0644\u06cc\u061b \u0628\u0627 \u0646\u0633\u062e\u0647 \u0642\u062f\u06cc\u0645\u06cc Pro \u06cc\u06a9\u0633\u0627\u0646 \u0646\u06cc\u0633\u062a.<\/td><\/tr>\n<tr><td>Terminal-Bench \/ \u06af\u0631\u0648\u0647 Terminal-Bench<\/td><td>\u06f2.\u06f1\u061b \u0627\u0635\u0644\u0627\u062d \u06f2\u06f8 \u0645\u0633\u0626\u0644\u0647 \u0627\u0632 \u06f8\u06f9 \u0645\u0633\u0626\u0644\u0647 \u06f2.\u06f0<\/td><td>\u062f\u0633\u062a\u0648\u0631\u060c \u0645\u062d\u06cc\u0637 Docker \u0648 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062a\u0633\u062a\u061b Agent \u0628\u0627 shell \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f<\/td><td>\u0646\u0635\u0628 dependency \u0648 \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0633\u0631\u0648\u06cc\u0633\u061b harness \u0628\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0627\u062b\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f.<\/td><\/tr>\n<tr><td>LiveCodeBench \/ \u06af\u0631\u0648\u0647 \u067e\u0698\u0648\u0647\u0634\u06cc LiveCodeBench<\/td><td>\u0645\u062c\u0645\u0648\u0639\u0647 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0645\u0633\u0627\u0626\u0644 \u0645\u0633\u0627\u0628\u0642\u0627\u062a\u06cc\u061b \u0646\u0633\u062e\u0647\/\u0628\u0627\u0632\u0647 \u062a\u0627\u0631\u06cc\u062e \u0628\u0627\u06cc\u062f \u062b\u0628\u062a \u0634\u0648\u062f<\/td><td>\u0645\u0633\u0627\u0626\u0644 \u062a\u0627\u0632\u0647 LeetCode\u060c AtCoder \u0648 Codeforces\u061b \u062a\u0648\u0644\u06cc\u062f \u06a9\u062f \u0648 \u0628\u0639\u0636\u0627\u064b self-repair<\/td><td>\u062d\u0644 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u061b \u0634\u0627\u062e\u0635 \u0645\u0633\u062a\u0642\u06cc\u0645\u06cc \u0628\u0631\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc repository \u0646\u06cc\u0633\u062a.<\/td><\/tr>\n<tr><td>Aider Polyglot \/ \u067e\u0631\u0648\u0698\u0647 Aider<\/td><td>\u0646\u0633\u062e\u0647 \u0648 commit \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0627\u06cc\u062f \u06a9\u0646\u0627\u0631 \u0646\u062a\u06cc\u062c\u0647 \u062f\u0631\u062c \u0634\u0648\u062f<\/td><td>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0648\u06cc\u0631\u0627\u06cc\u0634 \u06a9\u062f \u062f\u0631 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u0627\u062c\u0631\u0627\u06cc \u062a\u0633\u062a<\/td><td>\u0648\u06cc\u0631\u0627\u06cc\u0634 \u0686\u0646\u062f\u0641\u0627\u06cc\u0644\u06cc\u061b \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647 Aider \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a.<\/td><\/tr>\n<tr><td>HumanEval \/ OpenAI<\/td><td>HumanEval\u061b \u0648 HumanEval+ \u0627\u0632 EvalPlus<\/td><td>\u062a\u0648\u0644\u06cc\u062f \u062a\u0627\u0628\u0639 \u0628\u0631 \u0627\u0633\u0627\u0633 docstring \u0648 \u0642\u0628\u0648\u0644\u06cc unit test<\/td><td>\u062e\u0648\u0628 \u0628\u0631\u0627\u06cc \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u06a9\u0648\u062a\u0627\u0647\u061b \u0646\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0631\u0648\u0698\u0647.<\/td><\/tr>\n<tr><td>OSWorld \/ \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 OSWorld<\/td><td>\u0646\u0633\u062e\u0647 \u06f2.\u06f0 \u062f\u0631 \u0645\u0646\u0627\u0628\u0639 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06f2\u06f0\u06f2\u06f6<\/td><td>\u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062d\u06cc\u0637 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/td><td>\u0628\u0631\u0627\u06cc automation \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u0627\u0645\u0627 benchmark \u0627\u062e\u062a\u0635\u0627\u0635\u06cc coding \u0646\u06cc\u0633\u062a.