{"id":206,"date":"2026-02-05T20:32:36","date_gmt":"2026-02-05T19:32:36","guid":{"rendered":"https:\/\/helloblog.io\/el\/gpt-5-3-codex-codex-agent-synergasia-ston-ypologisti\/"},"modified":"2026-02-05T20:32:36","modified_gmt":"2026-02-05T19:32:36","slug":"gpt-5-3-codex-codex-agent-synergasia-ston-ypologisti","status":"publish","type":"post","link":"https:\/\/helloblog.io\/el\/gpt-5-3-codex-codex-agent-synergasia-ston-ypologisti\/","title":{"rendered":"GPT-5.3-Codex: \u03bf Codex \u03c0\u03b5\u03c1\u03bd\u03ac \u03b1\u03c0\u03cc \u00abcoding agent\u00bb \u03c3\u03b5 \u03b3\u03b5\u03bd\u03b9\u03ba\u03cc \u03c3\u03c5\u03bd\u03b5\u03c1\u03b3\u03ac\u03c4\u03b7 \u03c3\u03c4\u03bf\u03bd \u03c5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03ae"},"content":{"rendered":"\n<p>\u039f Codex \u03be\u03b5\u03ba\u03af\u03bd\u03b7\u03c3\u03b5 \u03c9\u03c2 \u03ad\u03bd\u03b1\u03c2 agent \u03c0\u03bf\u03c5 \u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 \u03ba\u03b1\u03b9 \u03ba\u03ac\u03bd\u03b5\u03b9 review \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1. \u039c\u03b5 \u03c4\u03bf <strong>GPT\u20115.3\u2011Codex<\/strong>, \u03b7 OpenAI \u03bf\u03c5\u03c3\u03b9\u03b1\u03c3\u03c4\u03b9\u03ba\u03ac \u03c4\u03bf\u03bd \u03b1\u03c0\u03bb\u03ce\u03bd\u03b5\u03b9 \u03c3\u03b5 \u03cc\u03bb\u03bf \u03c4\u03bf \u03c6\u03ac\u03c3\u03bc\u03b1 \u03c4\u03b7\u03c2 \u03b5\u03c0\u03b1\u03b3\u03b3\u03b5\u03bb\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae\u03c2 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1\u03c2 \u03c3\u03b5 \u03ad\u03bd\u03b1\u03bd \u03c5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03ae: \u03b1\u03c0\u03cc terminal workflows \u03ba\u03b1\u03b9 web development \u03bc\u03ad\u03c7\u03c1\u03b9 tasks \u03c0\u03bf\u03c5 \u03bc\u03bf\u03b9\u03ac\u03b6\u03bf\u03c5\u03bd \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03bf \u03bc\u03b5 \u00ab\u03b3\u03c1\u03b1\u03c6\u03b5\u03af\u03bf\u00bb (presentations, spreadsheets, \u03ba\u03b5\u03af\u03bc\u03b5\u03bd\u03b1 \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd\u03c4\u03bf\u03c2), \u03b1\u03bb\u03bb\u03ac \u03ba\u03b1\u03b9 \u03c0\u03b9\u03bf \u03b1\u03c0\u03b1\u03b9\u03c4\u03b7\u03c4\u03b9\u03ba\u03ad\u03c2 \u03c1\u03bf\u03ad\u03c2 \u03cc\u03c0\u03c9\u03c2 debugging, deployment \u03ba\u03b1\u03b9 monitoring.<\/p>\n\n\n\n<p>\u03a4\u03bf \u03b2\u03b1\u03c3\u03b9\u03ba\u03cc \u03bc\u03ae\u03bd\u03c5\u03bc\u03b1 \u03c4\u03b7\u03c2 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b9\u03c0\u03bb\u03cc: (\u03b1) \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b1\u03bd\u03b5\u03b2\u03ac\u03b6\u03b5\u03b9 \u03c4\u03b7\u03bd \u03ba\u03bf\u03c1\u03c5\u03c6\u03ae \u03c4\u03b7\u03c2 \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7\u03c2 \u03c4\u03bf\u03c5 <strong>GPT\u20115.2\u2011Codex<\/strong> \u03c3\u03c4\u03bf coding\/agentic \u03ba\u03bf\u03bc\u03bc\u03ac\u03c4\u03b9 \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03b6\u03b5\u03b9 \u03c0\u03b1\u03c1\u03ac\u03bb\u03bb\u03b7\u03bb\u03b1 \u03c4\u03b9\u03c2 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2 reasoning \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b1\u03b3\u03b3\u03b5\u03bb\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae\u03c2 \u03b3\u03bd\u03ce\u03c3\u03b7\u03c2 \u03c4\u03bf\u03c5 <strong>GPT\u20115.2<\/strong> \u03c3\u03b5 \u03ad\u03bd\u03b1 \u03b5\u03bd\u03b9\u03b1\u03af\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf, \u03ba\u03b1\u03b9 (\u03b2) \u03c4\u03c1\u03ad\u03c7\u03b5\u03b9 <strong>25% \u03c0\u03b9\u03bf \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b1<\/strong>, \u03ba\u03ac\u03c4\u03b9 \u03c0\u03bf\u03c5 \u03bc\u03b5\u03c4\u03c1\u03ac\u03b5\u03b9 \u03c0\u03bf\u03bb\u03cd \u03cc\u03c4\u03b1\u03bd \u03bc\u03b9\u03bb\u03ac\u03bc\u03b5 \u03b3\u03b9\u03b1 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b5\u03c2 \u03c0\u03bf\u03c5 \u00ab\u03ba\u03c1\u03b1\u03c4\u03ac\u03bd\u03b5 \u03ce\u03c1\u03b1\u00bb \u03ba\u03b1\u03b9 \u03c4\u03c1\u03ce\u03bd\u03b5 \u03c0\u03bf\u03bb\u03bb\u03ac tokens.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u03a4\u03b9 \u03c3\u03b7\u03bc\u03b1\u03af\u03bd\u03b5\u03b9 \u00abagentic\u00bb \u03b5\u03b4\u03ce (\u03ba\u03b1\u03b9 \u03b3\u03b9\u03b1\u03c4\u03af \u03ad\u03c7\u03b5\u03b9 \u03c3\u03b7\u03bc\u03b1\u03c3\u03af\u03b1)<\/h2>\n\n\n\n<p>\u038c\u03c4\u03b1\u03bd \u03bb\u03ad\u03bc\u03b5 <em>agentic<\/em>, \u03b4\u03b5\u03bd \u03bc\u03b9\u03bb\u03ac\u03bc\u03b5 \u03b1\u03c0\u03bb\u03ce\u03c2 \u03b3\u03b9\u03b1 \u03ad\u03bd\u03b1 LLM \u03c0\u03bf\u03c5 \u03b4\u03af\u03bd\u03b5\u03b9 \u03b1\u03c0\u03b1\u03bd\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 \u03ae \u03c0\u03b1\u03c1\u03ac\u03b3\u03b5\u03b9 snippets. \u039c\u03b9\u03bb\u03ac\u03bc\u03b5 \u03b3\u03b9\u03b1 \u03ad\u03bd\u03b1 \u03c3\u03cd\u03c3\u03c4\u03b7\u03bc\u03b1 \u03c0\u03bf\u03c5 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b1\u03bd\u03b1\u03bb\u03ac\u03b2\u03b5\u03b9 <strong>\u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03b5\u03c2 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b5\u03c2 \u03bc\u03b5 \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1<\/strong>, \u03bd\u03b1 \u03ba\u03ac\u03bd\u03b5\u03b9 <strong>\u03ad\u03c1\u03b5\u03c5\u03bd\u03b1<\/strong>, \u03bd\u03b1 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9 <strong>tools<\/strong> (\u03c0.\u03c7. \u03c4\u03b5\u03c1\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc, IDE extension, web \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd), \u03bd\u03b1 \u03b5\u03ba\u03c4\u03b5\u03bb\u03ad\u03c3\u03b5\u03b9 \u03b2\u03ae\u03bc\u03b1\u03c4\u03b1, \u03bd\u03b1 \u03b5\u03bb\u03ad\u03b3\u03be\u03b5\u03b9 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03b5\u03c0\u03b1\u03bd\u03b1\u03bb\u03ac\u03b2\u03b5\u03b9. \u03a3\u03c4\u03cc\u03c7\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03bd\u03b1 \u03b4\u03bf\u03c5\u03bb\u03b5\u03cd\u03b5\u03b9 \u03c3\u03b1\u03bd \u03c3\u03c5\u03bd\u03b5\u03c1\u03b3\u03ac\u03c4\u03b7\u03c2 \u03c0\u03bf\u03c5 \u03c0\u03c1\u03bf\u03c7\u03c9\u03c1\u03ac\u03b5\u03b9 \u03c4\u03bf task end\u2011to\u2011end, \u03bc\u03b5 \u03b5\u03c3\u03ad\u03bd\u03b1 \u03bd\u03b1 \u03b5\u03c0\u03b9\u03b2\u03bb\u03ad\u03c0\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03ba\u03b1\u03c4\u03b5\u03c5\u03b8\u03cd\u03bd\u03b5\u03b9\u03c2.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Frontier agentic capabilities: \u03c4\u03b9 \u03b4\u03b5\u03af\u03c7\u03bd\u03bf\u03c5\u03bd \u03c4\u03b1 benchmarks<\/h2>\n\n\n\n<p>\u0397 OpenAI \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c0\u03b9\u03ac\u03bd\u03b5\u03b9 \u03bd\u03ad\u03b1 \u00abindustry high\u00bb \u03c3\u03b5 <strong>SWE\u2011Bench Pro<\/strong> \u03ba\u03b1\u03b9 <strong>Terminal\u2011Bench<\/strong>, \u03b5\u03bd\u03ce \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03b9\u03c3\u03c7\u03c5\u03c1\u03ae \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c3\u03c4\u03b1 <strong>OSWorld<\/strong> \u03ba\u03b1\u03b9 <strong>GDPval<\/strong>. \u0391\u03c5\u03c4\u03ac \u03c4\u03b1 \u03c4\u03ad\u03c3\u03c3\u03b5\u03c1\u03b1 benchmarks \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03bf\u03cd\u03bd\u03c4\u03b1\u03b9 (\u03c3\u03cd\u03bc\u03c6\u03c9\u03bd\u03b1 \u03bc\u03b5 \u03c4\u03b7\u03bd \u03af\u03b4\u03b9\u03b1) \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03bf\u03c5\u03bd coding \u03b9\u03ba\u03b1\u03bd\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2, agentic \u03c3\u03c5\u03bc\u03c0\u03b5\u03c1\u03b9\u03c6\u03bf\u03c1\u03ac \u03ba\u03b1\u03b9 real\u2011world computer\u2011use.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Coding: SWE\u2011Bench Pro \u03ba\u03b1\u03b9 Terminal\u2011Bench 2.0<\/h3>\n\n\n\n<p>\u03a3\u03c4\u03bf \u03ba\u03bf\u03bc\u03bc\u03ac\u03c4\u03b9 \u03c4\u03bf\u03c5 \u03ba\u03b1\u03b8\u03b1\u03c1\u03ac software engineering, \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c6\u03c4\u03ac\u03bd\u03b5\u03b9 state\u2011of\u2011the\u2011art \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u03c3\u03c4\u03bf <strong>SWE\u2011Bench Pro<\/strong>, \u03c0\u03bf\u03c5 \u03b7 OpenAI \u03c4\u03bf \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 \u03c9\u03c2 \u03c0\u03b9\u03bf \u03b1\u03c5\u03c3\u03c4\u03b7\u03c1\u03ae \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u00abreal\u2011world software engineering\u00bb. \u0388\u03bd\u03b1 \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03bf \u03c3\u03b7\u03bc\u03b5\u03af\u03bf: \u03b5\u03bd\u03ce \u03c4\u03bf <strong>SWE\u2011bench Verified<\/strong> (\u03c4\u03bf \u03b3\u03bd\u03c9\u03c3\u03c4\u03cc\u03c4\u03b5\u03c1\u03bf \u03c3\u03c4\u03bf\u03bd \u03c7\u03ce\u03c1\u03bf) \u03b5\u03af\u03bd\u03b1\u03b9 <em>\u03bc\u03cc\u03bd\u03bf Python<\/em>, \u03c4\u03bf <strong>SWE\u2011Bench Pro<\/strong> \u03ba\u03b1\u03bb\u03cd\u03c0\u03c4\u03b5\u03b9 <strong>\u03c4\u03ad\u03c3\u03c3\u03b5\u03c1\u03b9\u03c2 \u03b3\u03bb\u03ce\u03c3\u03c3\u03b5\u03c2<\/strong>, \u03b5\u03af\u03bd\u03b1\u03b9 \u03c0\u03b9\u03bf \u03b1\u03bd\u03b8\u03b5\u03ba\u03c4\u03b9\u03ba\u03cc \u03c3\u03b5 contamination \u03ba\u03b1\u03b9 \u03b8\u03b5\u03c9\u03c1\u03b5\u03af\u03c4\u03b1\u03b9 \u03c0\u03b9\u03bf challenging\/industry\u2011relevant.<\/p>\n\n\n\n<p>\u03a0\u03b1\u03c1\u03ac\u03bb\u03bb\u03b7\u03bb\u03b1, \u03c3\u03c4\u03bf <strong>Terminal\u2011Bench 2.0<\/strong> (\u03c0\u03bf\u03c5 \u03bc\u03b5\u03c4\u03c1\u03ac \u03c0\u03c1\u03b1\u03ba\u03c4\u03b9\u03ba\u03ac \u00abterminal skills\u00bb \u03c0\u03bf\u03c5 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03ad\u03bd\u03b1\u03c2 coding agent) \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03be\u03b5\u03c0\u03b5\u03c1\u03bd\u03ac \u03ba\u03b1\u03c4\u03ac \u03c0\u03bf\u03bb\u03cd \u03c4\u03bf \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03bf state\u2011of\u2011the\u2011art. \u0388\u03bd\u03b1 \u03b5\u03bd\u03b4\u03b9\u03b1\u03c6\u03ad\u03c1\u03bf\u03bd \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03cc detail: \u03b7 OpenAI \u03c3\u03b7\u03bc\u03b5\u03b9\u03ce\u03bd\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c4\u03bf \u03c0\u03b5\u03c4\u03c5\u03c7\u03b1\u03af\u03bd\u03b5\u03b9 \u03b1\u03c5\u03c4\u03cc \u03bc\u03b5 <strong>\u03bb\u03b9\u03b3\u03cc\u03c4\u03b5\u03c1\u03b1 tokens<\/strong> \u03b1\u03c0\u03cc \u03ba\u03ac\u03b8\u03b5 \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf, \u03ba\u03ac\u03c4\u03b9 \u03c0\u03bf\u03c5 \u03bc\u03b5\u03c4\u03b1\u03c6\u03c1\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03b7 \u00ab\u03b4\u03bf\u03c5\u03bb\u03b5\u03b9\u03ac\u00bb \u03c0\u03bf\u03c5 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af\u03c2 \u03bd\u03b1 \u03c0\u03ac\u03c1\u03b5\u03b9\u03c2 \u03b1\u03c0\u03cc \u03ad\u03bd\u03b1 fixed budget\/\u03ba\u03bf\u03bd\u03c4\u03ad\u03be\u03c4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Web development: \u03bc\u03b5\u03b3\u03ac\u03bb\u03b1 projects, \u03b1\u03b9\u03c3\u03b8\u03b7\u03c4\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u00abcompaction\u00bb<\/h3>\n\n\n\n<p>\u03a3\u03c4\u03bf web development, \u03b7 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7 \u03c4\u03bf\u03bd\u03af\u03b6\u03b5\u03b9 \u03ad\u03bd\u03b1\u03bd \u03c3\u03c5\u03bd\u03b4\u03c5\u03b1\u03c3\u03bc\u03cc \u03b1\u03c0\u03cc frontier coding \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2, \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03c3\u03b5\u03b9\u03c2 \u03c3\u03c4\u03b7\u03bd \u03b1\u03b9\u03c3\u03b8\u03b7\u03c4\u03b9\u03ba\u03ae (aesthetics) \u03ba\u03b1\u03b9 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf <em>compaction<\/em> (\u03c0\u03b9\u03bf \u00ab\u03c3\u03c6\u03b9\u03c7\u03c4\u03ae\u00bb\/\u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03b5\u03be\u03ad\u03bb\u03b9\u03be\u03b7 \u03c4\u03b7\u03c2 \u03b4\u03bf\u03c5\u03bb\u03b5\u03b9\u03ac\u03c2), \u03c0\u03bf\u03c5 \u03b5\u03c0\u03b9\u03c4\u03c1\u03ad\u03c0\u03b5\u03b9 \u03c3\u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03bd\u03b1 \u03c7\u03c4\u03af\u03b6\u03b5\u03b9 \u03b1\u03c0\u03b1\u03b9\u03c4\u03b7\u03c4\u03b9\u03ba\u03ac \u03c0\u03b1\u03b9\u03c7\u03bd\u03af\u03b4\u03b9\u03b1 \u03ba\u03b1\u03b9 apps \u03b1\u03c0\u03cc \u03c4\u03bf \u03bc\u03b7\u03b4\u03ad\u03bd \u03bc\u03ad\u03c3\u03b1 \u03c3\u03b5 \u03b7\u03bc\u03ad\u03c1\u03b5\u03c2.<\/p>\n\n\n\n<p>\u0393\u03b9\u03b1 \u03bd\u03b1 \u03c4\u03b5\u03c3\u03c4\u03ac\u03c1\u03bf\u03c5\u03bd \u03b5\u03b9\u03b4\u03b9\u03ba\u03ac \u03c4\u03b7\u03bd \u03b9\u03ba\u03b1\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b3\u03b9\u03b1 long\u2011running agentic web dev, \u03b6\u03ae\u03c4\u03b7\u03c3\u03b1\u03bd \u03b1\u03c0\u03cc \u03c4\u03bf GPT\u20115.3\u2011Codex \u03bd\u03b1 \u03c6\u03c4\u03b9\u03ac\u03be\u03b5\u03b9 \u03b4\u03cd\u03bf web \u03c0\u03b1\u03b9\u03c7\u03bd\u03af\u03b4\u03b9\u03b1: (1) \u03c4\u03b7 \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03b7 \u03ad\u03ba\u03b4\u03bf\u03c3\u03b7 \u03c4\u03bf\u03c5 racing game \u03c0\u03bf\u03c5 \u03b5\u03af\u03c7\u03b5 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03b1\u03c3\u03c4\u03b5\u03af \u03c3\u03c4\u03bf launch \u03c4\u03bf\u03c5 Codex app, \u03ba\u03b1\u03b9 (2) \u03ad\u03bd\u03b1 diving game. \u03a7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b1\u03bd skill \u03c4\u03cd\u03c0\u03bf\u03c5 <strong>develop web game<\/strong> \u03ba\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03c3\u03c5\u03bd\u03ad\u03c7\u03b5\u03b9\u03b1 \u03b3\u03b5\u03bd\u03b9\u03ba\u03ac, \u03c0\u03c1\u03bf\u03b5\u03c0\u03b9\u03bb\u03b5\u03b3\u03bc\u03ad\u03bd\u03b1 follow\u2011up prompts (\u03c0.\u03c7. \u00abfix the bug\u00bb, \u00abimprove the game\u00bb). \u03a4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03ad\u03ba\u03b1\u03bd\u03b5 \u03b1\u03c5\u03c4\u03cc\u03bd\u03bf\u03bc\u03b1 iterations \u03c0\u03ac\u03bd\u03c9 \u03c3\u03c4\u03b1 \u03c0\u03b1\u03b9\u03c7\u03bd\u03af\u03b4\u03b9\u03b1 \u03b3\u03b9\u03b1 <strong>\u03b5\u03ba\u03b1\u03c4\u03bf\u03bc\u03bc\u03cd\u03c1\u03b9\u03b1 tokens<\/strong>.<\/p>\n\n\n\n<p>\u03a4\u03b1 demos \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03b1 \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03c4\u03b1 \u03b4\u03bf\u03ba\u03b9\u03bc\u03ac\u03c3\u03b5\u03b9\u03c2:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>Racing game v2 (\u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03bf\u03af racers, 8 \u03c7\u03ac\u03c1\u03c4\u03b5\u03c2, items \u03bc\u03b5 space bar): https:\/\/cdn.openai.com\/gpt-examples\/7fc9a6cb-887c-4db6-98ff-df3fd1612c78\/racing_v2.html<\/li>\n\n\n<li>Diving game (\u03b5\u03be\u03b5\u03c1\u03b5\u03cd\u03bd\u03b7\u03c3\u03b7 reefs, \u03c3\u03c5\u03bb\u03bb\u03bf\u03b3\u03ae \u03b3\u03b9\u03b1 fish codex, \u03b4\u03b9\u03b1\u03c7\u03b5\u03af\u03c1\u03b9\u03c3\u03b7 oxygen\/pressure\/hazards): https:\/\/cdn.openai.com\/gpt-examples\/7fc9a6cb-887c-4db6-98ff-df3fd1612c78\/diving_game.html<\/li>\n\n<\/ul>\n\n\n\n<p>\u0397 OpenAI \u03bb\u03ad\u03b5\u03b9 \u03b5\u03c0\u03af\u03c3\u03b7\u03c2 \u03cc\u03c4\u03b9 \u03c4\u03bf GPT\u20115.3\u2011Codex \u03ba\u03b1\u03c4\u03b1\u03bb\u03b1\u03b2\u03b1\u03af\u03bd\u03b5\u03b9 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b1 \u03c4\u03b7\u03bd \u03c0\u03c1\u03cc\u03b8\u03b5\u03c3\u03b7 \u03c4\u03bf\u03c5 \u03c7\u03c1\u03ae\u03c3\u03c4\u03b7 \u03c3\u03b5 \u03ba\u03b1\u03b8\u03b7\u03bc\u03b5\u03c1\u03b9\u03bd\u03ac site builds, \u03c3\u03b5 \u03c3\u03c7\u03ad\u03c3\u03b7 \u03bc\u03b5 \u03c4\u03bf GPT\u20115.2\u2011Codex. \u03a3\u03b5 \u03b1\u03c0\u03bb\u03ac \u03ae \u03c5\u03c0\u03bf\u2011\u03c0\u03c1\u03bf\u03c3\u03b4\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03ad\u03bd\u03b1 prompts, \u00ab\u03c0\u03ad\u03c6\u03c4\u03b5\u03b9\u00bb \u03c3\u03b5 \u03c0\u03b9\u03bf \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ac sites \u03bc\u03b5 sensible defaults &#8211; \u03b4\u03b7\u03bb\u03b1\u03b4\u03ae \u03c3\u03bf\u03c5 \u03b4\u03af\u03bd\u03b5\u03b9 \u03c0\u03b9\u03bf \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc starting point.<\/p>\n\n\n\n<p>\u03a7\u03b1\u03c1\u03b1\u03ba\u03c4\u03b7\u03c1\u03b9\u03c3\u03c4\u03b9\u03ba\u03cc \u03c0\u03b1\u03c1\u03ac\u03b4\u03b5\u03b9\u03b3\u03bc\u03b1 \u03c0\u03bf\u03c5 \u03b4\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7: \u03c3\u03b5 prompt \u03b3\u03b9\u03b1 landing page, \u03c4\u03bf GPT\u20115.3\u2011Codex \u03ad\u03b4\u03b5\u03b9\u03be\u03b5 \u03b1\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b1 \u03c4\u03bf yearly plan \u03c9\u03c2 discounted monthly price (\u03ce\u03c3\u03c4\u03b5 \u03b7 \u03ad\u03ba\u03c0\u03c4\u03c9\u03c3\u03b7 \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03be\u03b5\u03ba\u03ac\u03b8\u03b1\u03c1\u03b7\/\u03c3\u03ba\u03cc\u03c0\u03b9\u03bc\u03b7, \u03b1\u03bd\u03c4\u03af \u03bd\u03b1 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03ac\u03b6\u03b5\u03b9 \u03c4\u03bf \u03b5\u03c4\u03ae\u03c3\u03b9\u03bf \u03c3\u03cd\u03bd\u03bf\u03bb\u03bf \u03c9\u03c2 \u03c0\u03bf\u03bb\u03bb\u03b1\u03c0\u03bb\u03b1\u03c3\u03b9\u03b1\u03c3\u03bc\u03cc). \u0395\u03c0\u03af\u03c3\u03b7\u03c2 \u03ad\u03c6\u03c4\u03b9\u03b1\u03be\u03b5 \u03ad\u03bd\u03b1 testimonial carousel \u03c0\u03bf\u03c5 \u03b1\u03bb\u03bb\u03ac\u03b6\u03b5\u03b9 \u03b1\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b1 \u03bc\u03b5 <strong>\u03c4\u03c1\u03b5\u03b9\u03c2<\/strong> \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ad\u03c2 \u03bc\u03b1\u03c1\u03c4\u03c5\u03c1\u03af\u03b5\u03c2 \u03c7\u03c1\u03ae\u03c3\u03c4\u03b7 \u03b1\u03bd\u03c4\u03af \u03b3\u03b9\u03b1 \u03bc\u03af\u03b1, \u03bc\u03b5 \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1 \u03bc\u03b9\u03b1 \u03c3\u03b5\u03bb\u03af\u03b4\u03b1 \u03c0\u03bf\u03c5 \u03bc\u03bf\u03b9\u03ac\u03b6\u03b5\u03b9 \u03c0\u03b9\u03bf \u00abproduction\u2011ready\u00bb by default.