<\/td><\/tr>\n<tr><td>FrontierML \/ \u06af\u0631\u0648\u0647 FrontierML<\/td><td>Leaderboard \u067e\u0648\u06cc\u0627 \u062f\u0631 \u0627\u06a9\u062a\u0628\u0631 \u06f2\u06f0\u06f2\u06f6<\/td><td>Agent \u0628\u0627\u06cc\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0627 \u0628\u0648\u062f\u062c\u0647 \u0645\u062d\u062f\u0648\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f<\/td><td>\u0628\u0631\u0627\u06cc ML engineering \u0645\u0646\u0627\u0633\u0628\u060c \u0646\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0647\u0645\u0647 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0648\u0633\u0639\u0647 \u0648\u0628.<\/td><\/tr>\n<tr><td>DeepSWE \/ \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/td><td>\u062f\u0631 \u06af\u0632\u0627\u0631\u0634\u200c\u0647\u0627 DeepSWE 1.1\u061b \u067e\u0631\u0648\u062a\u06a9\u0644 \u0647\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f<\/td><td>\u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f\u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc<\/td><td>\u0628\u062f\u0648\u0646 \u06cc\u06a9\u0633\u0627\u0646\u200c\u0633\u0627\u0632\u06cc \u0646\u0633\u062e\u0647 \u0648 harness \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627 \u0642\u0627\u0628\u0644 \u0627\u062f\u063a\u0627\u0645 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/td><\/tr>\n<\/tbody><\/table><\/div>\n<figure style=\"margin:30px auto;text-align:center;\">\n  <img decoding=\"async\" src=\"https:\/\/shekarara.ir\/wp-content\/uploads\/2026\/10\/coding_article_image_2.png\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc\" style=\"width:100%;max-width:1100px;height:auto;border-radius:12px;\" loading=\"lazy\">\n  <figcaption style=\"margin-top:10px;color:#666;font-size:14px;\">\n    \u0634\u06a9\u0644 \u06f2 \u2014 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc\n  <\/figcaption>\n<\/figure>\n<h2>\u06f3. \u062e\u0648\u0627\u0646\u062f\u0646 \u0635\u062d\u06cc\u062d \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627<\/h2>\n<p>Resolved rate = \u062a\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0626\u0644 \u062d\u0644\u200c\u0634\u062f\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u0645\u0633\u0627\u0626\u0644. Pass@1 \u0627\u062d\u062a\u0645\u0627\u0644 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u06cc\u06a9 \u062a\u0644\u0627\u0634 \u0627\u0633\u062a. Pass@k \u0627\u062d\u062a\u0645\u0627\u0644 \u0645\u0648\u0641\u0642\u06cc\u062a \u0628\u0627 \u0686\u0646\u062f \u062a\u0644\u0627\u0634 \u0627\u0633\u062a \u0648 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0631 agentic benchmark \u0628\u0627\u06cc\u062f \u0646\u0633\u062e\u0647 dataset\u060c \u0646\u0633\u062e\u0647 \u0645\u062f\u0644\u060c harness\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062c\u0627\u0632\u060c budget\u060c reasoning effort\u060c \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631 \u0648 \u0641\u0627\u0635\u0644\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062b\u0628\u062a \u0634\u0648\u062f.<\/p>\n<p>\u0645\u062b\u0627\u0644 \u0641\u0631\u0636\u06cc: Agent A \u062f\u0631 \u06f1\u06f0\u06f0 \u0645\u0633\u0626\u0644\u0647\u060c \u06f6\u06f5 \u0645\u0648\u0631\u062f \u0631\u0627 \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0645\u062a\u0648\u0633\u0637 \u06f2 \u062f\u0644\u0627\u0631 \u062d\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b Agent B \u062a\u0639\u062f\u0627\u062f \u06f6\u06f0 \u0645\u0648\u0631\u062f \u0631\u0627 \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647 \u06f0\u066b\u06f4 \u062f\u0644\u0627\u0631. A \u0627\u0632 \u0646\u0638\u0631 \u0646\u0631\u062e \u0645\u0648\u0641\u0642\u06cc\u062a \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 B \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062a\u06a9\u0631\u0627\u0631\u06cc \u0627\u0642\u062a\u0635\u0627\u062f\u06cc\u200c\u062a\u0631 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u0627\u0639\u062f\u0627\u062f \u0622\u0645\u0648\u0632\u0634\u06cc\u200c\u0627\u0646\u062f\u060c \u0646\u0647 \u0646\u062a\u0627\u06cc\u062c \u0648\u0627\u0642\u0639\u06cc \u0645\u062f\u0644\u200c\u0647\u0627.