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Beyond coding: \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03c3\u03b5 \u03cc\u03bb\u03bf \u03c4\u03bf software lifecycle (\u03ba\u03b1\u03b9 \u03cc\u03c7\u03b9 \u03bc\u03cc\u03bd\u03bf)<\/h3>\n\n\n\n<p>\u0393\u03b9\u03b1 \u03c0\u03bf\u03bb\u03bb\u03bf\u03cd\u03c2 \u03b1\u03c0\u03cc \u03b5\u03bc\u03ac\u03c2, \u03b7 \u03ba\u03b1\u03b8\u03b7\u03bc\u03b5\u03c1\u03b9\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03bc\u03cc\u03bd\u03bf \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1\u03c2. \u0397 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7 \u03b2\u03ac\u03b6\u03b5\u03b9 \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c9\u03c2 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf \u03b3\u03b9\u03b1 <strong>\u03cc\u03bb\u03bf<\/strong> \u03c4\u03bf software lifecycle: debugging, deployment, monitoring, \u03c3\u03c5\u03b3\u03b3\u03c1\u03b1\u03c6\u03ae PRDs (Product Requirements Documents), editing \u03ba\u03b5\u03b9\u03bc\u03ad\u03bd\u03c9\u03bd, user research, tests, metrics \u03ba\u03b1\u03b9 \u03ac\u03bb\u03bb\u03b1. \u039a\u03b1\u03b9 \u03c0\u03ad\u03c1\u03b1 \u03b1\u03c0\u03cc \u03c4\u03bf software: \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 slide decks \u03ae \u03b1\u03bd\u03ac\u03bb\u03c5\u03c3\u03b7 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03c3\u03b5 sheets.<\/p>\n\n\n\n<p>\u03a3\u03c4\u03bf \u03c3\u03ba\u03ad\u03bb\u03bf\u03c2 \u00abknowledge work\u00bb, \u03b7 OpenAI \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03bc\u03b5 custom skills (\u03c0\u03b1\u03c1\u03cc\u03bc\u03bf\u03b9\u03b1 \u03bc\u03b5 \u03b1\u03c5\u03c4\u03ac \u03c0\u03bf\u03c5 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ae\u03b8\u03b7\u03ba\u03b1\u03bd \u03c3\u03b5 \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03b1 GDPval \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1) \u03c4\u03bf GPT\u20115.3\u2011Codex \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03b9\u03c3\u03c7\u03c5\u03c1\u03ae \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7 \u03c3\u03c4\u03bf <strong>GDPval<\/strong>, \u00ab\u03c4\u03b1\u03b9\u03c1\u03b9\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03c2\u00bb \u03c4\u03bf GPT\u20115.2. \u03a4\u03bf GDPval \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03c0\u03bf\u03c5 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03cd\u03c4\u03b7\u03ba\u03b5 \u03c4\u03bf 2025 \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03c1\u03ac performance \u03c3\u03b5 \u03ba\u03b1\u03bb\u03ac \u03bf\u03c1\u03b9\u03c3\u03bc\u03ad\u03bd\u03b5\u03c2 knowledge\u2011work \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b5\u03c2 \u03c3\u03b5 <strong>44 \u03b5\u03c0\u03b1\u03b3\u03b3\u03ad\u03bb\u03bc\u03b1\u03c4\u03b1<\/strong>, \u03cc\u03c0\u03c9\u03c2 \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03ac\u03c3\u03b5\u03c9\u03bd, spreadsheets \u03ba\u03b1\u03b9 \u03ac\u03bb\u03bb\u03b1 work products.<\/p>\n\n\n\n<p>\u03a3\u03c4\u03b1 \u03c0\u03b1\u03c1\u03b1\u03b4\u03b5\u03af\u03b3\u03bc\u03b1\u03c4\u03b1 outputs \u03c0\u03bf\u03c5 \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9: Financial advice slides, Retail training doc, NPV analysis spreadsheet \u03ba\u03b1\u03b9 Fashion presentation PDF.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u03a0\u03b1\u03c1\u03ac\u03b4\u03b5\u03b9\u03b3\u03bc\u03b1 task context (GDPval): 10-slide \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03af\u03b1\u03c3\u03b7 \u03b3\u03b9\u03b1 variable annuities vs CDs<\/h3>\n\n\n\n<p>\u0388\u03bd\u03b1 \u03b1\u03c0\u03cc \u03c4\u03b1 task contexts \u03c0\u03bf\u03c5 \u03c0\u03b1\u03c1\u03b1\u03c4\u03af\u03b8\u03b5\u03bd\u03c4\u03b1\u03b9 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03c1\u03ba\u03b5\u03c4\u03ac \u03b5\u03bd\u03b4\u03b5\u03b9\u03ba\u03c4\u03b9\u03ba\u03cc \u03c4\u03bf\u03c5 \u00ab\u03b5\u03c0\u03b1\u03b3\u03b3\u03b5\u03bb\u03bc\u03b1\u03c4\u03b9\u03ba\u03bf\u03cd\u00bb \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b1: \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03c0\u03b1\u03af\u03c1\u03bd\u03b5\u03b9 \u03c1\u03cc\u03bb\u03bf financial advisor \u03c3\u03b5 wealth management firm \u03ba\u03b1\u03b9 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b5\u03c4\u03bf\u03b9\u03bc\u03ac\u03c3\u03b5\u03b9 <strong>10\u2011slide PowerPoint<\/strong> \u03bc\u03b5 talking points \u03b3\u03b9\u03b1 \u03c4\u03bf \u03b3\u03b9\u03b1\u03c4\u03af (\u03c9\u03c2 fiduciaries) \u03bf\u03b9 advisors \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b1\u03c0\u03bf\u03b8\u03b1\u03c1\u03c1\u03cd\u03bd\u03bf\u03c5\u03bd \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03b1\u03c0\u03cc \u03c4\u03bf \u03bd\u03b1 \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03ad\u03c0\u03bf\u03c5\u03bd certificates of deposits \u03c3\u03b5 variable annuities. \u0397 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03af\u03b1\u03c3\u03b7 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03ba\u03b1\u03bb\u03cd\u03c8\u03b5\u03b9 \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03c3\u03b5\u03b9\u03c2 \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03b7\u03c1\u03b9\u03c3\u03c4\u03b9\u03ba\u03ce\u03bd (\u03bc\u03b5 \u03c0\u03c1\u03bf\u03c3\u03bf\u03c7\u03ae \u03c3\u03b5 \u03b5\u03c0\u03b5\u03bd\u03b4\u03c5\u03c4\u03ad\u03c2 \u03b1\u03c0\u03cc FINRA), risk\/return \u03ba\u03b1\u03b9 \u03b5\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7 \u03c3\u03c4\u03b7\u03bd \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7, \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03ad\u03c2 \u03c3\u03b5 penalties, \u03ba\u03b1\u03c4\u03b1\u03bb\u03bb\u03b7\u03bb\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 risk tolerance \u03bc\u03b5 \u03b1\u03bd\u03b1\u03c6\u03bf\u03c1\u03ac \u03c3\u03b5 <strong>NAIC Best Interest Regulations<\/strong>, \u03ba\u03b1\u03b8\u03ce\u03c2 \u03ba\u03b1\u03b9 concerns\/issues \u03b1\u03c0\u03cc FINRA \u03ba\u03b1\u03b9 \u03b8\u03ad\u03bc\u03b1\u03c4\u03b1\/\u03c1\u03c5\u03b8\u03bc\u03af\u03c3\u03b5\u03b9\u03c2 \u03b1\u03c0\u03cc NAIC. \u0394\u03af\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03ba\u03b1\u03b9 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03b5\u03c2 \u03c0\u03b7\u03b3\u03ad\u03c2 \u03b3\u03b9\u03b1 \u03c7\u03c1\u03ae\u03c3\u03b7:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>https:\/\/content.naic.org\/sites\/default\/files\/government-affairs-brief-annuity-suitability-best-interest-model.pdf<\/li>\n\n\n<li>https:\/\/www.finra.org\/investors\/insights\/high-yield-cds<\/li>\n\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1337\" src=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-scaled.webp\" alt=\"\u03a3\u03c4\u03b9\u03b3\u03bc\u03b9\u03cc\u03c4\u03c5\u03c0\u03bf \u03b1\u03c0\u03cc output \u03c4\u03bf\u03c5 GPT-5.3-Codex \u03b3\u03b9\u03b1 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03af\u03b1\u03c3\u03b7 financial advice (GDPval task)\" class=\"wp-image-202\" srcset=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-scaled.webp 2560w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-300x157.webp 300w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-1024x535.webp 1024w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-768x401.webp 768w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-1536x802.webp 1536w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-2048x1069.webp 2048w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Screenshot_2026-02-04_at_10.16.15C3A2__AM-400x209.webp 400w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><figcaption class=\"wp-element-caption\">\u03a0\u03b1\u03c1\u03ac\u03b4\u03b5\u03b9\u03b3\u03bc\u03b1 \u03c0\u03b1\u03c1\u03b1\u03b3\u03cc\u03bc\u03b5\u03bd\u03b7\u03c2 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03af\u03b1\u03c3\u03b7\u03c2 \u03c3\u03c4\u03bf \u03c0\u03bb\u03b1\u03af\u03c3\u03b9\u03bf GDPval task, \u03cc\u03c0\u03c9\u03c2 \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7. \u2014 <em>Forr\u00e1s: OpenAI<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u0395\u03b4\u03ce \u03b7 OpenAI \u03c3\u03b7\u03bc\u03b5\u03b9\u03ce\u03bd\u03b5\u03b9 \u03ba\u03b1\u03b9 \u03ba\u03ac\u03c4\u03b9 \u03c0\u03bf\u03c5 \u03ad\u03c7\u03b5\u03b9 \u03b1\u03be\u03af\u03b1 \u03cc\u03c4\u03b1\u03bd \u03ba\u03bf\u03b9\u03c4\u03ac\u03bc\u03b5 benchmarks: \u03ba\u03ac\u03b8\u03b5 task \u03c4\u03bf\u03c5 GDPval \u03c3\u03c7\u03b5\u03b4\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03ad\u03bc\u03c0\u03b5\u03b9\u03c1\u03bf \u03b5\u03c0\u03b1\u03b3\u03b3\u03b5\u03bb\u03bc\u03b1\u03c4\u03af\u03b1 \u03ba\u03b1\u03b9 \u03b1\u03bd\u03c4\u03b9\u03ba\u03b1\u03c4\u03bf\u03c0\u03c4\u03c1\u03af\u03b6\u03b5\u03b9 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b4\u03bf\u03c5\u03bb\u03b5\u03b9\u03ac \u03b1\u03c0\u03cc \u03c4\u03bf \u03b1\u03bd\u03c4\u03af\u03c3\u03c4\u03bf\u03b9\u03c7\u03bf \u03b5\u03c0\u03ac\u03b3\u03b3\u03b5\u03bb\u03bc\u03b1.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OSWorld: computer-use \u03c3\u03b5 \u03bf\u03c0\u03c4\u03b9\u03ba\u03cc desktop \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd<\/h3>\n\n\n\n<p>\u03a4\u03bf <strong>OSWorld<\/strong> \u03b5\u03af\u03bd\u03b1\u03b9 benchmark \u03cc\u03c0\u03bf\u03c5 \u03bf agent \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03bf\u03bb\u03bf\u03ba\u03bb\u03b7\u03c1\u03ce\u03c3\u03b5\u03b9 productivity tasks \u03c3\u03b5 \u03ad\u03bd\u03b1 \u03bf\u03c0\u03c4\u03b9\u03ba\u03cc desktop \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd (\u03b4\u03b7\u03bb\u03b1\u03b4\u03ae \u03bc\u03b5 vision \u03c0\u03ac\u03bd\u03c9 \u03c3\u03b5 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc UI). \u0397 OpenAI \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c4\u03bf GPT\u20115.3\u2011Codex \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03c0\u03bf\u03bb\u03cd \u03b9\u03c3\u03c7\u03c5\u03c1\u03cc\u03c4\u03b5\u03c1\u03b5\u03c2 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2 computer use \u03b1\u03c0\u03cc \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03b1 GPT \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1, \u03ba\u03b1\u03b9 \u03c0\u03b1\u03c1\u03b1\u03b8\u03ad\u03c4\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c3\u03c4\u03bf OSWorld\u2011Verified \u03bf\u03b9 \u03ac\u03bd\u03b8\u03c1\u03c9\u03c0\u03bf\u03b9 \u03c3\u03ba\u03bf\u03c1\u03ac\u03c1\u03bf\u03c5\u03bd \u03c0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 <strong>~72%<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u00abInteractive collaborator\u00bb: \u03c0\u03b9\u03bf \u03c0\u03bf\u03bb\u03bb\u03ae \u03ba\u03b1\u03b8\u03bf\u03b4\u03ae\u03b3\u03b7\u03c3\u03b7, \u03bb\u03b9\u03b3\u03cc\u03c4\u03b5\u03c1\u03b7 \u03b1\u03bd\u03b1\u03bc\u03bf\u03bd\u03ae<\/h2>\n\n\n\n<p>\u039a\u03b1\u03b8\u03ce\u03c2 \u03bf\u03b9 agents \u03b3\u03af\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c0\u03b9\u03bf \u03b4\u03c5\u03bd\u03b1\u03c4\u03bf\u03af, \u03c4\u03bf bottleneck \u03bc\u03b5\u03c4\u03b1\u03c4\u03bf\u03c0\u03af\u03b6\u03b5\u03c4\u03b1\u03b9: \u03cc\u03c7\u03b9 \u03c3\u03c4\u03bf \u03b1\u03bd \u03bc\u03c0\u03bf\u03c1\u03bf\u03cd\u03bd \u03bd\u03b1 \u03ba\u03ac\u03bd\u03bf\u03c5\u03bd \u03ba\u03ac\u03c4\u03b9, \u03b1\u03bb\u03bb\u03ac \u03c3\u03c4\u03bf \u03c0\u03cc\u03c3\u03bf \u03b5\u03cd\u03ba\u03bf\u03bb\u03b1 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03ad\u03bd\u03b1\u03c2 \u03ac\u03bd\u03b8\u03c1\u03c9\u03c0\u03bf\u03c2 \u03bd\u03b1 <strong>\u03ba\u03b1\u03c4\u03b5\u03c5\u03b8\u03cd\u03bd\u03b5\u03b9, \u03b5\u03c0\u03b9\u03b2\u03bb\u03ad\u03c8\u03b5\u03b9 \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bd\u03c4\u03bf\u03bd\u03af\u03c3\u03b5\u03b9<\/strong> \u03c0\u03bf\u03bb\u03bb\u03bf\u03cd\u03c2 agents \u03c0\u03bf\u03c5 \u03b4\u03bf\u03c5\u03bb\u03b5\u03cd\u03bf\u03c5\u03bd \u03c0\u03b1\u03c1\u03ac\u03bb\u03bb\u03b7\u03bb\u03b1. \u0395\u03b4\u03ce \u03bc\u03c0\u03b1\u03af\u03bd\u03b5\u03b9 \u03c4\u03bf Codex app \u03c9\u03c2 layer \u03b4\u03b9\u03b1\u03c7\u03b5\u03af\u03c1\u03b9\u03c3\u03b7\u03c2, \u03ba\u03b1\u03b9 \u03bc\u03b5 \u03c4\u03bf GPT\u20115.3\u2011Codex \u03b3\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03c0\u03b9\u03bf \u00abinteractive\u00bb.<\/p>\n\n\n\n<p>\u03a3\u03cd\u03bc\u03c6\u03c9\u03bd\u03b1 \u03bc\u03b5 \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7, \u03c4\u03bf Codex \u03c4\u03ce\u03c1\u03b1 \u03b4\u03af\u03bd\u03b5\u03b9 \u03c0\u03b9\u03bf \u03c3\u03c5\u03c7\u03bd\u03ac updates \u03ce\u03c3\u03c4\u03b5 \u03bd\u03b1 \u03ad\u03c7\u03b5\u03b9\u03c2 \u03b5\u03b9\u03ba\u03cc\u03bd\u03b1 \u03b3\u03b9\u03b1 \u03b2\u03b1\u03c3\u03b9\u03ba\u03ad\u03c2 \u03b1\u03c0\u03bf\u03c6\u03ac\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03cc\u03bf\u03b4\u03bf \u03cc\u03c3\u03bf \u03b5\u03ba\u03c4\u03b5\u03bb\u03b5\u03af\u03c4\u03b1\u03b9 \u03b7 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1. \u0391\u03bd\u03c4\u03af \u03bd\u03b1 \u03c0\u03b5\u03c1\u03b9\u03bc\u03ad\u03bd\u03b5\u03b9\u03c2 \u03c4\u03b5\u03bb\u03b9\u03ba\u03cc output, \u03bc\u03c0\u03bf\u03c1\u03b5\u03af\u03c2 \u03bd\u03b1 \u03b1\u03bb\u03bb\u03b7\u03bb\u03b5\u03c0\u03b9\u03b4\u03c1\u03ac\u03c2 \u03c3\u03b5 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03c7\u03c1\u03cc\u03bd\u03bf: \u03bd\u03b1 \u03c1\u03c9\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2, \u03bd\u03b1 \u03c3\u03c5\u03b6\u03b7\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 approaches \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03c4\u03bf \u03c3\u03c4\u03c1\u03af\u03c8\u03b5\u03b9\u03c2 \u03c0\u03c1\u03bf\u03c2 \u03c4\u03b7 \u03bb\u03cd\u03c3\u03b7. \u03a4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b5\u03be\u03b7\u03b3\u03b5\u03af \u03c4\u03b9 \u03ba\u03ac\u03bd\u03b5\u03b9, \u03b1\u03bd\u03c4\u03b1\u03c0\u03bf\u03ba\u03c1\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 feedback \u03ba\u03b1\u03b9 \u03c3\u03b5 \u03ba\u03c1\u03b1\u03c4\u03ac \u03bc\u03ad\u03c3\u03b1 \u03c3\u03c4\u03bf loop \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03b1\u03c1\u03c7\u03ae \u03c9\u03c2 \u03c4\u03bf \u03c4\u03ad\u03bb\u03bf\u03c2.<\/p>\n\n\n\n<p>\u0393\u03b9\u03b1 \u03bd\u03b1 \u03b5\u03bd\u03b5\u03c1\u03b3\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03c4\u03bf steering \u03cc\u03c3\u03bf \u03b4\u03bf\u03c5\u03bb\u03b5\u03cd\u03b5\u03b9 (\u03cc\u03c0\u03c9\u03c2 \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7): <strong>Settings > General > Follow-up behavior<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u03a4\u03bf \u00abmeta\u00bb \u03c3\u03c4\u03bf\u03b9\u03c7\u03b5\u03af\u03bf: \u03c4\u03bf GPT\u20115.3\u2011Codex \u03b2\u03bf\u03ae\u03b8\u03b7\u03c3\u03b5 \u03bd\u03b1 \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03b7\u03b8\u03b5\u03af \u03c4\u03bf \u03af\u03b4\u03b9\u03bf<\/h2>\n\n\n\n<p>\u0391\u03c0\u03cc \u03c4\u03b1 \u03c0\u03b9\u03bf \u03b5\u03bd\u03c4\u03c5\u03c0\u03c9\u03c3\u03b9\u03b1\u03ba\u03ac \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03c4\u03b7\u03c2 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7\u03c2: \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03ac\u03c6\u03b5\u03c4\u03b1\u03b9 \u03c9\u03c2 \u03c4\u03bf \u03c0\u03c1\u03ce\u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03c4\u03b7\u03c2 OpenAI \u03c0\u03bf\u03c5 \u03ae\u03c4\u03b1\u03bd \u00abinstrumental in creating itself\u00bb. \u0397 \u03bf\u03bc\u03ac\u03b4\u03b1 \u03c4\u03bf\u03c5 Codex \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b5 \u03c0\u03c1\u03ce\u03b9\u03bc\u03b5\u03c2 \u03b5\u03ba\u03b4\u03cc\u03c3\u03b5\u03b9\u03c2 \u03c4\u03bf\u03c5 \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03ba\u03ac\u03bd\u03b5\u03b9 debug \u03c4\u03b7\u03bd \u03b5\u03ba\u03c0\u03b1\u03af\u03b4\u03b5\u03c5\u03c3\u03ae \u03c4\u03bf\u03c5, \u03bd\u03b1 \u03b4\u03b9\u03b1\u03c7\u03b5\u03b9\u03c1\u03b9\u03c3\u03c4\u03b5\u03af \u03c4\u03bf deployment \u03c4\u03bf\u03c5, \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03b4\u03b9\u03b1\u03b3\u03bd\u03ce\u03c3\u03b5\u03b9 test results\/evaluations. \u0397 \u03af\u03b4\u03b9\u03b1 \u03b7 \u03bf\u03bc\u03ac\u03b4\u03b1 \u03bb\u03ad\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c4\u03bf\u03c5\u03c2 \u03b5\u03be\u03ad\u03c0\u03bb\u03b7\u03be\u03b5 \u03c4\u03bf \u03c0\u03cc\u03c3\u03bf \u03c0\u03bf\u03bb\u03cd \u03b5\u03c0\u03b9\u03c4\u03ac\u03c7\u03c5\u03bd\u03b5 \u03c4\u03bf Codex \u03c4\u03b7\u03bd \u03b5\u03be\u03ad\u03bb\u03b9\u03be\u03ae \u03c4\u03bf\u03c5.