<\/p>\n<h2>\u06f4. \u06a9\u062f\u0627\u0645 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0641\u0647\u0631\u0633\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645\u061f<\/h2>\n<figure style=\"margin:30px auto;text-align:center;\">\n  <img decoding=\"async\" src=\"https:\/\/shekarara.ir\/wp-content\/uploads\/2026\/10\/coding_article_image_3.png\" alt=\"\u0686\u0631\u062e\u0647 \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0627 Agent\" style=\"width:100%;max-width:1100px;height:auto;border-radius:12px;\" loading=\"lazy\">\n  <figcaption style=\"margin-top:10px;color:#666;font-size:14px;\">\n    \u0634\u06a9\u0644 \u06f3 \u2014 \u0686\u0631\u062e\u0647 \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0627 Agent\n  <\/figcaption>\n<\/figure>\n<div class=\"table-scroll\"><table><thead><tr><th>\u062e\u0627\u0646\u0648\u0627\u062f\u0647\/\u0645\u062f\u0644 \u0646\u0645\u0648\u0646\u0647<\/th><th>\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0648\u0632\u0646\u200c\u0647\u0627<\/th><th>\u06a9\u0627\u0631\u0628\u0631\u062f \u063a\u0627\u0644\u0628<\/th><th>\u0646\u06a9\u062a\u0647 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc<\/th><\/tr><\/thead><tbody>\n<tr><td>Claude Opus \/ Sonnet (\u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u06f5 \u0648 \u06f5.\u06f5)<\/td><td>\u0627\u062e\u062a\u0635\u0627\u0635\u06cc<\/td><td>\u0628\u0627\u0632\u0622\u0631\u0627\u06cc\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u062a\u0648\u0633\u0639\u0647 Agentic<\/td><td>\u0642\u06cc\u0645\u062a \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a context \u0631\u0627 \u0627\u0632 API \u0631\u0633\u0645\u06cc \u0646\u0633\u062e\u0647 \u062f\u0642\u06cc\u0642 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/td><\/tr>\n<tr><td>GPT-6 \/ GPT-6.1 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc coding OpenAI<\/td><td>\u0627\u062e\u062a\u0635\u0627\u0635\u06cc<\/td><td>\u062d\u0644 \u0645\u0633\u0626\u0644\u0647\u060c \u0645\u0639\u0645\u0627\u0631\u06cc\u060c \u0627\u0628\u0632\u0627\u0631 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631<\/td><td>\u0646\u0633\u062e\u0647 Sol\/Luna \u0648 \u0633\u0637\u062d reasoning \u0631\u0627 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f.<\/td><\/tr>\n<tr><td>Gemini 3.x \/ Gemini 4<\/td><td>\u0627\u062e\u062a\u0635\u0627\u0635\u06cc<\/td><td>\u0645\u062e\u0632\u0646 \u0628\u0632\u0631\u06af \u0648 \u0648\u0631\u0648\u062f\u06cc \u0686\u0646\u062f\u0631\u0633\u0627\u0646\u0647\u200c\u0627\u06cc<\/td><td>\u0627\u0646\u062f\u0627\u0632\u0647 context \u0627\u0633\u0645\u06cc \u0628\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0624\u062b\u0631 \u06cc\u06a9\u0633\u0627\u0646 \u0646\u06cc\u0633\u062a.<\/td><\/tr>\n<tr><td>Qwen3.8 Max \u0648 Qwen Coder<\/td><td>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0645\u062f\u0644\u061b Max \u0627\u062e\u062a\u0635\u0627\u0635\u06cc\u060c \u0628\u0631\u062e\u06cc Coder\u0647\u0627 \u0648\u0632\u0646\u200c\u0628\u0627\u0632<\/td><td>\u062a\u0648\u0644\u06cc\u062f \u06a9\u062f \u0648 Agentic coding<\/td><td>\u0645\u062c\u0648\u0632 \u0647\u0631 checkpoint \u0631\u0627 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/td><\/tr>\n<tr><td>GLM-5.3 \u0648 \u062e\u0627\u0646\u0648\u0627\u062f\u0647 GLM<\/td><td>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647 \u0648 \u0645\u062c\u0648\u0632<\/td><td>Agentic coding \u0648 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0642\u062a\u0635\u0627\u062f\u06cc<\/td><td>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc API \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u0644\u06cc \u06cc\u06a9\u06cc \u0646\u06cc\u0633\u062a.<\/td><\/tr>\n<tr><td>DeepSeek V4.x<\/td><td>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647<\/td><td>\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648 \u062a\u0648\u0633\u0639\u0647 \u06a9\u0645\u200c\u0647\u0632\u06cc\u0646\u0647\u200c\u062a\u0631<\/td><td>\u062f\u0633\u062a\u0631\u0633\u06cc \u0648\u0632\u0646\u060c \u0647\u0632\u06cc\u0646\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a provider \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f.<\/td><\/tr>\n<tr><td>Kimi K3 \/ K3.1<\/td><td>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647<\/td><td>\u06a9\u0627\u0631 \u0637\u0648\u0644\u0627\u0646\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631<\/td><td>\u0647\u0632\u06cc\u0646\u0647 output \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc tool call \u0645\u0647\u0645 \u0627\u0633\u062a.<\/td><\/tr>\n<tr><td>MiniMax M3.x<\/td><td>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647<\/td><td>Coding agent \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc<\/td><td>\u0628\u0627 task \u0648\u0627\u0642\u0639\u06cc \u0648 \u0647\u0632\u06cc\u0646\u0647 \u062a\u06a9\u0645\u06cc\u0644 \u0628\u0633\u0646\u062c\u06cc\u062f.<\/td><\/tr>\n<tr><td>Mistral \/ Devstral<\/td><td>\u0628\u0639\u0636\u06cc \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u0648\u0632\u0646\u200c\u0628\u0627\u0632<\/td><td>\u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u0644\u06cc \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062e\u0632\u0646<\/td><td>VRAM \u0648 \u0645\u062c\u0648\u0632 \u062a\u062c\u0627\u0631\u06cc \u062a\u0639\u06cc\u06cc\u0646\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0627\u0646\u062f.<\/td><\/tr>\n<\/tbody><\/table><\/div>\n<p>\u0648\u0632\u0646\u200c\u0628\u0627\u0632 (Open weights) \u06cc\u0639\u0646\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0642\u0627\u0628\u0644 \u062f\u0631\u06cc\u0627\u0641\u062a\u200c\u0627\u0646\u062f\u061b \u0627\u06cc\u0646 \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0628\u0648\u062f\u0646 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u060c \u06a9\u062f \u0622\u0645\u0648\u0632\u0634 \u06cc\u0627 \u0645\u062c\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0627\u0645\u062d\u062f\u0648\u062f \u062a\u062c\u0627\u0631\u06cc \u0646\u06cc\u0633\u062a. \u062d\u062a\u06cc \u0645\u062f\u0644 \u0648\u0632\u0646\u200c\u0628\u0627\u0632 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0647 \u0686\u0646\u062f GPU \u06cc\u0627 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<h2>\u06f5. \u0646\u0645\u0648\u0646\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u0646\u062a\u0634\u0631\u0634\u062f\u0647: \u0641\u0642\u0637 \u062f\u0631 \u067e\u0631\u0648\u062a\u06a9\u0644 \u0645\u0634\u062e\u0635<\/h2>\n<p>\u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u06af\u0632\u0627\u0631\u0634\u200c\u0634\u062f\u0647 \u062f\u0631 \u0635\u0641\u062d\u0647 \u0631\u0633\u0645\u06cc Qwen3.8 \u0627\u0633\u062a\u061b \u0627\u06cc\u0646 \u0627\u0639\u062f\u0627\u062f \u06af\u0632\u0627\u0631\u0634 \u0633\u0627\u0632\u0646\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u0622\u0632\u0645\u0648\u0646 \u0645\u0633\u062a\u0642\u0644 \u06cc\u0627 \u0646\u062a\u06cc\u062c\u0647 Cline\/Cursor \u0646\u06cc\u0633\u062a\u0646\u062f. \u0627\u0632 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646 \u0628\u0627 SWE-bench Pro V2 \u06cc\u0627 \u0627\u062c\u0631\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a Terminal-Bench \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"table-scroll\"><table><thead><tr><th>\u0645\u062f\u0644<\/th><th>Terminal-Bench 2.1 (%)<\/th><th>SWE-bench Pro (%)<\/th><th>DeepSWE 1.1 (%)<\/th><\/tr><\/thead><tbody>\n<tr><td>Qwen3.8 Max<\/td><td>86.6<\/td><td>67.7<\/td><td>56.6<\/td><\/tr>\n<tr><td>Qwen3.7 