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u03a0\u03ce\u03c2 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ae\u03b8\u03b7\u03ba\u03b5 \u03bf Codex \u03c3\u03b5 training \u03ba\u03b1\u03b9 deployment (\u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03c0\u03b1\u03c1\u03b1\u03b4\u03b5\u03af\u03b3\u03bc\u03b1\u03c4\u03b1)<\/h2>\n\n\n\n<p>\u0397 OpenAI \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03bf\u03b9 \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b5\u03c2 \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03c3\u03b5\u03b9\u03c2 \u03c4\u03bf\u03c5 Codex \u03c0\u03b1\u03c4\u03ac\u03bd\u03b5 \u03c0\u03ac\u03bd\u03c9 \u03c3\u03b5 \u03b5\u03c1\u03b5\u03c5\u03bd\u03b7\u03c4\u03b9\u03ba\u03ac projects \u03bc\u03b7\u03bd\u03ce\u03bd\/\u03b5\u03c4\u03ce\u03bd \u03c3\u03b5 \u03cc\u03bb\u03b7 \u03c4\u03b7\u03bd \u03b5\u03c4\u03b1\u03b9\u03c1\u03b5\u03af\u03b1, \u03b1\u03bb\u03bb\u03ac \u03c0\u03bb\u03ad\u03bf\u03bd \u03b1\u03c5\u03c4\u03ac \u03c4\u03b1 projects \u03b5\u03c0\u03b9\u03c4\u03b1\u03c7\u03cd\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03c4\u03bf\u03bd Codex. \u039c\u03ac\u03bb\u03b9\u03c3\u03c4\u03b1, \u03c0\u03bf\u03bb\u03bb\u03bf\u03af researchers\/engineers \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03ac\u03c6\u03bf\u03c5\u03bd \u03cc\u03c4\u03b9 \u03b7 \u03b4\u03bf\u03c5\u03bb\u03b5\u03b9\u03ac \u03c4\u03bf\u03c5\u03c2 \u03c3\u03ae\u03bc\u03b5\u03c1\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u00ab\u03b8\u03b5\u03bc\u03b5\u03bb\u03b9\u03c9\u03b4\u03ce\u03c2 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae\u00bb \u03b1\u03c0\u03cc \u03c0\u03c1\u03b9\u03bd \u03b4\u03cd\u03bf \u03bc\u03ae\u03bd\u03b5\u03c2.<\/p>\n\n\n\n<p>\u0391\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03b9 \u03b5\u03c0\u03af\u03c3\u03b7\u03c2 \u03cc\u03c4\u03b9 \u03b1\u03ba\u03cc\u03bc\u03b7 \u03ba\u03b1\u03b9 \u03bf\u03b9 early \u03b5\u03ba\u03b4\u03cc\u03c3\u03b5\u03b9\u03c2 \u03c4\u03bf\u03c5 GPT\u20115.3\u2011Codex \u03ae\u03c4\u03b1\u03bd \u03b1\u03c1\u03ba\u03b5\u03c4\u03ac \u03b4\u03c5\u03bd\u03b1\u03c4\u03ad\u03c2 \u03ce\u03c3\u03c4\u03b5 \u03bd\u03b1 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03b7\u03b8\u03bf\u03cd\u03bd \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03c3\u03bf\u03c5\u03bd \u03c4\u03bf training \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03c5\u03c0\u03bf\u03c3\u03c4\u03b7\u03c1\u03af\u03be\u03bf\u03c5\u03bd \u03c4\u03bf deployment \u03c4\u03c9\u03bd \u03b5\u03c0\u03cc\u03bc\u03b5\u03bd\u03c9\u03bd \u03b5\u03ba\u03b4\u03cc\u03c3\u03b5\u03c9\u03bd. \u039a\u03b1\u03b9 \u03b5\u03c0\u03b5\u03b9\u03b4\u03ae \u03c4\u03bf Codex \u03ba\u03b1\u03bb\u03cd\u03c0\u03c4\u03b5\u03b9 \u03c0\u03bf\u03bb\u03cd \u03bc\u03b5\u03b3\u03ac\u03bb\u03bf \u03b5\u03cd\u03c1\u03bf\u03c2, \u03b4\u03af\u03bd\u03bf\u03c5\u03bd \u03b5\u03bd\u03b4\u03b5\u03b9\u03ba\u03c4\u03b9\u03ba\u03ac \u03c0\u03b1\u03c1\u03b1\u03b4\u03b5\u03af\u03b3\u03bc\u03b1\u03c4\u03b1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u0397 research \u03bf\u03bc\u03ac\u03b4\u03b1 \u03c4\u03bf \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b5 \u03b3\u03b9\u03b1 monitoring \u03ba\u03b1\u03b9 debugging \u03c4\u03bf\u03c5 training run \u03c4\u03b7\u03c2 \u03ad\u03ba\u03b4\u03bf\u03c3\u03b7\u03c2. \u0394\u03b5\u03bd \u03ad\u03bc\u03b5\u03b9\u03bd\u03b5 \u03bc\u03cc\u03bd\u03bf \u03c3\u03b5 infra \u03c0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03b1: \u03b2\u03bf\u03ae\u03b8\u03b7\u03c3\u03b5 \u03bd\u03b1 \u03b5\u03bd\u03c4\u03bf\u03c0\u03b9\u03c3\u03c4\u03bf\u03cd\u03bd patterns \u03c3\u03c4\u03b7 \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1 \u03c4\u03bf\u03c5 training, \u03ad\u03ba\u03b1\u03bd\u03b5 deep analysis \u03c3\u03c4\u03b7\u03bd \u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b1\u03bb\u03bb\u03b7\u03bb\u03b5\u03c0\u03af\u03b4\u03c1\u03b1\u03c3\u03b7\u03c2, \u03c0\u03c1\u03cc\u03c4\u03b5\u03b9\u03bd\u03b5 fixes \u03ba\u03b1\u03b9 \u03ad\u03c7\u03c4\u03b9\u03c3\u03b5 rich applications \u03ce\u03c3\u03c4\u03b5 \u03bf\u03b9 \u03b5\u03c1\u03b5\u03c5\u03bd\u03b7\u03c4\u03ad\u03c2 \u03bd\u03b1 \u03ba\u03b1\u03c4\u03b1\u03bb\u03ac\u03b2\u03bf\u03c5\u03bd \u03bc\u03b5 \u03b1\u03ba\u03c1\u03af\u03b2\u03b5\u03b9\u03b1 \u03c0\u03ce\u03c2 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03bf\u03c0\u03bf\u03b9\u03b5\u03af\u03c4\u03b1\u03b9 \u03b7 \u03c3\u03c5\u03bc\u03c0\u03b5\u03c1\u03b9\u03c6\u03bf\u03c1\u03ac \u03c4\u03bf\u03c5 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf\u03c5 \u03b1\u03c0\u03cc \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03b1.<\/li>\n\n\n<li>\u0397 engineering \u03bf\u03bc\u03ac\u03b4\u03b1 \u03c4\u03bf \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b5 \u03b3\u03b9\u03b1 optimization \u03ba\u03b1\u03b9 adaptation \u03c4\u03bf\u03c5 harness \u03b3\u03b9\u03b1 \u03c4\u03bf GPT\u20115.3\u2011Codex. \u038c\u03c4\u03b1\u03bd \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03c3\u03c4\u03b7\u03ba\u03b1\u03bd \u03c0\u03b5\u03c1\u03af\u03b5\u03c1\u03b3\u03b1 edge cases \u03c0\u03bf\u03c5 \u03b5\u03c0\u03b7\u03c1\u03ad\u03b1\u03b6\u03b1\u03bd \u03c7\u03c1\u03ae\u03c3\u03c4\u03b5\u03c2, \u03bc\u03ad\u03bb\u03b7 \u03c4\u03b7\u03c2 \u03bf\u03bc\u03ac\u03b4\u03b1\u03c2 \u03c4\u03bf \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b1\u03bd \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03b5\u03bd\u03c4\u03bf\u03c0\u03af\u03c3\u03bf\u03c5\u03bd context rendering bugs \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03b2\u03c1\u03bf\u03c5\u03bd root cause \u03b3\u03b9\u03b1 \u03c7\u03b1\u03bc\u03b7\u03bb\u03ac cache hit rates.<\/li>\n\n\n<li>\u039a\u03b1\u03c4\u03ac \u03c4\u03b7 \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1 \u03c4\u03bf\u03c5 launch, \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c3\u03c5\u03bd\u03ad\u03c7\u03b9\u03c3\u03b5 \u03bd\u03b1 \u03b2\u03bf\u03b7\u03b8\u03ac \u03bc\u03b5 \u03c4\u03bf \u03bd\u03b1 \u03ba\u03ac\u03bd\u03b5\u03b9 \u03b4\u03c5\u03bd\u03b1\u03bc\u03b9\u03ba\u03cc scaling \u03c3\u03b5 GPU clusters \u03ce\u03c3\u03c4\u03b5 \u03bd\u03b1 \u03b1\u03c0\u03bf\u03c1\u03c1\u03bf\u03c6\u03ce\u03bd\u03c4\u03b1\u03b9 traffic surges \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03c0\u03b1\u03c1\u03b1\u03bc\u03ad\u03bd\u03b5\u03b9 \u03c3\u03c4\u03b1\u03b8\u03b5\u03c1\u03cc \u03c4\u03bf latency.<\/li>\n\n\n<li>\u03a3\u03b5 alpha testing, \u03ad\u03bd\u03b1\u03c2 researcher \u03ae\u03b8\u03b5\u03bb\u03b5 \u03bd\u03b1 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03b5\u03b9 \u03c0\u03cc\u03c3\u03b7 \u03b5\u03c0\u03b9\u03c0\u03bb\u03ad\u03bf\u03bd \u03b4\u03bf\u03c5\u03bb\u03b5\u03b9\u03ac \u03bf\u03bb\u03bf\u03ba\u03bb\u03ae\u03c1\u03c9\u03bd\u03b5 \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b1\u03bd\u03ac turn \u03ba\u03b1\u03b9 \u03c0\u03ce\u03c2 \u03b1\u03c5\u03c4\u03cc \u03b5\u03c0\u03b7\u03c1\u03ad\u03b1\u03b6\u03b5 \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1. \u03a4\u03bf GPT\u20115.3\u2011Codex \u03c0\u03c1\u03cc\u03c4\u03b5\u03b9\u03bd\u03b5 \u03b1\u03c0\u03bb\u03bf\u03cd\u03c2 regex classifiers \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03b5\u03ba\u03c4\u03b9\u03bc\u03b7\u03b8\u03b5\u03af \u03b7 \u03c3\u03c5\u03c7\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b1\u03c0\u03cc clarifications, \u03b8\u03b5\u03c4\u03b9\u03ba\u03ce\u03bd\/\u03b1\u03c1\u03bd\u03b7\u03c4\u03b9\u03ba\u03ce\u03bd \u03b1\u03bd\u03c4\u03b9\u03b4\u03c1\u03ac\u03c3\u03b5\u03c9\u03bd \u03c7\u03c1\u03ae\u03c3\u03c4\u03b7 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03cc\u03bf\u03b4\u03bf\u03c2 \u03c3\u03c4\u03bf task\u00b7 \u03c3\u03c4\u03b7 \u03c3\u03c5\u03bd\u03ad\u03c7\u03b5\u03b9\u03b1 \u03c4\u03bf\u03c5\u03c2 \u03ad\u03c4\u03c1\u03b5\u03be\u03b5 \u03ba\u03bb\u03b9\u03bc\u03b1\u03ba\u03c9\u03c4\u03ac \u03c0\u03ac\u03bd\u03c9 \u03c3\u03b5 \u03cc\u03bb\u03b1 \u03c4\u03b1 session logs \u03ba\u03b1\u03b9 \u03ad\u03b2\u03b3\u03b1\u03bb\u03b5 report \u03bc\u03b5 \u03c3\u03c5\u03bc\u03c0\u03b5\u03c1\u03ac\u03c3\u03bc\u03b1\u03c4\u03b1.<\/li>\n\n\n<li>\u03a4\u03bf \u03c3\u03c5\u03bc\u03c0\u03ad\u03c1\u03b1\u03c3\u03bc\u03b1 \u03c0\u03bf\u03c5 \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03bf\u03c5\u03bd: \u03bf\u03b9 builders \u03ae\u03c4\u03b1\u03bd \u03c0\u03b9\u03bf \u03b9\u03ba\u03b1\u03bd\u03bf\u03c0\u03bf\u03b9\u03b7\u03bc\u03ad\u03bd\u03bf\u03b9 \u03b3\u03b9\u03b1\u03c4\u03af \u03bf agent \u03ba\u03b1\u03c4\u03b1\u03bb\u03ac\u03b2\u03b1\u03b9\u03bd\u03b5 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b1 \u03c4\u03b7\u03bd \u03c0\u03c1\u03cc\u03b8\u03b5\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03ad\u03ba\u03b1\u03bd\u03b5 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03b7 \u03c0\u03c1\u03cc\u03bf\u03b4\u03bf \u03b1\u03bd\u03ac turn, \u03bc\u03b5 \u03bb\u03b9\u03b3\u03cc\u03c4\u03b5\u03c1\u03b5\u03c2 \u03b4\u03b9\u03b5\u03c5\u03ba\u03c1\u03b9\u03bd\u03b9\u03c3\u03c4\u03b9\u03ba\u03ad\u03c2 \u03b5\u03c1\u03c9\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2.<\/li>\n\n\n<li>\u0395\u03c0\u03b5\u03b9\u03b4\u03ae \u03c4\u03bf GPT\u20115.3\u2011Codex \u03b4\u03b9\u03b1\u03c6\u03ad\u03c1\u03b5\u03b9 \u03b1\u03c1\u03ba\u03b5\u03c4\u03ac \u03b1\u03c0\u03cc \u03c4\u03bf\u03c5\u03c2 \u03c0\u03c1\u03bf\u03ba\u03b1\u03c4\u03cc\u03c7\u03bf\u03c5\u03c2 \u03c4\u03bf\u03c5, \u03c4\u03b1 alpha \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03b5\u03af\u03c7\u03b1\u03bd \u03c0\u03bf\u03bb\u03bb\u03ac \u03b1\u03c3\u03c5\u03bd\u03ae\u03b8\u03b9\u03c3\u03c4\u03b1\/\u03b1\u03bd\u03c4\u03b9-\u03b4\u03b9\u03b1\u03b9\u03c3\u03b8\u03b7\u03c4\u03b9\u03ba\u03ac \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1. \u0388\u03bd\u03b1\u03c2 data scientist, \u03bc\u03b5 \u03c4\u03b7 \u03b2\u03bf\u03ae\u03b8\u03b5\u03b9\u03b1 \u03c4\u03bf\u03c5 GPT\u20115.3\u2011Codex, \u03ad\u03c6\u03c4\u03b9\u03b1\u03be\u03b5 \u03bd\u03ad\u03b1 data pipelines \u03ba\u03b1\u03b9 \u03c0\u03b9\u03bf \u03c0\u03bb\u03bf\u03cd\u03c3\u03b9\u03b5\u03c2 \u03bf\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03b1\u03c0\u03cc \u03b1\u03c5\u03c4\u03ad\u03c2 \u03c0\u03bf\u03c5 \u03b5\u03c0\u03ad\u03c4\u03c1\u03b5\u03c0\u03b1\u03bd \u03c4\u03b1 standard dashboarding tools\u00b7 \u03bc\u03b5\u03c4\u03ac \u03ad\u03b3\u03b9\u03bd\u03b5 co-analysis \u03bc\u03b5 \u03c4\u03bf\u03bd Codex, \u03c0\u03bf\u03c5 \u03c3\u03c5\u03bd\u03cc\u03c8\u03b9\u03c3\u03b5 insights \u03b1\u03c0\u03cc \u03c7\u03b9\u03bb\u03b9\u03ac\u03b4\u03b5\u03c2 data points \u03c3\u03b5 \u03bb\u03b9\u03b3\u03cc\u03c4\u03b5\u03c1\u03bf \u03b1\u03c0\u03cc \u03c4\u03c1\u03af\u03b1 \u03bb\u03b5\u03c0\u03c4\u03ac.<\/li>\n\n<\/ul>\n\n\n\n<p>\u0397 OpenAI \u03c4\u03bf \u03c3\u03c5\u03bd\u03bf\u03c8\u03af\u03b6\u03b5\u03b9 \u03c9\u03c2 \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03ae \u03b5\u03c0\u03b9\u03c4\u03ac\u03c7\u03c5\u03bd\u03c3\u03b7 \u03c4\u03c9\u03bd research, engineering \u03ba\u03b1\u03b9 product \u03bf\u03bc\u03ac\u03b4\u03c9\u03bd, \u03cc\u03c7\u03b9 \u03bc\u03cc\u03bd\u03bf \u03c9\u03c2 \u03bc\u03b5\u03bc\u03bf\u03bd\u03c9\u03bc\u03ad\u03bd\u03b1 \u00ab\u03b5\u03bd\u03c4\u03c5\u03c0\u03c9\u03c3\u03b9\u03b1\u03ba\u03ac demos\u00bb.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Securing the cyber frontier: \u03c0\u03b9\u03bf \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c2 agent, \u03c0\u03b9\u03bf \u03b1\u03c5\u03c3\u03c4\u03b7\u03c1\u03cc safety stack<\/h2>\n\n\n\n<p>\u0397 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7 \u03bc\u03c0\u03b1\u03af\u03bd\u03b5\u03b9 \u03ad\u03bd\u03c4\u03bf\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03c3\u03c4\u03bf cybersecurity. \u0397 OpenAI \u03bb\u03ad\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c4\u03bf\u03c5\u03c2 \u03c4\u03b5\u03bb\u03b5\u03c5\u03c4\u03b1\u03af\u03bf\u03c5\u03c2 \u03bc\u03ae\u03bd\u03b5\u03c2 \u03ad\u03c7\u03bf\u03c5\u03bd \u03b4\u03b5\u03b9 \u03bf\u03c5\u03c3\u03b9\u03b1\u03c3\u03c4\u03b9\u03ba\u03ad\u03c2 \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03c3\u03b5\u03b9\u03c2 \u03c3\u03b5 cyber tasks, \u03ba\u03ac\u03c4\u03b9 \u03c0\u03bf\u03c5 \u03c9\u03c6\u03b5\u03bb\u03b5\u03af \u03c4\u03cc\u03c3\u03bf developers \u03cc\u03c3\u03bf \u03ba\u03b1\u03b9 security professionals. \u03a0\u03b1\u03c1\u03ac\u03bb\u03bb\u03b7\u03bb\u03b1, \u03c0\u03c1\u03bf\u03b5\u03c4\u03bf\u03b9\u03bc\u03ac\u03b6\u03bf\u03c5\u03bd \u00abstrengthened cyber safeguards\u00bb \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03c3\u03c4\u03b7\u03c1\u03af\u03be\u03bf\u03c5\u03bd \u03b1\u03bc\u03c5\u03bd\u03c4\u03b9\u03ba\u03ae \u03c7\u03c1\u03ae\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b8\u03b5\u03ba\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c4\u03bf\u03c5 \u03bf\u03b9\u03ba\u03bf\u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2 (link \u03c3\u03c4\u03bf \u03c3\u03c7\u03b5\u03c4\u03b9\u03ba\u03cc post).<\/p>\n\n\n\n<p>\u03a4\u03bf GPT\u20115.3\u2011Codex \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf \u03c0\u03c1\u03ce\u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03c0\u03bf\u03c5 \u03c4\u03b1\u03be\u03b9\u03bd\u03bf\u03bc\u03bf\u03cd\u03bd \u03c9\u03c2 <strong>High capability<\/strong> \u03b3\u03b9\u03b1 cybersecurity\u2011related tasks, \u03c3\u03cd\u03bc\u03c6\u03c9\u03bd\u03b1 \u03bc\u03b5 \u03c4\u03bf <strong>Preparedness Framework<\/strong> \u03c4\u03bf\u03c5\u03c2. \u0395\u03af\u03bd\u03b1\u03b9 \u03b5\u03c0\u03af\u03c3\u03b7\u03c2 \u03c4\u03bf \u03c0\u03c1\u03ce\u03c4\u03bf \u03c0\u03bf\u03c5 (\u03cc\u03c0\u03c9\u03c2 \u03bb\u03ad\u03bd\u03b5) \u03b5\u03ba\u03c0\u03b1\u03b9\u03b4\u03b5\u03cd\u03c4\u03b7\u03ba\u03b5 \u03ac\u03bc\u03b5\u03c3\u03b1 \u03b3\u03b9\u03b1 \u03bd\u03b1 <strong>\u03b5\u03bd\u03c4\u03bf\u03c0\u03af\u03b6\u03b5\u03b9 software vulnerabilities<\/strong>. \u03a0\u03b1\u03c1\u03cc\u03c4\u03b9 \u03b4\u03b5\u03bd \u03ad\u03c7\u03bf\u03c5\u03bd \u00abdefinitive evidence\u00bb \u03cc\u03c4\u03b9 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9 cyber attacks end\u2011to\u2011end, \u03b5\u03c0\u03b9\u03bb\u03ad\u03b3\u03bf\u03c5\u03bd \u03c0\u03c1\u03bf\u03bb\u03b7\u03c0\u03c4\u03b9\u03ba\u03ae \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c4\u03bf \u03ba\u03ac\u03bd\u03bf\u03c5\u03bd deploy \u03bc\u03b5 \u03c4\u03bf \u03c0\u03b9\u03bf \u03bf\u03bb\u03bf\u03ba\u03bb\u03b7\u03c1\u03c9\u03bc\u03ad\u03bd\u03bf cybersecurity safety stack \u03bc\u03ad\u03c7\u03c1\u03b9 \u03c3\u03ae\u03bc\u03b5\u03c1\u03b1.<\/p>\n\n\n\n<p>\u039f\u03b9 mitigations \u03c0\u03bf\u03c5 \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03bf\u03c5\u03bd:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>safety training<\/li>\n\n\n<li>automated monitoring<\/li>\n\n\n<li>trusted access \u03b3\u03b9\u03b1 advanced capabilities<\/li>\n\n\n<li>enforcement pipelines \u03c0\u03bf\u03c5 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03bf\u03c5\u03bd threat intelligence<\/li>\n\n<\/ul>\n\n\n\n<p>\u0395\u03c0\u03b5\u03b9\u03b4\u03ae \u03c4\u03bf cybersecurity \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03c0\u03cc \u03c4\u03b7 \u03c6\u03cd\u03c3\u03b7 \u03c4\u03bf\u03c5 dual\u2011use, \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03ac\u03c6\u03bf\u03c5\u03bd \u03bc\u03b9\u03b1 evidence\u2011based, iterative \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7: \u03b5\u03c0\u03b9\u03c4\u03ac\u03c7\u03c5\u03bd\u03c3\u03b7 \u03c4\u03c9\u03bd defenders \u03c3\u03c4\u03bf \u03bd\u03b1 \u03b2\u03c1\u03af\u03c3\u03ba\u03bf\u03c5\u03bd\/\u03b4\u03b9\u03bf\u03c1\u03b8\u03ce\u03bd\u03bf\u03c5\u03bd \u03b5\u03c5\u03c0\u03ac\u03b8\u03b5\u03b9\u03b5\u03c2, \u03b5\u03bd\u03ce \u03c4\u03b1\u03c5\u03c4\u03cc\u03c7\u03c1\u03bf\u03bd\u03b1 \u03b5\u03c0\u03b9\u03b2\u03c1\u03ac\u03b4\u03c5\u03bd\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03ba\u03b1\u03ba\u03cc\u03b2\u03bf\u03c5\u03bb\u03b7\u03c2 \u03c7\u03c1\u03ae\u03c3\u03b7\u03c2.<\/p>\n\n\n\n<p>\u03a3\u03c4\u03bf \u03c0\u03bb\u03b1\u03af\u03c3\u03b9\u03bf \u03b1\u03c5\u03c4\u03cc, \u03bb\u03b1\u03bd\u03c3\u03ac\u03c1\u03bf\u03c5\u03bd \u03c4\u03bf <strong>Trusted Access for Cyber<\/strong>, \u03ad\u03bd\u03b1 pilot program \u03b3\u03b9\u03b1 \u03b5\u03c0\u03b9\u03c4\u03ac\u03c7\u03c5\u03bd\u03c3\u03b7 \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1\u03c2 \u03c3\u03c4\u03b7\u03bd cyber \u03ac\u03bc\u03c5\u03bd\u03b1.<\/p>\n\n\n\n<p>\u03a3\u03b5 \u03b5\u03c0\u03af\u03c0\u03b5\u03b4\u03bf \u03bf\u03b9\u03ba\u03bf\u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2, \u03b5\u03c0\u03b5\u03bd\u03b4\u03cd\u03bf\u03c5\u03bd \u03c3\u03b5 safeguards \u03cc\u03c0\u03c9\u03c2:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u0395\u03c0\u03ad\u03ba\u03c4\u03b1\u03c3\u03b7 \u03c4\u03bf\u03c5 private beta \u03c4\u03bf\u03c5 <strong>Aardvark<\/strong>, \u03b5\u03bd\u03cc\u03c2 security research agent, \u03c9\u03c2 \u03c0\u03c1\u03ce\u03c4\u03bf offering \u03c3\u03c4\u03b7 \u03c3\u03bf\u03c5\u03af\u03c4\u03b1 Codex Security products \u03ba\u03b1\u03b9 tools.