Max<\/td><td>74.5<\/td><td>60.6<\/td><td>21.6<\/td><\/tr>\n<tr><td>GPT-5.6 Sol (max)<\/td><td>88.8<\/td><td>64.6<\/td><td>73.0<\/td><\/tr>\n<tr><td>Claude Fable 5<\/td><td>84.6<\/td><td>80.0<\/td><td>70.0<\/td><\/tr>\n<tr><td>Claude Opus 4.8<\/td><td>84.6<\/td><td>69.2<\/td><td>59.0<\/td><\/tr>\n<\/tbody><\/table><\/div>\n<p>\u0627\u06cc\u0646 \u062c\u062f\u0648\u0644 \u0639\u0645\u062f\u0627\u064b \u0634\u0627\u0645\u0644 \u0647\u0645\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0631\u0648\u0632 \u0646\u06cc\u0633\u062a: \u0646\u0628\u0648\u062f \u0646\u062a\u06cc\u062c\u0647 \u0645\u0639\u062a\u0628\u0631 \u0628\u0631\u0627\u06cc \u0646\u0633\u062e\u0647 \u062f\u0642\u06cc\u0642\u060c \u0628\u0647 \u0645\u0639\u0646\u06cc \u0636\u0639\u06cc\u0641 \u0628\u0648\u062f\u0646 \u0645\u062f\u0644 \u0646\u06cc\u0633\u062a. \u0631\u062a\u0628\u0647\u200c\u0628\u0646\u062f\u06cc \u0642\u0637\u0639\u06cc \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u062e\u0648\u062f\u0633\u0631\u0627\u0646\u0647 \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0646\u0627\u0647\u0645\u0633\u0627\u0646 \u0639\u0644\u0645\u06cc \u0646\u06cc\u0633\u062a.<\/p>\n<h2>\u06f6. \u0642\u06cc\u0645\u062a\u060c \u0633\u0631\u0639\u062a \u0648 context \u0631\u0627 \u0686\u0637\u0648\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/h2>\n<p>\u0642\u06cc\u0645\u062a API \u0631\u0627 \u0628\u0627 \u0648\u0627\u062d\u062f \u062f\u0644\u0627\u0631 \u0628\u0647 \u0627\u0632\u0627\u06cc \u06cc\u06a9 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u062a\u0648\u06a9\u0646 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc\u060c \u062a\u0627\u0631\u06cc\u062e \u0648 provider \u062b\u0628\u062a \u06a9\u0646\u06cc\u062f. cache read\/write\u060c reasoning tokens\u060c \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0646\u0631\u062e\u060c latency \u0627\u0648\u0644\u06cc\u0646 \u062a\u0648\u06a9\u0646 \u0648 throughput \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0647\u0632\u06cc\u0646\u0647 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u0646\u062f. \u0642\u06cc\u0645\u062a\u200c\u0647\u0627 \u067e\u0648\u06cc\u0627 \u0647\u0633\u062a\u0646\u062f\u061b \u0628\u0647\u200c\u062c\u0627\u06cc \u0627\u0639\u062f\u0627\u062f \u0642\u062f\u06cc\u0645\u06cc\u060c \u0644\u06cc\u0646\u06a9 \u0635\u0641\u062d\u0647 \u0631\u0633\u0645\u06cc \u0642\u06cc\u0645\u062a \u0647\u0631 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0631\u0648\u0632 \u0627\u0646\u062a\u0634\u0627\u0631 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0647\u0632\u06cc\u0646\u0647 \u062a\u0642\u0631\u06cc\u0628\u06cc \u06cc\u06a9 \u06a9\u0627\u0631 = (\u062a\u0648\u06a9\u0646 \u0648\u0631\u0648\u062f\u06cc \u00d7 \u0646\u0631\u062e \u0648\u0631\u0648\u062f\u06cc + \u062a\u0648\u06a9\u0646 \u062e\u0631\u0648\u062c\u06cc \u00d7 \u0646\u0631\u062e \u062e\u0631\u0648\u062c\u06cc) \/ \u06f1\u066c\u06f0\u06f0\u06f0\u066c\u06f0\u06f0\u06f0\u061b \u0647\u0632\u06cc\u0646\u0647 \u0627\u0628\u0632\u0627\u0631\u060c \u062a\u06a9\u0631\u0627\u0631\u060c cache \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0641\u0632\u0648\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0634\u0627\u062e\u0635 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\u200c\u062a\u0631 \u00ab\u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0627\u0632\u0627\u06cc task \u0645\u0648\u0641\u0642\u00bb \u0627\u0633\u062a.<\/p>\n<p>Context window \u0628\u0632\u0631\u06af \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u062a\u0636\u0645\u06cc\u0646 \u0641\u0647\u0645 \u0645\u062e\u0632\u0646 \u0628\u0632\u0631\u06af \u0646\u06cc\u0633\u062a\u061b \u06a9\u06cc\u0641\u06cc\u062a \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0641\u0627\u06cc\u0644\u060c \u0627\u0646\u062a\u062e\u0627\u0628 context\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc\u060c retrieval \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062e\u0631\u0648\u062c\u06cc \u0646\u06cc\u0632 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u0646\u062f. \u0633\u0631\u0639\u062a \u0631\u0627 \u0628\u0627 median \u0648 p95 latency \u062f\u0631 \u06cc\u06a9 workload \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0633\u0646\u062c\u06cc\u062f.