<\/li>\n\n\n<li>\u03a3\u03c5\u03bd\u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b5\u03c2 \u03bc\u03b5 open\u2011source maintainers \u03b3\u03b9\u03b1 \u03b4\u03c9\u03c1\u03b5\u03ac\u03bd codebase scanning \u03c3\u03b5 \u03b5\u03c5\u03c1\u03ad\u03c9\u03c2 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03bf\u03cd\u03bc\u03b5\u03bd\u03b1 projects \u03cc\u03c0\u03c9\u03c2 \u03c4\u03bf <strong>Next.js<\/strong> &#8211; \u03bc\u03b5 \u03b1\u03bd\u03b1\u03c6\u03bf\u03c1\u03ac \u03cc\u03c4\u03b9 security researcher \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b5 Codex \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03b2\u03c1\u03b5\u03b9 \u03b5\u03c5\u03c0\u03ac\u03b8\u03b5\u03b9\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03bf\u03c0\u03bf\u03b9\u03ae\u03b8\u03b7\u03ba\u03b1\u03bd \u03c4\u03b7\u03bd \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03b7 \u03b5\u03b2\u03b4\u03bf\u03bc\u03ac\u03b4\u03b1: https:\/\/vercel.com\/changelog\/summaries-of-cve-2025-59471-and-cve-2025-59472<\/li>\n\n<\/ul>\n\n\n\n<p>\u03a4\u03ad\u03bb\u03bf\u03c2, \u03c0\u03ac\u03bd\u03c9 \u03c3\u03c4\u03bf <strong>$1M Cybersecurity Grant Program<\/strong> \u03c0\u03bf\u03c5 \u03be\u03b5\u03ba\u03af\u03bd\u03b7\u03c3\u03b5 \u03c4\u03bf 2023, \u03b4\u03b5\u03c3\u03bc\u03b5\u03cd\u03bf\u03c5\u03bd \u03b5\u03c0\u03b9\u03c0\u03bb\u03ad\u03bf\u03bd <strong>$10M \u03c3\u03b5 API credits<\/strong> \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03b5\u03c0\u03b9\u03c4\u03b1\u03c7\u03cd\u03bd\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd cyber \u03ac\u03bc\u03c5\u03bd\u03b1 \u03bc\u03b5 \u03c4\u03b1 \u03c0\u03b9\u03bf \u03b9\u03ba\u03b1\u03bd\u03ac \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03c4\u03bf\u03c5\u03c2, \u03b5\u03b9\u03b4\u03b9\u03ba\u03ac \u03b3\u03b9\u03b1 open source \u03ba\u03b1\u03b9 critical infrastructure systems. \u039f\u03c1\u03b3\u03b1\u03bd\u03b9\u03c3\u03bc\u03bf\u03af \u03c0\u03bf\u03c5 \u03ba\u03ac\u03bd\u03bf\u03c5\u03bd good\u2011faith security research \u03bc\u03c0\u03bf\u03c1\u03bf\u03cd\u03bd \u03bd\u03b1 \u03b1\u03b9\u03c4\u03b7\u03b8\u03bf\u03cd\u03bd API credits \u03ba\u03b1\u03b9 \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03bc\u03ad\u03c3\u03c9 \u03c4\u03bf\u03c5 Cybersecurity Grant Program.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0394\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03b1\u03ba\u03c4\u03b9\u03ba\u03ad\u03c2 \u03bb\u03b5\u03c0\u03c4\u03bf\u03bc\u03ad\u03c1\u03b5\u03b9\u03b5\u03c2<\/h2>\n\n\n\n<p>\u03a4\u03bf GPT\u20115.3\u2011Codex \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03bf \u03bc\u03b5 <strong>paid ChatGPT plans<\/strong>, \u03c0\u03b1\u03bd\u03c4\u03bf\u03cd \u03cc\u03c0\u03bf\u03c5 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af\u03c2 \u03bd\u03b1 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 Codex: <strong>app, CLI, IDE extension \u03ba\u03b1\u03b9 web<\/strong>. \u0393\u03b9\u03b1 \u03c4\u03bf API, \u03b7 OpenAI \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03b4\u03bf\u03c5\u03bb\u03b5\u03cd\u03b5\u03b9 \u03ce\u03c3\u03c4\u03b5 \u03bd\u03b1 \u03b5\u03bd\u03b5\u03c1\u03b3\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9 <strong>API access \u03c3\u03cd\u03bd\u03c4\u03bf\u03bc\u03b1<\/strong>, \u03bc\u03b5 \u03b1\u03c3\u03c6\u03b1\u03bb\u03ae \u03c4\u03c1\u03cc\u03c0\u03bf.<\/p>\n\n\n\n<p>\u039c\u03b5 \u03b1\u03c5\u03c4\u03ae \u03c4\u03b7\u03bd \u03b5\u03bd\u03b7\u03bc\u03ad\u03c1\u03c9\u03c3\u03b7, \u03b1\u03bd\u03b1\u03c6\u03ad\u03c1\u03bf\u03c5\u03bd \u03cc\u03c4\u03b9 \u03c4\u03c1\u03ad\u03c7\u03bf\u03c5\u03bd \u03c4\u03bf GPT\u20115.3\u2011Codex <strong>25% \u03c0\u03b9\u03bf \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b1<\/strong> \u03b3\u03b9\u03b1 \u03c4\u03bf\u03c5\u03c2 Codex users, \u03c7\u03ac\u03c1\u03b7 \u03c3\u03b5 \u03b2\u03b5\u03bb\u03c4\u03b9\u03ce\u03c3\u03b5\u03b9\u03c2 \u03c3\u03b5 infrastructure \u03ba\u03b1\u03b9 inference stack, \u03ba\u03ac\u03c4\u03b9 \u03c0\u03bf\u03c5 \u03bf\u03b4\u03b7\u03b3\u03b5\u03af \u03c3\u03b5 \u03c0\u03b9\u03bf \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b5\u03c2 \u03b1\u03bb\u03bb\u03b7\u03bb\u03b5\u03c0\u03b9\u03b4\u03c1\u03ac\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1.<\/p>\n\n\n\n<p>\u03a3\u03b5 \u03b5\u03c0\u03af\u03c0\u03b5\u03b4\u03bf hardware\/serving: \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c3\u03c5\u03bd-\u03c3\u03c7\u03b5\u03b4\u03b9\u03ac\u03c3\u03c4\u03b7\u03ba\u03b5 \u03b3\u03b9\u03b1, \u03b5\u03ba\u03c0\u03b1\u03b9\u03b4\u03b5\u03cd\u03c4\u03b7\u03ba\u03b5 \u03bc\u03b5, \u03ba\u03b1\u03b9 \u03c3\u03b5\u03c1\u03b2\u03af\u03c1\u03b5\u03c4\u03b1\u03b9 \u03c0\u03ac\u03bd\u03c9 \u03c3\u03b5 <strong>NVIDIA GB200 NVL72 systems<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u03a4\u03b9 \u03ad\u03c1\u03c7\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5\u03c4\u03ac (\u03c3\u03cd\u03bc\u03c6\u03c9\u03bd\u03b1 \u03bc\u03b5 \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7)<\/h2>\n\n\n\n<p>\u0397 OpenAI \u03c4\u03bf\u03c0\u03bf\u03b8\u03b5\u03c4\u03b5\u03af \u03c4\u03bf GPT\u20115.3\u2011Codex \u03c9\u03c2 \u03c4\u03bf \u03c3\u03b7\u03bc\u03b5\u03af\u03bf \u03cc\u03c0\u03bf\u03c5 \u03bf Codex \u03c0\u03b5\u03c1\u03bd\u03ac \u03b1\u03c0\u03cc \u03c4\u03bf \u03bd\u03b1 \u00ab\u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1\u00bb \u03c3\u03c4\u03bf \u03bd\u03b1 <strong>\u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03b5\u03af \u03c4\u03bf\u03bd \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1 \u03c9\u03c2 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03bf<\/strong> \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03c7\u03b5\u03b9\u03c1\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03ad\u03bd\u03b1\u03bd \u03c5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03ae \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03bf\u03bb\u03bf\u03ba\u03bb\u03b7\u03c1\u03ce\u03bd\u03b5\u03b9 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b5\u03c2 end\u2011to\u2011end. \u03a3\u03c0\u03c1\u03ce\u03c7\u03bd\u03bf\u03bd\u03c4\u03b1\u03c2 \u03c4\u03b1 \u03cc\u03c1\u03b9\u03b1 \u03b5\u03bd\u03cc\u03c2 coding agent, \u03b1\u03bd\u03bf\u03af\u03b3\u03b5\u03b9 \u03ba\u03b1\u03b9 \u03bc\u03b9\u03b1 \u03b5\u03c5\u03c1\u03cd\u03c4\u03b5\u03c1\u03b7 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03af\u03b1 knowledge work: \u03b1\u03c0\u03cc build\/deploy software \u03bc\u03ad\u03c7\u03c1\u03b9 \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1, \u03b1\u03bd\u03ac\u03bb\u03c5\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03b5\u03ba\u03c4\u03ad\u03bb\u03b5\u03c3\u03b7 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03c9\u03bd tasks. \u0391\u03c5\u03c4\u03cc \u03c0\u03bf\u03c5 \u03be\u03b5\u03ba\u03af\u03bd\u03b7\u03c3\u03b5 \u03c9\u03c2 \u03c3\u03c4\u03cc\u03c7\u03bf\u03c2 \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03bf \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf\u03c2 coding agent, \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c0\u03bb\u03ad\u03bf\u03bd \u03c9\u03c2 \u03b2\u03ac\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03ad\u03bd\u03b1\u03bd \u03c0\u03b9\u03bf \u03b3\u03b5\u03bd\u03b9\u03ba\u03cc \u03c3\u03c5\u03bd\u03b5\u03c1\u03b3\u03ac\u03c4\u03b7 \u03c0\u03ac\u03bd\u03c9 \u03c3\u03c4\u03bf\u03bd \u03c5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03c4\u03ae.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Appendix: \u03b1\u03c1\u03b9\u03b8\u03bc\u03bf\u03af \u03b1\u03be\u03b9\u03bf\u03bb\u03bf\u03b3\u03ae\u03c3\u03b5\u03c9\u03bd \u03c0\u03bf\u03c5 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03cd\u03c4\u03b7\u03ba\u03b1\u03bd<\/h2>\n\n\n\n<p>\u0397 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03ad\u03bd\u03b1\u03bd \u03c0\u03af\u03bd\u03b1\u03ba\u03b1 \u03bc\u03b5 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u03b3\u03b9\u03b1 GPT\u20115.3\u2011Codex (xhigh), GPT\u20115.2\u2011Codex (xhigh) \u03ba\u03b1\u03b9 GPT\u20115.2 (xhigh):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>SWE-Bench Pro (Public): GPT-5.3-Codex 56.8% | GPT-5.2-Codex 56.4% | GPT-5.2 55.6%<\/li>\n\n\n<li>Terminal-Bench 2.0: GPT-5.3-Codex 77.3% | GPT-5.2-Codex 64.0% | GPT-5.2 62.2%<\/li>\n\n\n<li>OSWorld-Verified: GPT-5.3-Codex 64.7% | GPT-5.2-Codex 38.2% | GPT-5.2 37.9%<\/li>\n\n\n<li>GDPval (wins or ties): GPT-5.3-Codex 70.9% | GPT-5.2 (xhigh) 70.9% (high)<\/li>\n\n\n<li>Cybersecurity Capture The Flag Challenges: GPT-5.3-Codex 77.6% | GPT-5.2-Codex 67.4% | GPT-5.2 67.7%<\/li>\n\n\n<li>SWE-Lancer IC Diamond: GPT-5.3-Codex 81.4% | GPT-5.2-Codex 76.0% | GPT-5.2 74.6%<\/li>\n\n<\/ul>\n\n\n\n<div class=\"wp-block-group callout callout-info is-style-info is-layout-flow wp-block-group-is-layout-flow\" style=\"border-width:1px;border-radius:8px;padding-top:1rem;padding-right:1.5rem;padding-bottom:1rem;padding-left:1.5rem\">\n\n<h4 class=\"wp-block-heading callout-title\">\u03a3\u03b7\u03bc\u03b5\u03af\u03c9\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03c4\u03b9\u03c2 \u03b1\u03be\u03b9\u03bf\u03bb\u03bf\u03b3\u03ae\u03c3\u03b5\u03b9\u03c2<\/h4>\n\n\n<p>\u03a3\u03cd\u03bc\u03c6\u03c9\u03bd\u03b1 \u03bc\u03b5 \u03c4\u03bf footnote \u03c4\u03b7\u03c2 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7\u03c2, \u03cc\u03bb\u03b1 \u03c4\u03b1 evaluations \u03c3\u03c4\u03bf blog \u03ad\u03c4\u03c1\u03b5\u03be\u03b1\u03bd \u03c3\u03b5 GPT\u20115.3\u2011Codex \u03bc\u03b5 xhigh reasoning effort.<\/p>\n\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u039b\u03ae\u03c8\u03b7 &#038; \u03b4\u03bf\u03ba\u03b9\u03bc\u03ae<\/h2>\n\n\n\n<p>\u0397 OpenAI \u03b4\u03af\u03bd\u03b5\u03b9 link \u03b3\u03b9\u03b1 \u03bd\u03b1 \u03c4\u03bf \u03b4\u03bf\u03ba\u03b9\u03bc\u03ac\u03c3\u03b5\u03b9\u03c2 \u03c3\u03c4\u03bf Codex app (Mac):<\/p>\n\n\n<a href=\"https:\/\/persistent.oaistatic.com\/codex-app-prod\/Codex.dmg\" class=\"download-card\" download>\n                <span class=\"download-icon\"><i class=\"fa-duotone fa-file-arrow-down\"><\/i><\/span>\n                <span class=\"download-info\">\n                    <span class=\"download-title\">Try it in the Codex app<\/span>\n                    <span class=\"download-meta\"><span class=\"download-filename\">Codex.dmg<\/span><\/span>\n                <\/span>\n                <span class=\"download-action\"><i class=\"fa-duotone fa-arrow-down-to-line\"><\/i><\/span>\n            <\/a>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2160\" height=\"2160\" src=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art.webp\" alt=\"\u0395\u03b9\u03ba\u03b1\u03c3\u03c4\u03b9\u03ba\u03cc \u03b3\u03b9\u03b1 \u03c4\u03bf GPT-5.3-Codex System Card\" class=\"wp-image-203\" srcset=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art.webp 2160w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art-300x300.webp 300w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art-1024x1024.webp 1024w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art-150x150.webp 150w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art-768x768.webp 768w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art-1536x1536.webp 1536w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art-2048x2048.webp 2048w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/System_Card_Art-400x400.webp 400w\" sizes=\"auto, (max-width: 2160px) 100vw, 2160px\" \/><figcaption class=\"wp-element-caption\">\u0395\u03b9\u03ba\u03b1\u03c3\u03c4\u03b9\u03ba\u03cc \u03c0\u03bf\u03c5 \u03c3\u03c5\u03bd\u03bf\u03b4\u03b5\u03cd\u03b5\u03b9 \u03c4\u03bf System Card \u03c4\u03bf\u03c5 GPT\u20115.3\u2011Codex. \u2014 <em>Forr\u00e1s: OpenAI<\/em><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"1260\" src=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO.webp\" alt=\"\u0395\u03b9\u03ba\u03b1\u03c3\u03c4\u03b9\u03ba\u03cc \u03b3\u03b9\u03b1 \u03c4\u03bf Introducing the Codex app\" class=\"wp-image-204\" srcset=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO.webp 2400w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO-300x158.webp 300w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO-1024x538.webp 1024w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO-768x403.webp 768w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO-1536x806.webp 1536w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO-2048x1075.webp 2048w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/Codex_Landing_Page_SEO-400x210.webp 400w\" sizes=\"auto, (max-width: 2400px) 100vw, 2400px\" \/><figcaption class=\"wp-element-caption\">\u0395\u03b9\u03ba\u03b1\u03c3\u03c4\u03b9\u03ba\u03cc \u03b1\u03c0\u03cc \u03c4\u03bf post \u03b3\u03b9\u03b1 \u03c4\u03bf Codex app. \u2014 <em>Forr\u00e1s: OpenAI<\/em><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2160\" height=\"2160\" src=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1.webp\" alt=\"\u0395\u03b9\u03ba\u03b1\u03c3\u03c4\u03b9\u03ba\u03cc \u03b3\u03b9\u03b1 \u03c4\u03bf Introducing GPT-5.2-Codex\" class=\"wp-image-205\" srcset=\"https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1.webp 2160w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1-300x300.webp 300w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1-1024x1024.webp 1024w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1-150x150.webp 150w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1-768x768.webp 768w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1-1536x1536.webp 1536w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1-2048x2048.webp 2048w, https:\/\/helloblog.io\/app\/uploads\/sites\/12\/2026\/02\/OAI_GPT-5.2-Codex_ArtCard_1x1-400x400.webp 400w\" sizes=\"auto, (max-width: 2160px) 100vw, 2160px\" \/><figcaption class=\"wp-element-caption\">\u0395\u03b9\u03ba\u03b1\u03c3\u03c4\u03b9\u03ba\u03cc \u03b1\u03c0\u03cc \u03c4\u03bf post \u03b3\u03b9\u03b1 \u03c4\u03bf GPT\u20115.2\u2011Codex. \u2014 <em>Forr\u00e1s: OpenAI<\/em><\/figcaption><\/figure>\n\n\n<div class=\"references-section\">\n                <h2>\u0391\u03bd\u03b1\u03c6\u03bf\u03c1\u03ad\u03c2 \/ \u03a0\u03b7\u03b3\u03ad\u03c2<\/h2>\n                <ul class=\"references-list\"><li><a href=\"https:\/\/openai.com\/index\/introducing-gpt-5-3-codex\/\" target=\"_blank\" rel=\"noopener noreferrer\">Introducing GPT-5.3-Codex<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/introducing-the-codex-app\/\" target=\"_blank\" rel=\"noopener noreferrer\">Introducing the Codex app<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/introducing-gpt-5-2-codex\/\" target=\"_blank\" rel=\"noopener noreferrer\">Introducing GPT-5.2-Codex<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/gdpval\/\" target=\"_blank\" rel=\"noopener noreferrer\">GDPval<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/strengthening-cyber-resilience\/\" target=\"_blank\" rel=\"noopener noreferrer\">Strengthening cyber resilience<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/gpt-5-3-codex-system-card\/\" target=\"_blank\" rel=\"noopener noreferrer\">GPT-5.3-Codex System Card<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/updating-our-preparedness-framework\/\" target=\"_blank\" rel=\"noopener noreferrer\">Updating our Preparedness Framework<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/trusted-access-for-cyber\/\" target=\"_blank\" rel=\"noopener noreferrer\">Trusted Access for Cyber<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/introducing-aardvark\/\" target=\"_blank\" rel=\"noopener noreferrer\">Introducing Aardvark<\/a><\/li><li><a href=\"https:\/\/vercel.com\/changelog\/summaries-of-cve-2025-59471-and-cve-2025-59472\" target=\"_blank\" rel=\"noopener noreferrer\">Summaries of CVE-2025-59471 and CVE-2025-59472<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/openai-cybersecurity-grant-program\/\" target=\"_blank\" rel=\"noopener noreferrer\">OpenAI Cybersecurity Grant Program<\/a><\/li><\/ul>\n            <\/div>","protected":false},"excerpt":{"rendered":"<p>\u03a4\u03bf GPT\u20115.3\u2011Codex \u03b1\u03bd\u03b5\u03b2\u03ac\u03b6\u03b5\u03b9 \u03c4\u03bf\u03bd \u03c0\u03ae\u03c7\u03b7 \u03c3\u03b5 benchmarks \u03cc\u03c0\u03c9\u03c2 SWE\u2011Bench Pro \u03ba\u03b1\u03b9 OSWorld-Verified, \u03b5\u03bd\u03ce \u03c3\u03c4\u03bf Codex app \u03bc\u03c0\u03bf\u03c1\u03b5\u03af\u03c2 \u03bd\u03b1 \u03c4\u03bf \u03ba\u03b1\u03c4\u03b5\u03c5\u03b8\u03cd\u03bd\u03b5\u03b9\u03c2 live \u03cc\u03c3\u03bf \u03b5\u03ba\u03c4\u03b5\u03bb\u03b5\u03af \u03bc\u03b5\u03b3\u03ac\u03bb\u03b7\u03c2 \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1\u03c2 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b5\u03c2 \u03bc\u03b5 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03b1 \u03ba\u03b1\u03b9 \u03c4\u03b5\u03c1\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc.<\/p>\n","protected":false},"author":68,"featured_media":201,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[107],"tags":[110,109,108,111,90],"class_list":["post-206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai-agents","tag-chatgpt","tag-codex","tag-cybersecurity","tag-web-"],"_links":{"self":[{"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/posts\/206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/users\/68"}],"replies":[{"embeddable":true,"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/comments?post=206"}],"version-history":[{"count":0,"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/posts\/206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/media\/201"}],"wp:attachment":[{"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/media?parent=206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/categories?post=206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/helloblog.io\/el\/wp-json\/wp\/v2\/tags?post=206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}