<\/p>\n<h2>\u06f7. \u0622\u06cc\u0627 \u0627\u0645\u062a\u06cc\u0627\u0632 \u06f1\u06f0\u06f0 \u0646\u0645\u0631\u0647\u200c\u0627\u06cc \u0648\u0627\u062d\u062f \u0639\u0644\u0645\u06cc \u0627\u0633\u062a\u061f<\/h2>\n<p>\u062e\u06cc\u0631. \u0627\u06af\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u0627\u062e\u0644\u06cc \u0628\u0647 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0645\u0631\u06a9\u0628 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u00ab\u0634\u0627\u062e\u0635 \u062a\u0635\u0645\u06cc\u0645 \u0633\u0627\u0632\u0645\u0627\u0646\u00bb \u0628\u0646\u0627\u0645\u06cc\u062f\u060c \u0646\u0647 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9 \u0631\u0633\u0645\u06cc. \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0648\u0632\u0646\u200c\u0647\u0627: \u062d\u0644 Issue \u0648\u0627\u0642\u0639\u06cc \u06f2\u06f5\u060c \u0648\u0638\u0627\u06cc\u0641 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u06f2\u06f0\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0686\u0646\u062f\u0641\u0627\u06cc\u0644\u06cc \u06f1\u06f5\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0628\u0632\u0627\u0631 \u06f1\u06f0\u060c \u06a9\u06cc\u0641\u06cc\u062a \u062a\u0633\u062a \u06f1\u06f0\u060c \u0647\u0632\u06cc\u0646\u0647 task \u0645\u0648\u0641\u0642 \u06f1\u06f0\u060c \u0633\u0631\u0639\u062a \u06f5 \u0648 \u0627\u0645\u0646\u06cc\u062a\/\u062d\u0627\u06a9\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u06f5. \u0647\u0631 \u0628\u0639\u062f \u0628\u0627\u06cc\u062f \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 task \u062b\u0627\u0628\u062a \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632 \u06f0 \u062a\u0627 \u06f1\u06f0\u06f0 \u0646\u0631\u0645\u0627\u0644 \u0634\u0648\u062f\u061b \u062f\u0627\u062f\u0647 \u0646\u0627\u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0628\u0627 \u062d\u062f\u0633 \u067e\u0631 \u0646\u06a9\u0646\u06cc\u062f.<\/p>\n<h2>\u06f8. \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0646\u0627\u0631\u06cc\u0648<\/h2>\n<div class=\"table-scroll\"><table><thead><tr><th>\u0633\u0646\u0627\u0631\u06cc\u0648<\/th><th>\u0627\u0648\u0644\u0648\u06cc\u062a \u0627\u0635\u0644\u06cc<\/th><th>\u0631\u0648\u0634 \u0622\u0632\u0645\u0627\u06cc\u0634<\/th><\/tr><\/thead><tbody>\n<tr><td>\u062a\u0648\u0633\u0639\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u062f\u0631 Cursor\/Cline<\/td><td>\u0646\u0631\u062e \u0645\u0648\u0641\u0642\u06cc\u062a\u060c latency \u0648 \u0647\u0632\u06cc\u0646\u0647<\/td><td>\u06f2\u06f0 issue \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0632\u0645\u0627\u0646\u06cc \u06cc\u06a9\u0633\u0627\u0646<\/td><\/tr>\n<tr><td>Refactoring \u0686\u0646\u062f\u0645\u0627\u0698\u0648\u0644\u06cc<\/td><td>\u062d\u0641\u0638 \u0631\u0641\u062a\u0627\u0631 \u0648 \u067e\u0648\u0634\u0634 \u062a\u0633\u062a<\/td><td>\u062a\u0633\u062a \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 + \u0628\u0631\u0631\u0633\u06cc diff<\/td><\/tr>\n<tr><td>Backend \u0628\u0627 FastAPI\/PostgreSQL<\/td><td>migration\u060c \u0642\u0631\u0627\u0631\u062f\u0627\u062f API\u060c rollback<\/td><td>\u062a\u0633\u062a integration \u0648 migration \u0631\u0648\u06cc DB \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc<\/td><\/tr>\n<tr><td>Frontend React<\/td><td>\u062a\u063a\u06cc\u06cc\u0631 UI\u060c build \u0648 accessibility<\/td><td>Playwright \u0648 \u062a\u0633\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc<\/td><\/tr>\n<tr><td>\u06a9\u062f \u0645\u062d\u0631\u0645\u0627\u0646\u0647 \u06cc\u0627 \u062f\u0627\u062f\u0647 \u062d\u0633\u0627\u0633<\/td><td>\u062d\u0627\u06a9\u0645\u06cc\u062a \u062f\u0627\u062f\u0647\u060c \u0645\u062d\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0645\u062c\u0648\u0632<\/td><td>\u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631\u062f\u0627\u062f provider \u06cc\u0627 \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u0644\u06cc<\/td><\/tr>\n<tr><td>\u0627\u062c\u0631\u0627\u06cc \u0644\u0648\u06a9\u0627\u0644 \u0628\u0627 GPU<\/td><td>VRAM\u060c quantization\u060c \u0633\u0631\u0639\u062a \u0648 \u06a9\u06cc\u0641\u06cc\u062a<\/td><td>\u0628\u0646\u0686\u0645\u0627\u0631\u06a9 \u0631\u0648\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc<\/td><\/tr>\n<\/tbody><\/table><\/div>\n<h2>\u06f9. \u06cc\u06a9 \u0622\u0632\u0645\u0648\u0646 \u0639\u0645\u0644\u06cc \u0642\u0627\u0628\u0644 \u062a\u06a9\u0631\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645 \u062a\u0648\u0633\u0639\u0647<\/h2>\n<p>\u06f1\u06f0 \u062a\u0627 \u06f3\u06f0 \u0645\u0633\u0626\u0644\u0647 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f\u061b repo \u0631\u0627 \u062f\u0631 commit \u062b\u0627\u0628\u062a \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f\u061b \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u06cc\u06a9 harness \u0648 \u0628\u0648\u062f\u062c\u0647 \u0628\u0631\u0627\u0628\u0631 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f\u061b \u062a\u0633\u062a\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 container \u062c\u062f\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u061b success\u060c \u0632\u0645\u0627\u0646\u060c \u062a\u0639\u062f\u0627\u062f tool call\u060c \u062a\u0648\u06a9\u0646\u060c \u0647\u0632\u06cc\u0646\u0647\u060c \u062e\u0637\u0627 \u0648 \u062f\u062e\u0627\u0644\u062a \u0627\u0646\u0633\u0627\u0646\u06cc \u0631\u0627 \u062b\u0628\u062a \u06a9\u0646\u06cc\u062f. \u062d\u062f\u0627\u0642\u0644 \u0633\u0647 \u0628\u0627\u0631 \u0627\u062c\u0631\u0627 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\/\u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627 \u06af\u0632\u0627\u0631\u0634 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0647\u0645 \u00ab\u062f\u0631\u0635\u062f \u062d\u0644 \u0645\u0648\u0641\u0642\u00bb \u0648 \u0647\u0645 \u00ab\u0647\u0632\u06cc\u0646\u0647 \u0647\u0631 \u0645\u0633\u0626\u0644\u0647 \u062d\u0644\u200c\u0634\u062f\u0647\u00bb \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f.<\/p>\n<h2>\u06f1\u06f0. \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u06cc\u06a9 leaderboard \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a. SWE-bench \u0645\u0633\u0626\u0644\u0647 \u0648\u0627\u0642\u0639\u06cc repository \u0631\u0627 \u0645\u06cc\u200c\u0633\u0646\u062c\u062f\u061b Terminal-Bench \u0645\u0647\u0627\u0631\u062a \u0627\u062c\u0631\u0627\u06cc\u06cc \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0631\u0627\u061b LiveCodeBench \u062a\u0648\u0627\u0646 \u062d\u0644 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0631\u0627\u061b \u0648 benchmark\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc\u200c\u062a\u0631 \u0627\u0628\u0639\u0627\u062f \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627. \u0645\u062f\u0644 \u0628\u0631\u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645 \u0634\u0645\u0627 \u0645\u062f\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u062e\u0632\u0646\u060c \u0627\u0628\u0632\u0627\u0631\u060c \u0628\u0648\u062f\u062c\u0647\u060c \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0633\u06cc\u0627\u0633\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0634\u0645\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u0648\u0641\u0642 \u0631\u0627 \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<h2>\u0645\u0646\u0627\u0628\u0639 \u0648 \u0645\u0633\u06cc\u0631 \u0628\u0631\u0631\u0633\u06cc \u0646\u062a\u0627\u06cc\u062c<\/h2>\n<p><a href=\"https:\/\/www.swebench.com\/\" rel=\"noopener noreferrer\" target=\"_blank\">SWE-bench<\/a><\/p>\n<p><a href=\"https:\/\/www.swebench.com\/verified\" rel=\"noopener noreferrer\" target=\"_blank\">SWE-bench Verified<\/a><\/p>\n<p><a href=\"https:\/\/github.com\/SWE-bench\/SWE-bench\/blob\/main\/docs\/faq.md\" rel=\"noopener noreferrer\" target=\"_blank\">SWE-bench FAQ<\/a><\/p>\n<p><a href=\"https:\/\/labs.scale.com\/leaderboard\/swe_bench_pro_public_v2\" rel=\"noopener noreferrer\" target=\"_blank\">SWE-bench Pro V2 \/ Scale AI<\/a><\/p>\n<p><a href=\"https:\/\/www.tbench.ai\/news\/terminal-bench-2-1\" rel=\"noopener noreferrer\" target=\"_blank\">Terminal-Bench 2.1<\/a><\/p>\n<p><a href=\"https:\/\/github.com\/LiveCodeBench\/LiveCodeBench\" rel=\"noopener noreferrer\" target=\"_blank\">LiveCodeBench<\/a><\/p>\n<p><a href=\"https:\/\/qwen.ai\/blog?id=qwen3.8\" rel=\"noopener noreferrer\" target=\"_blank\">Qwen3.8 official benchmarks<\/a><\/p>\n<p><a href=\"https:\/\/www.frontierml.org\/\" rel=\"noopener noreferrer\" target=\"_blank\">FrontierML<\/a><\/p>\n<p><a href=\"https:\/\/openai.com\/api\/pricing\/\" rel=\"noopener noreferrer\" target=\"_blank\">OpenAI pricing<\/a><\/p>\n<p><a href=\"https:\/\/docs.anthropic.com\/en\/docs\/about-claude\/pricing\" rel=\"noopener noreferrer\" target=\"_blank\">Anthropic pricing<\/a><\/p>\n<p><a href=\"https:\/\/openrouter.ai\/models\" rel=\"noopener noreferrer\" target=\"_blank\">OpenRouter models<\/a><\/p>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Frontier \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc: \u06f2\u06f8 \u0627\u06a9\u062a\u0628\u0631 \u06f2\u06f0\u06f2\u06f6 (\u06f6 \u0622\u0628\u0627\u0646 \u0645\u0627\u0647 \u06f1\u06f4\u06f0\u06f5 ) | \u0645\u062e\u0627\u0637\u0628: \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u0645\u0639\u0645\u0627\u0631\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0648 \u0645\u062f\u06cc\u0631\u0627\u0646 \u0641\u0646\u06cc | \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0646\u0627\u0634\u0646\u0627\u0633 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0646\u06cc \u0648 \u0627\u0642\u062a\u0635\u0627\u062f\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f. \u0686\u06a9\u06cc\u062f\u0647 \u0627\u062c\u0631\u0627\u06cc\u06cc \u06cc\u06a9 \u0645\u062f\u0644 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,15,10],"tags":[],"class_list":["post-77","post","type-post","status-publish","format-standard","hentry","category-agentic-coding","category-model-benchmarks","category-ai"],"_links":{"self":[{"href":"https:\/\/shekarara.ir\/index.php?rest_route=\/wp\/v2\/posts\/77","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shekarara.ir\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shekarara.ir\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shekarara.ir\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/shekarara.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=77"}],"version-history":[{"count":8,"href":"https:\/\/shekarara.ir\/index.php?rest_route=\/wp\/v2\/posts\/77\/revisions"}],"predecessor-version":[{"id":88,"href":"https:\/\/shekarara.ir\/index.php?rest_route=\/wp\/v2\/posts\/77\/revisions\/88"}],"wp:attachment":[{"href":"https:\/\/shekarara.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=77"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shekarara.ir\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=77"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shekarara.ir\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=77"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}