{"id":9638,"date":"2025-08-13T07:25:52","date_gmt":"2025-08-13T07:25:52","guid":{"rendered":"https:\/\/droneth.or.th\/?p=9638"},"modified":"2025-12-10T16:05:18","modified_gmt":"2025-12-10T09:05:18","slug":"ai-coding-tips-tricks","status":"publish","type":"post","link":"https:\/\/droneth.or.th\/zh\/ai-coding-tips-tricks\/","title":{"rendered":"AI Coding Tips &amp; Tricks"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9638\" class=\"elementor elementor-9638\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-faf7c1d e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"faf7c1d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4fd700 elementor-widget elementor-widget-html\" data-id=\"e4fd700\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n<!DOCTYPE html>\r\n<html lang=\"th\">\r\n<head>\r\n    <meta charset=\"UTF-8\">\r\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\r\n    <title>AI Coding Tips & Tricks - \u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e09\u0e1a\u0e31\u0e1a\u0e2a\u0e21\u0e1a\u0e39\u0e23\u0e13\u0e4c<\/title>\r\n    <style>\r\n        * {\r\n            margin: 0;\r\n            padding: 0;\r\n            box-sizing: border-box;\r\n        }\r\n\r\n        body {\r\n            font-family: 'Sarabun', -apple-system, BlinkMacSystemFont, sans-serif;\r\n            background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);\r\n            min-height: 100vh;\r\n            padding: 20px;\r\n        }\r\n\r\n        .container {\r\n            max-width: 1400px;\r\n            margin: 0 auto;\r\n        }\r\n\r\n        .header {\r\n            text-align: center;\r\n            color: white;\r\n            margin-bottom: 40px;\r\n            animation: fadeInDown 1s ease;\r\n        }\r\n\r\n        .header h1 {\r\n            font-size: 3.5em;\r\n            margin-bottom: 10px;\r\n            text-shadow: 2px 2px 4px rgba(0,0,0,0.3);\r\n        }\r\n\r\n        .header p {\r\n            font-size: 1.3em;\r\n            opacity: 0.95;\r\n        }\r\n\r\n        .main-grid {\r\n            display: grid;\r\n            grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));\r\n            gap: 25px;\r\n            margin-bottom: 40px;\r\n        }\r\n\r\n        .tip-card {\r\n            background: white;\r\n            border-radius: 20px;\r\n            padding: 30px;\r\n            box-shadow: 0 10px 30px rgba(0,0,0,0.2);\r\n            transition: transform 0.3s ease, box-shadow 0.3s ease;\r\n            animation: fadeInUp 0.8s ease backwards;\r\n        }\r\n\r\n        .tip-card:hover {\r\n            transform: translateY(-8px);\r\n            box-shadow: 0 15px 40px rgba(0,0,0,0.3);\r\n        }\r\n\r\n        .tip-card:nth-child(1) { animation-delay: 0.1s; }\r\n        .tip-card:nth-child(2) { animation-delay: 0.2s; }\r\n        .tip-card:nth-child(3) { animation-delay: 0.3s; }\r\n        .tip-card:nth-child(4) { animation-delay: 0.4s; }\r\n        .tip-card:nth-child(5) { animation-delay: 0.5s; }\r\n        .tip-card:nth-child(6) { animation-delay: 0.6s; }\r\n\r\n        .tip-number {\r\n            display: inline-flex;\r\n            align-items: center;\r\n            justify-content: center;\r\n            width: 50px;\r\n            height: 50px;\r\n            background: linear-gradient(135deg, #667eea, #764ba2);\r\n            color: white;\r\n            border-radius: 50%;\r\n            font-size: 1.5em;\r\n            font-weight: bold;\r\n            margin-bottom: 15px;\r\n        }\r\n\r\n        .tip-title {\r\n            color: #333;\r\n            font-size: 1.4em;\r\n            margin-bottom: 15px;\r\n            font-weight: bold;\r\n        }\r\n\r\n        .tip-content {\r\n            color: #666;\r\n            line-height: 1.6;\r\n            font-size: 1.05em;\r\n        }\r\n\r\n        .tip-highlight {\r\n            background: linear-gradient(135deg, #ffeaa7, #fdcb6e);\r\n            padding: 2px 6px;\r\n            border-radius: 4px;\r\n            font-weight: bold;\r\n            color: #333;\r\n        }\r\n\r\n        .section-divider {\r\n            background: white;\r\n            border-radius: 20px;\r\n            padding: 40px;\r\n            margin: 40px 0;\r\n            box-shadow: 0 10px 30px rgba(0,0,0,0.2);\r\n            animation: fadeIn 1s ease;\r\n        }\r\n\r\n        .section-title {\r\n            color: #333;\r\n            font-size: 2.2em;\r\n            margin-bottom: 25px;\r\n            text-align: center;\r\n            position: relative;\r\n            padding-bottom: 15px;\r\n        }\r\n\r\n        .section-title:after {\r\n            content: '';\r\n            position: absolute;\r\n            bottom: 0;\r\n            left: 50%;\r\n            transform: translateX(-50%);\r\n            width: 100px;\r\n            height: 4px;\r\n            background: linear-gradient(135deg, #667eea, #764ba2);\r\n            border-radius: 2px;\r\n        }\r\n\r\n        .workflow-grid {\r\n            display: grid;\r\n            grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));\r\n            gap: 20px;\r\n            margin-top: 30px;\r\n        }\r\n\r\n        .workflow-item {\r\n            background: linear-gradient(135deg, #f8f9fa, #e9ecef);\r\n            padding: 25px;\r\n            border-radius: 15px;\r\n            text-align: center;\r\n            transition: all 0.3s ease;\r\n        }\r\n\r\n        .workflow-item:hover {\r\n            background: linear-gradient(135deg, #667eea, #764ba2);\r\n            color: white;\r\n            transform: scale(1.05);\r\n        }\r\n\r\n        .workflow-icon {\r\n            font-size: 3em;\r\n            margin-bottom: 15px;\r\n        }\r\n\r\n        .workflow-title {\r\n            font-size: 1.2em;\r\n            font-weight: bold;\r\n            margin-bottom: 10px;\r\n        }\r\n\r\n        .stats-grid {\r\n            display: grid;\r\n            grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));\r\n            gap: 20px;\r\n            margin-top: 30px;\r\n        }\r\n\r\n        .stat-card {\r\n            background: linear-gradient(135deg, #ff6b6b, #ee5a24);\r\n            color: white;\r\n            padding: 25px;\r\n            border-radius: 15px;\r\n            text-align: center;\r\n            transition: transform 0.3s ease;\r\n        }\r\n\r\n        .stat-card:nth-child(2) {\r\n            background: linear-gradient(135deg, #4ecdc4, #44a08d);\r\n        }\r\n\r\n        .stat-card:nth-child(3) {\r\n            background: linear-gradient(135deg, #f7b731, #fd79a8);\r\n        }\r\n\r\n        .stat-card:nth-child(4) {\r\n            background: linear-gradient(135deg, #5f27cd, #341f97);\r\n        }\r\n\r\n        .stat-card:hover {\r\n            transform: scale(1.08);\r\n        }\r\n\r\n        .stat-number {\r\n            font-size: 2.5em;\r\n            font-weight: bold;\r\n            margin-bottom: 10px;\r\n        }\r\n\r\n        .stat-label {\r\n            font-size: 1.1em;\r\n            opacity: 0.95;\r\n        }\r\n\r\n        .best-practices {\r\n            background: white;\r\n            border-radius: 20px;\r\n            padding: 40px;\r\n            margin: 40px 0;\r\n            box-shadow: 0 10px 30px rgba(0,0,0,0.2);\r\n        }\r\n\r\n        .practice-list {\r\n            display: grid;\r\n            grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));\r\n            gap: 20px;\r\n            margin-top: 30px;\r\n        }\r\n\r\n        .practice-item {\r\n            display: flex;\r\n            align-items: flex-start;\r\n            padding: 15px;\r\n            background: #f8f9fa;\r\n            border-radius: 10px;\r\n            transition: all 0.3s ease;\r\n        }\r\n\r\n        .practice-item:hover {\r\n            background: #e9ecef;\r\n            transform: translateX(5px);\r\n        }\r\n\r\n        .practice-icon {\r\n            font-size: 1.5em;\r\n            margin-right: 15px;\r\n            color: #667eea;\r\n        }\r\n\r\n        .practice-text {\r\n            flex: 1;\r\n            line-height: 1.6;\r\n        }\r\n\r\n        .footer {\r\n            text-align: center;\r\n            color: white;\r\n            margin-top: 60px;\r\n            padding: 30px;\r\n            background: rgba(0,0,0,0.2);\r\n            border-radius: 20px;\r\n        }\r\n\r\n        @keyframes fadeInDown {\r\n            from {\r\n                opacity: 0;\r\n                transform: translateY(-30px);\r\n            }\r\n            to {\r\n                opacity: 1;\r\n                transform: translateY(0);\r\n            }\r\n        }\r\n\r\n        @keyframes fadeInUp {\r\n            from {\r\n                opacity: 0;\r\n                transform: translateY(30px);\r\n            }\r\n            to {\r\n                opacity: 1;\r\n                transform: translateY(0);\r\n            }\r\n        }\r\n\r\n        @keyframes fadeIn {\r\n            from {\r\n                opacity: 0;\r\n            }\r\n            to {\r\n                opacity: 1;\r\n            }\r\n        }\r\n\r\n        @media (max-width: 768px) {\r\n            .header h1 {\r\n                font-size: 2.5em;\r\n            }\r\n            \r\n            .main-grid {\r\n                grid-template-columns: 1fr;\r\n            }\r\n            \r\n            .section-title {\r\n                font-size: 1.8em;\r\n            }\r\n        }\r\n    <\/style>\r\n<\/head>\r\n<body>\r\n    <div class=\"container\">\r\n        <div class=\"header\">\r\n            <h1>\ud83d\ude80 AI Coding Tips & Tricks<\/h1>\r\n            <p>\u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e09\u0e1a\u0e31\u0e1a\u0e2a\u0e21\u0e1a\u0e39\u0e23\u0e13\u0e4c\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14\u0e14\u0e49\u0e27\u0e22 AI \u0e2d\u0e22\u0e48\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e<\/p>\r\n        <\/div>\r\n\r\n        <div class=\"main-grid\">\r\n            <div class=\"tip-card\">\r\n                <div class=\"tip-number\">1<\/div>\r\n                <div class=\"tip-title\">\ud83d\udcdd Technical Requirements<\/div>\r\n                <div class=\"tip-content\">\r\n                    \u0e04\u0e34\u0e14 requirement \u0e43\u0e2b\u0e49 <span class=\"tip-highlight\">\u0e25\u0e30\u0e40\u0e2d\u0e35\u0e22\u0e14\u0e04\u0e23\u0e1a\u0e16\u0e49\u0e27\u0e19<\/span> \u0e01\u0e48\u0e2d\u0e19\u0e40\u0e23\u0e34\u0e48\u0e21\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14 \u0e01\u0e33\u0e2b\u0e19\u0e14 scope, constraints \u0e41\u0e25\u0e30 edge cases \u0e43\u0e2b\u0e49\u0e0a\u0e31\u0e14\u0e40\u0e08\u0e19\r\n                <\/div>\r\n            <\/div>\r\n\r\n            <div class=\"tip-card\">\r\n                <div class=\"tip-number\">2<\/div>\r\n                <div class=\"tip-title\">\u26a1 \u0e40\u0e25\u0e37\u0e2d\u0e01 Tech Stack \u0e17\u0e35\u0e48\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21<\/div>\r\n                <div class=\"tip-content\">\r\n                    \u0e2d\u0e22\u0e48\u0e32\u0e43\u0e0a\u0e49\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e43\u0e2b\u0e21\u0e48\u0e40\u0e01\u0e34\u0e19\u0e04\u0e27\u0e32\u0e21\u0e08\u0e33\u0e40\u0e1b\u0e47\u0e19 <span class=\"tip-highlight\">PHP > Node.js<\/span> \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a setup \u0e07\u0e48\u0e32\u0e22\u0e46 \u0e1b\u0e23\u0e30\u0e40\u0e21\u0e34\u0e19 trade-offs \u0e43\u0e2b\u0e49\u0e14\u0e35\r\n                <\/div>\r\n            <\/div>\r\n\r\n            <div class=\"tip-card\">\r\n                <div class=\"tip-number\">3<\/div>\r\n                <div class=\"tip-title\">\u267b\ufe0f Refactor \u0e2d\u0e22\u0e48\u0e32\u0e25\u0e31\u0e07\u0e40\u0e25<\/div>\r\n                <div class=\"tip-content\">\r\n                    \u0e2b\u0e32\u0e01\u0e41\u0e01\u0e49 bug \u0e40\u0e14\u0e34\u0e21\u0e46 <span class=\"tip-highlight\">3-4 \u0e23\u0e2d\u0e1a<\/span> \u0e41\u0e25\u0e49\u0e27\u0e44\u0e21\u0e48\u0e2b\u0e32\u0e22 \u0e43\u0e2b\u0e49 rewrite \u0e43\u0e2b\u0e21\u0e48\u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14\u0e14\u0e35\u0e01\u0e27\u0e48\u0e32\r\n                <\/div>\r\n            <\/div>\r\n\r\n            <div class=\"tip-card\">\r\n                <div class=\"tip-number\">4<\/div>\r\n                <div class=\"tip-title\">\ud83e\udde0 \u0e43\u0e0a\u0e49 Model \u0e43\u0e2b\u0e49\u0e16\u0e39\u0e01\u0e07\u0e32\u0e19<\/div>\r\n                <div class=\"tip-content\">\r\n                    <span class=\"tip-highlight\">Opus 4.1<\/span> \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a debug \u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e22\u0e32\u0e01<br>\r\n                    <span class=\"tip-highlight\">Sonnet 4<\/span> \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a code automation\r\n                <\/div>\r\n            <\/div>\r\n\r\n            <div class=\"tip-card\">\r\n                <div class=\"tip-number\">5<\/div>\r\n                <div class=\"tip-title\">\ud83d\udee0\ufe0f \u0e40\u0e25\u0e37\u0e2d\u0e01 Tool \u0e17\u0e35\u0e48\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21<\/div>\r\n                <div class=\"tip-content\">\r\n                    <span class=\"tip-highlight\">Claude Code<\/span> \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a environment \u0e08\u0e23\u0e34\u0e07<br>\r\n                    <span class=\"tip-highlight\">VSCode + Copilot<\/span> \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a Web App\r\n                <\/div>\r\n            <\/div>\r\n\r\n            <div class=\"tip-card\">\r\n                <div class=\"tip-number\">6<\/div>\r\n                <div class=\"tip-title\">\ud83c\udfaf MVP First<\/div>\r\n                <div class=\"tip-content\">\r\n                    \u0e40\u0e02\u0e35\u0e22\u0e19 <span class=\"tip-highlight\">MVP \u0e43\u0e2b\u0e49\u0e17\u0e33\u0e07\u0e32\u0e19\u0e44\u0e14\u0e49\u0e04\u0e23\u0e1a<\/span> \u0e01\u0e48\u0e2d\u0e19 \u0e2d\u0e22\u0e48\u0e32\u0e40\u0e1e\u0e34\u0e48\u0e21 features \u0e40\u0e22\u0e2d\u0e30\u0e15\u0e31\u0e49\u0e07\u0e41\u0e15\u0e48\u0e41\u0e23\u0e01 \u0e08\u0e30\u0e17\u0e33\u0e43\u0e2b\u0e49 bug \u0e21\u0e32\u0e01\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"section-divider\">\r\n            <h2 class=\"section-title\">\ud83d\udd25 \u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e02\u0e31\u0e49\u0e19\u0e2a\u0e39\u0e07\u0e17\u0e35\u0e48\u0e04\u0e49\u0e19\u0e1e\u0e1a\u0e43\u0e2b\u0e21\u0e48<\/h2>\r\n            \r\n            <div class=\"workflow-grid\">\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">\ud83d\udd17<\/div>\r\n                    <div class=\"workflow-title\">SCoT Prompting<\/div>\r\n                    <div>\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e04\u0e27\u0e32\u0e21\u0e41\u0e21\u0e48\u0e19\u0e22\u0e33 13.79% \u0e14\u0e49\u0e27\u0e22 Structured Chain-of-Thought<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">\ud83e\uddea<\/div>\r\n                    <div class=\"workflow-title\">Test-Driven Prompting<\/div>\r\n                    <div>\u0e40\u0e02\u0e35\u0e22\u0e19 test \u0e01\u0e48\u0e2d\u0e19 \u0e41\u0e25\u0e49\u0e27\u0e43\u0e2b\u0e49 AI generate code \u0e25\u0e14 bugs 40-60%<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">\ud83d\udd12<\/div>\r\n                    <div class=\"workflow-title\">Two-Stage Security<\/div>\r\n                    <div>\u0e02\u0e2d functional code \u0e01\u0e48\u0e2d\u0e19 \u0e41\u0e25\u0e49\u0e27\u0e04\u0e48\u0e2d\u0e22\u0e02\u0e2d\u0e41\u0e01\u0e49 security issues<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">\ud83c\udfaf<\/div>\r\n                    <div class=\"workflow-title\">Context Engineering<\/div>\r\n                    <div>\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e44\u0e1f\u0e25\u0e4c CLAUDE.md \u0e40\u0e01\u0e47\u0e1a project context<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">\ud83d\udd04<\/div>\r\n                    <div class=\"workflow-title\">Self-Refine Pattern<\/div>\r\n                    <div>\u0e43\u0e2b\u0e49 AI review \u0e41\u0e25\u0e30\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07 code \u0e40\u0e2d\u0e07 \u0e40\u0e1e\u0e34\u0e48\u0e21\u0e04\u0e38\u0e13\u0e20\u0e32\u0e1e 8.7 units<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">\ud83d\udcbe<\/div>\r\n                    <div class=\"workflow-title\">Smart Caching<\/div>\r\n                    <div>Cache AI responses \u0e1b\u0e23\u0e30\u0e2b\u0e22\u0e31\u0e14 API costs \u0e21\u0e2b\u0e32\u0e28\u0e32\u0e25<\/div>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"section-divider\">\r\n            <h2 class=\"section-title\">\u26a0\ufe0f \u0e2a\u0e16\u0e34\u0e15\u0e34\u0e19\u0e48\u0e32\u0e01\u0e25\u0e31\u0e27\u0e17\u0e35\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e23\u0e30\u0e27\u0e31\u0e07<\/h2>\r\n            \r\n            <div class=\"stats-grid\">\r\n                <div class=\"stat-card\">\r\n                    <div class=\"stat-number\">45%<\/div>\r\n                    <div class=\"stat-label\">AI code \u0e21\u0e35\u0e0a\u0e48\u0e2d\u0e07\u0e42\u0e2b\u0e27\u0e48 security<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"stat-card\">\r\n                    <div class=\"stat-number\">20%<\/div>\r\n                    <div class=\"stat-label\">\u0e41\u0e19\u0e30\u0e19\u0e33 package \u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e21\u0e35\u0e2d\u0e22\u0e39\u0e48\u0e08\u0e23\u0e34\u0e07<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"stat-card\">\r\n                    <div class=\"stat-number\">86%<\/div>\r\n                    <div class=\"stat-label\">\u0e40\u0e2a\u0e35\u0e48\u0e22\u0e07 SQL injection<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"stat-card\">\r\n                    <div class=\"stat-number\">72%<\/div>\r\n                    <div class=\"stat-label\">Java code \u0e21\u0e35\u0e1b\u0e31\u0e0d\u0e2b\u0e32 security<\/div>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"best-practices\">\r\n            <h2 class=\"section-title\">\u2705 Best Practices \u0e17\u0e35\u0e48\u0e04\u0e27\u0e23\u0e17\u0e33\u0e17\u0e31\u0e19\u0e17\u0e35<\/h2>\r\n            \r\n            <div class=\"practice-list\">\r\n                <div class=\"practice-item\">\r\n                    <div class=\"practice-icon\">\ud83d\udcc4<\/div>\r\n                    <div class=\"practice-text\">\r\n                        <strong>\u0e2a\u0e23\u0e49\u0e32\u0e07 CLAUDE.md<\/strong> \u0e40\u0e01\u0e47\u0e1a architecture, code style, patterns \u0e02\u0e2d\u0e07 project\r\n                    <\/div>\r\n                <\/div>\r\n\r\n                <div class=\"practice-item\">\r\n                    <div class=\"practice-icon\">\ud83d\udd0d<\/div>\r\n                    <div class=\"practice-text\">\r\n                        <strong>Verify \u0e17\u0e38\u0e01 dependency<\/strong> \u0e01\u0e48\u0e2d\u0e19 install \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e1b\u0e49\u0e2d\u0e07\u0e01\u0e31\u0e19 malicious packages\r\n                    <\/div>\r\n                <\/div>\r\n\r\n                <div class=\"practice-item\">\r\n                    <div class=\"practice-icon\">\ud83e\uddea<\/div>\r\n                    <div class=\"practice-text\">\r\n                        <strong>\u0e40\u0e02\u0e35\u0e22\u0e19 test \u0e01\u0e48\u0e2d\u0e19 code<\/strong> \u0e43\u0e0a\u0e49 Test-Driven Prompting pattern\r\n                    <\/div>\r\n                <\/div>\r\n\r\n                <div class=\"practice-item\">\r\n                    <div class=\"practice-icon\">\ud83d\udd12<\/div>\r\n                    <div class=\"practice-text\">\r\n                        <strong>Security scan \u0e17\u0e38\u0e01\u0e04\u0e23\u0e31\u0e49\u0e07<\/strong> \u0e43\u0e0a\u0e49 SAST, DAST, dependency scanning\r\n                    <\/div>\r\n                <\/div>\r\n\r\n                <div class=\"practice-item\">\r\n                    <div class=\"practice-icon\">\ud83c\udfa8<\/div>\r\n                    <div class=\"practice-text\">\r\n                        <strong>Multi-model validation<\/strong> \u0e43\u0e0a\u0e49\u0e2b\u0e25\u0e32\u0e22 AI \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a critical code\r\n                    <\/div>\r\n                <\/div>\r\n\r\n                <div class=\"practice-item\">\r\n                    <div class=\"practice-icon\">\ud83d\udcca<\/div>\r\n                    <div class=\"practice-text\">\r\n                        <strong>Track metrics<\/strong> Security < 2%, Test coverage > 85%\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"section-divider\">\r\n            <h2 class=\"section-title\">\ud83d\udee0\ufe0f Multi-Tool Workflow \u0e41\u0e19\u0e30\u0e19\u0e33<\/h2>\r\n            \r\n            <div class=\"workflow-grid\">\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">1\ufe0f\u20e3<\/div>\r\n                    <div class=\"workflow-title\">Claude<\/div>\r\n                    <div>\u0e27\u0e32\u0e07 Architecture & Design<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">2\ufe0f\u20e3<\/div>\r\n                    <div class=\"workflow-title\">Cursor\/Copilot<\/div>\r\n                    <div>Generate code \u0e14\u0e49\u0e27\u0e22 live context<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">3\ufe0f\u20e3<\/div>\r\n                    <div class=\"workflow-title\">Qodo<\/div>\r\n                    <div>\u0e2a\u0e23\u0e49\u0e32\u0e07 test cases \u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">4\ufe0f\u20e3<\/div>\r\n                    <div class=\"workflow-title\">Claude<\/div>\r\n                    <div>Code review & optimization<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">5\ufe0f\u20e3<\/div>\r\n                    <div class=\"workflow-title\">AI Docs<\/div>\r\n                    <div>Generate documentation<\/div>\r\n                <\/div>\r\n\r\n                <div class=\"workflow-item\">\r\n                    <div class=\"workflow-icon\">6\ufe0f\u20e3<\/div>\r\n                    <div class=\"workflow-title\">CI\/CD<\/div>\r\n                    <div>Automated validation pipeline<\/div>\r\n                <\/div>\r\n            <\/div>\r\n        <\/div>\r\n\r\n        <div class=\"footer\">\r\n            <h3>\ud83d\udca1 Remember<\/h3>\r\n            <p style=\"font-size: 1.2em; margin-top: 15px;\">\r\n                \"AI-assisted, not AI-dependent\" - \u0e23\u0e31\u0e01\u0e29\u0e32\u0e2a\u0e21\u0e14\u0e38\u0e25\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e04\u0e27\u0e32\u0e21\u0e40\u0e23\u0e47\u0e27\u0e41\u0e25\u0e30\u0e04\u0e38\u0e13\u0e20\u0e32\u0e1e<br>\r\n                Code review \u0e17\u0e38\u0e01\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14 \u2022 Understand \u0e17\u0e38\u0e01\u0e2a\u0e48\u0e27\u0e19 \u2022 No AI Fridays\r\n            <\/p>\r\n        <\/div>\r\n    <\/div>\r\n<\/body>\r\n<\/html>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3cafbd e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"d3cafbd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9e4c49 elementor-widget elementor-widget-html\" data-id=\"c9e4c49\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ai-guide\" style=\"--fg:#111;--muted:#555;--accent:#0ea5e9;--bg:#fff;--chip:#f1f5f9;--code:#0b1021;\">\r\n  <style>\r\n    .ai-guide{font-family:system-ui,-apple-system,Segoe UI,Roboto,Inter,Helvetica,Arial,sans-serif; line-height:1.6; color:var(--fg); background:var(--bg)}\r\n    .ai-guide h1,.ai-guide h2,.ai-guide h3,.ai-guide h4{line-height:1.25; margin:1.2em 0 .5em}\r\n    .ai-guide h1{font-size:2rem}\r\n    .ai-guide h2{font-size:1.5rem}\r\n    .ai-guide h3{font-size:1.25rem}\r\n    .ai-guide p{margin:.6em 0}\r\n    .ai-guide ul,.ai-guide ol{margin:.4em 0 .9em 1.4em}\r\n    .ai-guide li{margin:.25em 0}\r\n    .ai-guide .note{background:var(--chip); padding:.6em .8em; border-radius:.6em}\r\n    .ai-guide table{width:100%; border-collapse:collapse; margin:.8em 0; font-size:0.98em}\r\n    .ai-guide th,.ai-guide td{border:1px solid #e5e7eb; padding:.6em .55em; vertical-align:top}\r\n    .ai-guide thead th{background:#f8fafc; text-align:left}\r\n    .ai-guide code{font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace; font-size:.95em; color:var(--code)}\r\n    .ai-guide pre{background:#0f172a0d; border:1px solid #e5e7eb; padding:1em; border-radius:.6em; overflow:auto; margin:.8em 0}\r\n    .ai-guide blockquote{border-left:4px solid var(--accent); padding:.4em .9em; margin:.8em 0; background:#e0f2fe40; border-radius:.2em}\r\n    .ai-guide .checklist li{list-style:\"\u2611  \"; margin-left:.2em}\r\n    .ai-guide .chips{display:flex; flex-wrap:wrap; gap:.4em}\r\n    .ai-guide .chip{background:var(--chip); padding:.25em .6em; border-radius:999px; font-size:.9em}\r\n    @media (max-width:720px){.ai-guide h1{font-size:1.6rem} .ai-guide h2{font-size:1.25rem}}\r\n  <\/style>\r\n\r\n  <h1>\ud83d\ude80 \u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d AI Coding Tips &amp; Tricks<\/h1>\r\n  <h2>\u0e01\u0e32\u0e23\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14\u0e14\u0e49\u0e27\u0e22 AI \u0e2d\u0e22\u0e48\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e2a\u0e39\u0e07\u0e2a\u0e38\u0e14 <\/h2>\r\n\r\n  <h3>\ud83d\udcda \u0e1a\u0e17\u0e19\u0e33: \u0e17\u0e33\u0e44\u0e21\u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e19\u0e35\u0e49\u0e2a\u0e33\u0e04\u0e31\u0e0d<\/h3>\r\n  <p>\u0e43\u0e19\u0e22\u0e38\u0e04\u0e17\u0e35\u0e48 AI \u0e01\u0e25\u0e32\u0e22\u0e40\u0e1b\u0e47\u0e19\u0e40\u0e04\u0e23\u0e37\u0e48\u0e2d\u0e07\u0e21\u0e37\u0e2d\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e19\u0e31\u0e01\u0e1e\u0e31\u0e12\u0e19\u0e32 \u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19 AI \u0e2d\u0e22\u0e48\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e41\u0e04\u0e48\u0e01\u0e32\u0e23\u0e1e\u0e34\u0e21\u0e1e\u0e4c\u0e04\u0e33\u0e2a\u0e31\u0e48\u0e07\u0e41\u0e25\u0e30\u0e23\u0e2d\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c \u0e41\u0e15\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e21\u0e35\u0e40\u0e17\u0e04\u0e19\u0e34\u0e04 \u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c \u0e41\u0e25\u0e30\u0e04\u0e27\u0e32\u0e21\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08\u0e17\u0e35\u0e48\u0e25\u0e36\u0e01\u0e0b\u0e36\u0e49\u0e07 \u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e19\u0e35\u0e49\u0e23\u0e27\u0e1a\u0e23\u0e27\u0e21\u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e17\u0e35\u0e48\u0e1c\u0e48\u0e32\u0e19\u0e01\u0e32\u0e23\u0e1e\u0e34\u0e2a\u0e39\u0e08\u0e19\u0e4c\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e27\u0e34\u0e08\u0e31\u0e22\u0e41\u0e25\u0e30\u0e1b\u0e23\u0e30\u0e2a\u0e1a\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e08\u0e23\u0e34\u0e07 \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e04\u0e33\u0e41\u0e1b\u0e25\u0e28\u0e31\u0e1e\u0e17\u0e4c\u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e2b\u0e49\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08\u0e07\u0e48\u0e32\u0e22<\/p>\r\n\r\n  <h3>\ud83c\udfaf \u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48 1: \u0e1e\u0e37\u0e49\u0e19\u0e10\u0e32\u0e19\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e17\u0e35\u0e48\u0e17\u0e38\u0e01\u0e04\u0e19\u0e15\u0e49\u0e2d\u0e07\u0e23\u0e39\u0e49<\/h3>\r\n  <ol>\r\n    <li>\r\n      <strong>Technical Requirements (\u0e01\u0e32\u0e23\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e04\u0e27\u0e32\u0e21\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e32\u0e07\u0e40\u0e17\u0e04\u0e19\u0e34\u0e04)<\/strong>\r\n      <p>Technical requirements \u0e04\u0e37\u0e2d \u0e02\u0e49\u0e2d\u0e01\u0e33\u0e2b\u0e19\u0e14\u0e14\u0e49\u0e32\u0e19\u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e17\u0e35\u0e48\u0e25\u0e30\u0e40\u0e2d\u0e35\u0e22\u0e14\u0e04\u0e23\u0e1a\u0e16\u0e49\u0e27\u0e19<\/p>\r\n      <p><strong>\u0e27\u0e34\u0e18\u0e35\u0e1b\u0e0f\u0e34\u0e1a\u0e31\u0e15\u0e34:<\/strong><\/p>\r\n      <p>\u0e01\u0e48\u0e2d\u0e19\u0e40\u0e23\u0e34\u0e48\u0e21\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14 \u0e43\u0e2b\u0e49\u0e04\u0e34\u0e14\u0e41\u0e25\u0e30\u0e40\u0e02\u0e35\u0e22\u0e19 requirements \u0e17\u0e35\u0e48\u0e0a\u0e31\u0e14\u0e40\u0e08\u0e19:<\/p>\r\n      <ul>\r\n        <li>Functional Requirements (\u0e04\u0e27\u0e32\u0e21\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e14\u0e49\u0e32\u0e19\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19): \u0e23\u0e30\u0e1a\u0e1a\u0e15\u0e49\u0e2d\u0e07\u0e17\u0e33\u0e2d\u0e30\u0e44\u0e23\u0e44\u0e14\u0e49\u0e1a\u0e49\u0e32\u0e07<\/li>\r\n        <li>Non-functional Requirements (\u0e04\u0e27\u0e32\u0e21\u0e15\u0e49\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19): \u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e, \u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22<\/li>\r\n        <li>Constraints (\u0e02\u0e49\u0e2d\u0e08\u0e33\u0e01\u0e31\u0e14): \u0e07\u0e1a\u0e1b\u0e23\u0e30\u0e21\u0e32\u0e13, \u0e40\u0e27\u0e25\u0e32, \u0e17\u0e23\u0e31\u0e1e\u0e22\u0e32\u0e01\u0e23<\/li>\r\n        <li>Edge Cases (\u0e01\u0e23\u0e13\u0e35\u0e1e\u0e34\u0e40\u0e28\u0e29): \u0e2a\u0e16\u0e32\u0e19\u0e01\u0e32\u0e23\u0e13\u0e4c\u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e1b\u0e01\u0e15\u0e34\u0e41\u0e15\u0e48\u0e2d\u0e32\u0e08\u0e40\u0e01\u0e34\u0e14\u0e02\u0e36\u0e49\u0e19\u0e44\u0e14\u0e49<\/li>\r\n      <\/ul>\r\n      <p class=\"note\"><em>\u0e15\u0e31\u0e27\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e20\u0e32\u0e29\u0e32\u0e44\u0e17\u0e22:<\/em> \u201c\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e23\u0e30\u0e1a\u0e1a\u0e08\u0e2d\u0e07\u0e2b\u0e49\u0e2d\u0e07\u0e1b\u0e23\u0e30\u0e0a\u0e38\u0e21 \u0e17\u0e35\u0e48\u0e23\u0e2d\u0e07\u0e23\u0e31\u0e1a\u0e1c\u0e39\u0e49\u0e43\u0e0a\u0e49 100 \u0e04\u0e19\u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e01\u0e31\u0e19 \u0e15\u0e49\u0e2d\u0e07\u0e41\u0e2a\u0e14\u0e07\u0e1c\u0e25\u0e20\u0e32\u0e22\u0e43\u0e19 2 \u0e27\u0e34\u0e19\u0e32\u0e17\u0e35 \u0e23\u0e2d\u0e07\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e08\u0e2d\u0e07\u0e25\u0e48\u0e27\u0e07\u0e2b\u0e19\u0e49\u0e32 90 \u0e27\u0e31\u0e19 \u0e41\u0e25\u0e30\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e01\u0e23\u0e13\u0e35\u0e2b\u0e49\u0e2d\u0e07\u0e16\u0e39\u0e01\u0e08\u0e2d\u0e07\u0e0b\u0e49\u0e2d\u0e19\u0e44\u0e14\u0e49\u201d<\/p>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Tech Stack Selection (\u0e01\u0e32\u0e23\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35)<\/strong>\r\n      <p>Tech Stack \u0e2b\u0e21\u0e32\u0e22\u0e16\u0e36\u0e07 \u0e0a\u0e38\u0e14\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49\u0e43\u0e19\u0e42\u0e1b\u0e23\u0e40\u0e08\u0e04 \u0e23\u0e27\u0e21\u0e16\u0e36\u0e07 programming languages, frameworks, databases<\/p>\r\n      <ul>\r\n        <li><strong>Simplicity over Complexity<\/strong> (\u0e40\u0e23\u0e35\u0e22\u0e1a\u0e07\u0e48\u0e32\u0e22\u0e14\u0e35\u0e01\u0e27\u0e48\u0e32\u0e0b\u0e31\u0e1a\u0e0b\u0e49\u0e2d\u0e19)<\/li>\r\n        <li><strong>Proven over Trendy<\/strong> (\u0e17\u0e35\u0e48\u0e1e\u0e34\u0e2a\u0e39\u0e08\u0e19\u0e4c\u0e41\u0e25\u0e49\u0e27\u0e14\u0e35\u0e01\u0e27\u0e48\u0e32\u0e17\u0e35\u0e48\u0e01\u0e33\u0e25\u0e31\u0e07\u0e2e\u0e34\u0e15)<\/li>\r\n        <li><strong>PHP vs Node.js:<\/strong> PHP \u0e40\u0e2b\u0e21\u0e32\u0e30\u0e01\u0e31\u0e1a setup \u0e07\u0e48\u0e32\u0e22, shared hosting \/\/ Node.js \u0e40\u0e2b\u0e21\u0e32\u0e30\u0e01\u0e31\u0e1a real-time, microservices<\/li>\r\n      <\/ul>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Refactoring (\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e42\u0e04\u0e49\u0e14)<\/strong>\r\n      <p>Refactoring \u0e04\u0e37\u0e2d \u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e42\u0e04\u0e49\u0e14\u0e42\u0e14\u0e22\u0e44\u0e21\u0e48\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e01\u0e32\u0e23\u0e17\u0e33\u0e07\u0e32\u0e19<\/p>\r\n      <p><strong>\u0e01\u0e0e 3-4 \u0e23\u0e2d\u0e1a:<\/strong> \u0e16\u0e49\u0e32\u0e41\u0e01\u0e49 bug \u0e40\u0e14\u0e34\u0e21\u0e46 3-4 \u0e23\u0e2d\u0e1a\u0e41\u0e25\u0e49\u0e27\u0e22\u0e31\u0e07\u0e44\u0e21\u0e48\u0e2b\u0e32\u0e22 = \u0e2a\u0e31\u0e0d\u0e0d\u0e32\u0e13\u0e27\u0e48\u0e32\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e31\u0e0d\u0e2b\u0e32 <strong>\u0e27\u0e34\u0e18\u0e35\u0e41\u0e01\u0e49:<\/strong> Rewrite (\u0e40\u0e02\u0e35\u0e22\u0e19\u0e43\u0e2b\u0e21\u0e48) \u0e14\u0e35\u0e01\u0e27\u0e48\u0e32 Patch (\u0e41\u0e1b\u0e30\u0e42\u0e04\u0e49\u0e14\u0e44\u0e1b\u0e40\u0e23\u0e37\u0e48\u0e2d\u0e22\u0e46)<\/p>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Model Selection Strategy (\u0e01\u0e25\u0e22\u0e38\u0e17\u0e18\u0e4c\u0e01\u0e32\u0e23\u0e40\u0e25\u0e37\u0e2d\u0e01\u0e42\u0e21\u0e40\u0e14\u0e25 AI)<\/strong>\r\n      <table>\r\n        <thead>\r\n          <tr>\r\n            <th>Model<\/th>\r\n            <th>Use Case (\u0e01\u0e23\u0e13\u0e35\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19)<\/th>\r\n            <th>\u0e02\u0e49\u0e2d\u0e14\u0e35<\/th>\r\n            <th>\u0e02\u0e49\u0e2d\u0e04\u0e27\u0e23\u0e23\u0e30\u0e27\u0e31\u0e07<\/th>\r\n          <\/tr>\r\n        <\/thead>\r\n        <tbody>\r\n          <tr>\r\n            <td>Claude Opus 4.1<\/td>\r\n            <td>Debug \u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e22\u0e32\u0e01, System Design<\/td>\r\n            <td>\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08 context \u0e25\u0e36\u0e01, \u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e44\u0e14\u0e49\u0e14\u0e35<\/td>\r\n            <td>\u0e0a\u0e49\u0e32, \u0e41\u0e1e\u0e07<\/td>\r\n          <\/tr>\r\n          <tr>\r\n            <td>Claude Sonnet 4<\/td>\r\n            <td>Code Generation, Automation<\/td>\r\n            <td>\u0e2a\u0e21\u0e14\u0e38\u0e25\u0e23\u0e30\u0e2b\u0e27\u0e48\u0e32\u0e07\u0e04\u0e27\u0e32\u0e21\u0e40\u0e23\u0e47\u0e27\u0e41\u0e25\u0e30\u0e04\u0e38\u0e13\u0e20\u0e32\u0e1e<\/td>\r\n            <td>\u2013<\/td>\r\n          <\/tr>\r\n          <tr>\r\n            <td>GPT-3.5 Turbo<\/td>\r\n            <td>Simple completions<\/td>\r\n            <td>\u0e40\u0e23\u0e47\u0e27, \u0e16\u0e39\u0e01 ($0.50\/1M tokens)<\/td>\r\n            <td>Accuracy \u0e15\u0e48\u0e33<\/td>\r\n          <\/tr>\r\n          <tr>\r\n            <td>Gemini 1.5 Flash<\/td>\r\n            <td>Bulk processing<\/td>\r\n            <td>\u0e16\u0e39\u0e01\u0e21\u0e32\u0e01 ($0.075\/1M tokens)<\/td>\r\n            <td>Limited capabilities<\/td>\r\n          <\/tr>\r\n        <\/tbody>\r\n      <\/table>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Development Environment (\u0e2a\u0e20\u0e32\u0e1e\u0e41\u0e27\u0e14\u0e25\u0e49\u0e2d\u0e21\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32)<\/strong>\r\n      <p><strong>\u0e41\u0e19\u0e30\u0e19\u0e33\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a Web App:<\/strong><\/p>\r\n      <ul>\r\n        <li>VSCode + GitHub Copilot + Remote SSH<\/li>\r\n        <li>VSCode: Editor \u0e17\u0e35\u0e48\u0e21\u0e35 extensions \u0e21\u0e32\u0e01\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14<\/li>\r\n        <li>Copilot: Real-time code suggestions<\/li>\r\n        <li>Remote SSH: \u0e1e\u0e31\u0e12\u0e19\u0e32\u0e1a\u0e19 server \u0e42\u0e14\u0e22\u0e15\u0e23\u0e07<\/li>\r\n      <\/ul>\r\n      <p><strong>\u0e41\u0e19\u0e30\u0e19\u0e33\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a Automation:<\/strong><\/p>\r\n      <ul>\r\n        <li>Claude Code + Docker + Git<\/li>\r\n        <li>Claude Code: \u0e41\u0e01\u0e49\u0e44\u0e02 environment \u0e08\u0e23\u0e34\u0e07<\/li>\r\n        <li>Docker: Isolated testing environment<\/li>\r\n        <li>Git: Version control \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a rollback<\/li>\r\n      <\/ul>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>MVP Approach (\u0e41\u0e19\u0e27\u0e17\u0e32\u0e07 MVP)<\/strong>\r\n      <p>MVP = Minimum Viable Product (\u0e1c\u0e25\u0e34\u0e15\u0e20\u0e31\u0e13\u0e11\u0e4c\u0e17\u0e35\u0e48\u0e19\u0e49\u0e2d\u0e22\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e41\u0e15\u0e48\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e44\u0e14\u0e49)<\/p>\r\n      <ol>\r\n        <li>Phase 1: <em>Core Features<\/em> \u2014 Login, CRUD operations<\/li>\r\n        <li>Phase 2: <em>Validation<\/em> \u2014 Input validation, Error handling<\/li>\r\n        <li>Phase 3: <em>Security<\/em> \u2014 Authentication, Authorization<\/li>\r\n        <li>Phase 4: <em>Performance<\/em> \u2014 Caching, Optimization<\/li>\r\n        <li>Phase 5: <em>Nice-to-have<\/em> \u2014 Analytics, Reports<\/li>\r\n      <\/ol>\r\n    <\/li>\r\n  <\/ol>\r\n\r\n  <h3>\ud83d\udd25 \u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48 2: \u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e02\u0e31\u0e49\u0e19\u0e2a\u0e39\u0e07\u0e08\u0e32\u0e01\u0e01\u0e32\u0e23\u0e27\u0e34\u0e08\u0e31\u0e22<\/h3>\r\n  <ol start=\"7\">\r\n    <li>\r\n      <strong>Structured Chain-of-Thought (SCoT) \u2014 \u0e01\u0e32\u0e23\u0e04\u0e34\u0e14\u0e41\u0e1a\u0e1a\u0e21\u0e35\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07<\/strong>\r\n      <p>SCoT \u0e04\u0e37\u0e2d \u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e01\u0e32\u0e23\u0e40\u0e02\u0e35\u0e22\u0e19 prompt \u0e17\u0e35\u0e48\u0e43\u0e2b\u0e49 AI \u0e04\u0e34\u0e14\u0e15\u0e32\u0e21\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e41\u0e1a\u0e1a\u0e42\u0e1b\u0e23\u0e41\u0e01\u0e23\u0e21\u0e40\u0e21\u0e2d\u0e23\u0e4c<\/p>\r\n      <p><strong>\u0e1c\u0e25\u0e01\u0e32\u0e23\u0e27\u0e34\u0e08\u0e31\u0e22:<\/strong> \u0e40\u0e1e\u0e34\u0e48\u0e21\u0e04\u0e27\u0e32\u0e21\u0e41\u0e21\u0e48\u0e19\u0e22\u0e33 13.79% \u0e40\u0e21\u0e37\u0e48\u0e2d\u0e40\u0e17\u0e35\u0e22\u0e1a\u0e01\u0e31\u0e1a prompt \u0e17\u0e31\u0e48\u0e27\u0e44\u0e1b<\/p>\r\n      <p><strong>Template \u0e20\u0e32\u0e29\u0e32\u0e44\u0e17\u0e22:<\/strong><\/p>\r\n      <pre><code>\u0e07\u0e32\u0e19: [\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e1b\u0e31\u0e0d\u0e2b\u0e32]\r\n\r\n\u0e01\u0e23\u0e38\u0e13\u0e32\u0e04\u0e34\u0e14\u0e15\u0e32\u0e21\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e19\u0e35\u0e49:\r\n1. Sequential Steps (\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e15\u0e32\u0e21\u0e25\u0e33\u0e14\u0e31\u0e1a): \u0e41\u0e15\u0e01\u0e07\u0e32\u0e19\u0e40\u0e1b\u0e47\u0e19\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19 1, 2, 3...\r\n2. Branching Logic (\u0e15\u0e23\u0e23\u0e01\u0e30\u0e41\u0e1a\u0e1a\u0e41\u0e22\u0e01\u0e17\u0e32\u0e07): \u0e23\u0e30\u0e1a\u0e38\u0e40\u0e07\u0e37\u0e48\u0e2d\u0e19\u0e44\u0e02 if\/else \u0e17\u0e35\u0e48\u0e08\u0e33\u0e40\u0e1b\u0e47\u0e19\r\n3. Loop Structures (\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e01\u0e32\u0e23\u0e27\u0e19\u0e0b\u0e49\u0e33): \u0e01\u0e33\u0e2b\u0e19\u0e14 for\/while loops\r\n4. Error Handling (\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e02\u0e49\u0e2d\u0e1c\u0e34\u0e14\u0e1e\u0e25\u0e32\u0e14): \u0e23\u0e30\u0e1a\u0e38 try\/catch \u0e17\u0e35\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e43\u0e0a\u0e49\r\n\r\n\u0e41\u0e25\u0e49\u0e27\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14\u0e15\u0e32\u0e21\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e17\u0e35\u0e48\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c<\/code><\/pre>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Context Engineering Framework \u2014 \u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e1a\u0e23\u0e34\u0e1a\u0e17\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e23\u0e30\u0e1a\u0e1a<\/strong>\r\n      <p>Context \u0e04\u0e37\u0e2d \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1e\u0e37\u0e49\u0e19\u0e2b\u0e25\u0e31\u0e07\u0e17\u0e35\u0e48 AI \u0e15\u0e49\u0e2d\u0e07\u0e23\u0e39\u0e49\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14\u0e17\u0e35\u0e48\u0e15\u0e23\u0e07\u0e01\u0e31\u0e1a\u0e42\u0e1b\u0e23\u0e40\u0e08\u0e04<\/p>\r\n      <p><strong>\u0e27\u0e34\u0e18\u0e35\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e44\u0e1f\u0e25\u0e4c CLAUDE.md:<\/strong><\/p>\r\n      <pre><code class=\"language-markdown\"># \u0e1a\u0e23\u0e34\u0e1a\u0e17\u0e42\u0e1b\u0e23\u0e40\u0e08\u0e04 [\u0e0a\u0e37\u0e48\u0e2d\u0e42\u0e1b\u0e23\u0e40\u0e08\u0e04]\r\n\r\n## \u0e2a\u0e16\u0e32\u0e1b\u0e31\u0e15\u0e22\u0e01\u0e23\u0e23\u0e21 (Architecture)\r\n- Frontend: Next.js 14 (React framework \u0e17\u0e35\u0e48 render \u0e1d\u0e31\u0e48\u0e07 server)\r\n- Backend: FastAPI (Python web framework \u0e17\u0e35\u0e48\u0e40\u0e23\u0e47\u0e27)\r\n- Database: PostgreSQL 15 (\u0e10\u0e32\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 relational)\r\n- Deployment: Docker + Kubernetes\r\n\r\n## \u0e21\u0e32\u0e15\u0e23\u0e10\u0e32\u0e19\u0e01\u0e32\u0e23\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14 (Code Standards)\r\n- \u0e43\u0e0a\u0e49 arrow functions (=&gt;) \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a React components\r\n- \u0e15\u0e31\u0e49\u0e07\u0e0a\u0e37\u0e48\u0e2d\u0e15\u0e31\u0e27\u0e41\u0e1b\u0e23: camelCase (\u0e02\u0e36\u0e49\u0e19\u0e15\u0e49\u0e19\u0e14\u0e49\u0e27\u0e22\u0e15\u0e31\u0e27\u0e40\u0e25\u0e47\u0e01)\r\n- \u0e15\u0e31\u0e49\u0e07\u0e0a\u0e37\u0e48\u0e2d component: PascalCase (\u0e02\u0e36\u0e49\u0e19\u0e15\u0e49\u0e19\u0e14\u0e49\u0e27\u0e22\u0e15\u0e31\u0e27\u0e43\u0e2b\u0e0d\u0e48)\r\n- Comment \u0e20\u0e32\u0e29\u0e32\u0e44\u0e17\u0e22\u0e44\u0e14\u0e49\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a business logic\r\n\r\n## Design Patterns \u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49\u0e1a\u0e48\u0e2d\u0e22\r\n- Repository Pattern \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a data access\r\n- Factory Pattern \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e2a\u0e23\u0e49\u0e32\u0e07 objects\r\n- Observer Pattern \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a event handling<\/code><\/pre>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Test-Driven Prompting (TDP) \u2014 \u0e01\u0e32\u0e23\u0e40\u0e02\u0e35\u0e22\u0e19 Test \u0e01\u0e48\u0e2d\u0e19 Code<\/strong>\r\n      <p>TDP \u0e04\u0e37\u0e2d \u0e01\u0e32\u0e23\u0e43\u0e2b\u0e49 AI \u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14\u0e42\u0e14\u0e22\u0e40\u0e23\u0e34\u0e48\u0e21\u0e08\u0e32\u0e01 test cases \u0e01\u0e48\u0e2d\u0e19<\/p>\r\n      <p><strong>\u0e1b\u0e23\u0e30\u0e42\u0e22\u0e0a\u0e19\u0e4c:<\/strong> \u0e25\u0e14 bugs 40\u201360%, \u0e44\u0e14\u0e49\u0e42\u0e04\u0e49\u0e14\u0e17\u0e35\u0e48 testable \u0e15\u0e31\u0e49\u0e07\u0e41\u0e15\u0e48\u0e41\u0e23\u0e01<\/p>\r\n      <p><strong>Template \u0e20\u0e32\u0e29\u0e32\u0e44\u0e17\u0e22:<\/strong><\/p>\r\n      <pre><code class=\"language-python\">\"\"\"\r\n\u0e40\u0e02\u0e35\u0e22\u0e19\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19\u0e17\u0e35\u0e48\u0e1c\u0e48\u0e32\u0e19 test \u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14\u0e19\u0e35\u0e49:\r\n\r\ndef test_calculate_discount():\r\n    assert calculate_discount(100, 10) == 90  # \u0e2a\u0e48\u0e27\u0e19\u0e25\u0e14 10%\r\n    assert calculate_discount(100, 0) == 100   # \u0e44\u0e21\u0e48\u0e21\u0e35\u0e2a\u0e48\u0e27\u0e19\u0e25\u0e14\r\n    assert calculate_discount(100, 100) == 0   # \u0e2a\u0e48\u0e27\u0e19\u0e25\u0e14 100%\r\n    assert calculate_discount(100, -10) raises ValueError  # \u0e2a\u0e48\u0e27\u0e19\u0e25\u0e14\u0e15\u0e34\u0e14\u0e25\u0e1a\r\n    assert calculate_discount(-100, 10) raises ValueError  # \u0e23\u0e32\u0e04\u0e32\u0e15\u0e34\u0e14\u0e25\u0e1a\r\n\r\n\u0e02\u0e49\u0e2d\u0e01\u0e33\u0e2b\u0e19\u0e14:\r\n- \u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19\u0e15\u0e49\u0e2d\u0e07\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23 edge cases \u0e17\u0e31\u0e49\u0e07\u0e2b\u0e21\u0e14\r\n- \u0e15\u0e49\u0e2d\u0e07\u0e21\u0e35 type hints\r\n- \u0e15\u0e49\u0e2d\u0e07\u0e21\u0e35 docstring \u0e20\u0e32\u0e29\u0e32\u0e44\u0e17\u0e22\r\n\"\"\"<\/code><\/pre>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Two-Stage Security Review \u2014 \u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22 2 \u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19<\/strong>\r\n      <p><strong>\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e17\u0e35\u0e48 1:<\/strong> \u201c\u0e40\u0e02\u0e35\u0e22\u0e19\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 login \u0e17\u0e35\u0e48\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a username \u0e41\u0e25\u0e30 password \u0e08\u0e32\u0e01 database\u201d<\/p>\r\n      <p><strong>\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e17\u0e35\u0e48 2:<\/strong> \u201c\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e41\u0e25\u0e30\u0e41\u0e01\u0e49\u0e44\u0e02\u0e0a\u0e48\u0e2d\u0e07\u0e42\u0e2b\u0e27\u0e48\u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22\u0e43\u0e19\u0e42\u0e04\u0e49\u0e14\u0e19\u0e35\u0e49:\r\n      <br>- SQL Injection\r\n      <br>- Password hashing\r\n      <br>- Rate limiting\r\n      <br>- Session management\r\n      <br>- Input validation\u201d<\/p>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Sliding Window Technique \u2014 \u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e2b\u0e19\u0e49\u0e32\u0e15\u0e48\u0e32\u0e07\u0e40\u0e25\u0e37\u0e48\u0e2d\u0e19<\/strong>\r\n      <p>\u0e08\u0e31\u0e14\u0e01\u0e32\u0e23 conversation \u0e17\u0e35\u0e48\u0e22\u0e32\u0e27\u0e40\u0e01\u0e34\u0e19 token limit<\/p>\r\n      <p><strong>Implementation:<\/strong><\/p>\r\n      <pre><code class=\"language-python\">def manage_long_conversation(messages, max_tokens=4000):\r\n    \"\"\"\r\n    \u0e08\u0e31\u0e14\u0e01\u0e32\u0e23\u0e1a\u0e17\u0e2a\u0e19\u0e17\u0e19\u0e32\u0e17\u0e35\u0e48\u0e22\u0e32\u0e27\u0e42\u0e14\u0e22\u0e40\u0e01\u0e47\u0e1a\u0e40\u0e09\u0e1e\u0e32\u0e30\u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48\u0e2a\u0e33\u0e04\u0e31\u0e0d\r\n    \r\n    Parameters:\r\n    - messages: \u0e1b\u0e23\u0e30\u0e27\u0e31\u0e15\u0e34\u0e01\u0e32\u0e23\u0e2a\u0e19\u0e17\u0e19\u0e32\r\n    - max_tokens: \u0e08\u0e33\u0e19\u0e27\u0e19 token \u0e2a\u0e39\u0e07\u0e2a\u0e38\u0e14\r\n    \r\n    Returns:\r\n    - messages \u0e17\u0e35\u0e48 optimize \u0e41\u0e25\u0e49\u0e27\r\n    \"\"\"\r\n    priority_messages = []\r\n    \r\n    # \u0e40\u0e01\u0e47\u0e1a system prompt \u0e40\u0e2a\u0e21\u0e2d (High priority)\r\n    priority_messages.append(messages[0])\r\n    \r\n    # \u0e40\u0e01\u0e47\u0e1a 2 \u0e02\u0e49\u0e2d\u0e04\u0e27\u0e32\u0e21\u0e25\u0e48\u0e32\u0e2a\u0e38\u0e14 (Recent context)\r\n    priority_messages.extend(messages[-2:])\r\n    \r\n    # \u0e40\u0e01\u0e47\u0e1a\u0e02\u0e49\u0e2d\u0e04\u0e27\u0e32\u0e21\u0e17\u0e35\u0e48\u0e21\u0e35 code blocks (Important content)\r\n    for msg in messages[1:-2]:\r\n        if '```' in msg['content']:\r\n            priority_messages.append(msg)\r\n    \r\n    return priority_messages<\/code><\/pre>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Self-Refine Pattern \u2014 \u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07\u0e42\u0e04\u0e49\u0e14\u0e14\u0e49\u0e27\u0e22\u0e15\u0e31\u0e27\u0e40\u0e2d\u0e07<\/strong>\r\n      <p>\u0e43\u0e2b\u0e49 AI \u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e41\u0e25\u0e30\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07\u0e42\u0e04\u0e49\u0e14\u0e02\u0e2d\u0e07\u0e15\u0e31\u0e27\u0e40\u0e2d\u0e07\u0e0b\u0e49\u0e33\u0e46<\/p>\r\n      <p><strong>\u0e1c\u0e25\u0e01\u0e32\u0e23\u0e27\u0e34\u0e08\u0e31\u0e22:<\/strong> \u0e40\u0e1e\u0e34\u0e48\u0e21\u0e04\u0e38\u0e13\u0e20\u0e32\u0e1e\u0e42\u0e04\u0e49\u0e14 8.7 units<\/p>\r\n      <p><strong>\u0e27\u0e34\u0e18\u0e35\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19:<\/strong><\/p>\r\n      <ul>\r\n        <li>Iteration 1: \u201c\u0e40\u0e02\u0e35\u0e22\u0e19\u0e1f\u0e31\u0e07\u0e01\u0e4c\u0e0a\u0e31\u0e19 [\u0e0a\u0e37\u0e48\u0e2d] \u0e17\u0e35\u0e48\u0e17\u0e33 [\u0e07\u0e32\u0e19]\u201d<\/li>\r\n        <li>Iteration 2: \u201c\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e42\u0e04\u0e49\u0e14\u0e19\u0e35\u0e49\u0e41\u0e25\u0e30\u0e2b\u0e32\u0e08\u0e38\u0e14\u0e17\u0e35\u0e48\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07\u0e44\u0e14\u0e49\u0e43\u0e19:\r\n          <br>- Performance (\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e): Big O complexity\r\n          <br>- Readability (\u0e2d\u0e48\u0e32\u0e19\u0e07\u0e48\u0e32\u0e22): \u0e0a\u0e37\u0e48\u0e2d\u0e15\u0e31\u0e27\u0e41\u0e1b\u0e23, \u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\r\n          <br>- Maintainability (\u0e14\u0e39\u0e41\u0e25\u0e07\u0e48\u0e32\u0e22): DRY principle, SOLID\r\n          <br>- Security (\u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22): Input validation, SQL injection\u201d<\/li>\r\n        <li>Iteration 3: \u201c\u0e43\u0e0a\u0e49\u0e02\u0e49\u0e2d\u0e40\u0e2a\u0e19\u0e2d\u0e41\u0e19\u0e30\u0e08\u0e32\u0e01 iteration 2 \u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07\u0e42\u0e04\u0e49\u0e14\u201d<\/li>\r\n      <\/ul>\r\n    <\/li>\r\n  <\/ol>\r\n\r\n  <h3>\u26a0\ufe0f \u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48 3: \u0e20\u0e31\u0e22\u0e2d\u0e31\u0e19\u0e15\u0e23\u0e32\u0e22\u0e17\u0e35\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e23\u0e30\u0e27\u0e31\u0e07<\/h3>\r\n  <ol start=\"13\">\r\n    <li>\r\n      <strong>Package Hallucination \/ \u201cSlopsquatting\u201d<\/strong>\r\n      <p>AI \u0e41\u0e19\u0e30\u0e19\u0e33 package \u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e21\u0e35\u0e2d\u0e22\u0e39\u0e48\u0e08\u0e23\u0e34\u0e07 \u0e41\u0e25\u0e49\u0e27 hacker \u0e2a\u0e23\u0e49\u0e32\u0e07 malicious package \u0e14\u0e49\u0e27\u0e22\u0e0a\u0e37\u0e48\u0e2d\u0e19\u0e31\u0e49\u0e19<\/p>\r\n      <p><strong>\u0e2a\u0e16\u0e34\u0e15\u0e34:<\/strong> 20% \u0e02\u0e2d\u0e07 AI code \u0e41\u0e19\u0e30\u0e19\u0e33 packages \u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e21\u0e35\u0e2d\u0e22\u0e39\u0e48<\/p>\r\n      <p><strong>\u0e27\u0e34\u0e18\u0e35\u0e1b\u0e49\u0e2d\u0e07\u0e01\u0e31\u0e19:<\/strong><\/p>\r\n      <pre><code class=\"language-bash\"># \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e01\u0e48\u0e2d\u0e19 install \u0e40\u0e2a\u0e21\u0e2d\r\nnpm view [package-name]   # \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a npm package\r\npip show [package-name]   # \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a Python package\r\n\r\n# \u0e43\u0e0a\u0e49 tools \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\r\nnpx npm-check-updates     # \u0e15\u0e23\u0e27\u0e08 npm dependencies\r\nsafety check              # \u0e15\u0e23\u0e27\u0e08 Python dependencies<\/code><\/pre>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Security Vulnerabilities (\u0e0a\u0e48\u0e2d\u0e07\u0e42\u0e2b\u0e27\u0e48\u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22)<\/strong>\r\n      <p><strong>\u0e2a\u0e16\u0e34\u0e15\u0e34\u0e17\u0e35\u0e48\u0e19\u0e48\u0e32\u0e15\u0e01\u0e43\u0e08:<\/strong><\/p>\r\n      <ul>\r\n        <li>45% \u0e02\u0e2d\u0e07 AI code \u0e21\u0e35\u0e0a\u0e48\u0e2d\u0e07\u0e42\u0e2b\u0e27\u0e48 security<\/li>\r\n        <li>86% \u0e40\u0e2a\u0e35\u0e48\u0e22\u0e07 SQL injection<\/li>\r\n        <li>72% \u0e02\u0e2d\u0e07 Java code \u0e21\u0e35\u0e1b\u0e31\u0e0d\u0e2b\u0e32<\/li>\r\n        <li>Python \u0e41\u0e25\u0e30 JavaScript \u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22\u0e01\u0e27\u0e48\u0e32<\/li>\r\n      <\/ul>\r\n      <p><strong>Security Checklist:<\/strong><\/p>\r\n      <ul class=\"checklist\">\r\n        <li>Input Validation \u2014 \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e23\u0e31\u0e1a\u0e40\u0e02\u0e49\u0e32\u0e21\u0e32<\/li>\r\n        <li>Output Encoding \u2014 encode \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e01\u0e48\u0e2d\u0e19\u0e41\u0e2a\u0e14\u0e07\u0e1c\u0e25<\/li>\r\n        <li>Authentication \u2014 \u0e22\u0e37\u0e19\u0e22\u0e31\u0e19\u0e15\u0e31\u0e27\u0e15\u0e19<\/li>\r\n        <li>Authorization \u2014 \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e4c<\/li>\r\n        <li>Data Encryption \u2014 \u0e40\u0e02\u0e49\u0e32\u0e23\u0e2b\u0e31\u0e2a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2a\u0e33\u0e04\u0e31\u0e0d<\/li>\r\n        <li>Error Handling \u2014 \u0e44\u0e21\u0e48\u0e41\u0e2a\u0e14\u0e07 sensitive info \u0e43\u0e19 error<\/li>\r\n        <li>Logging &amp; Monitoring \u2014 \u0e1a\u0e31\u0e19\u0e17\u0e36\u0e01 activities<\/li>\r\n        <li>Rate Limiting \u2014 \u0e08\u0e33\u0e01\u0e31\u0e14\u0e08\u0e33\u0e19\u0e27\u0e19\u0e04\u0e23\u0e31\u0e49\u0e07 requests<\/li>\r\n      <\/ul>\r\n    <\/li>\r\n\r\n    <li>\r\n      <strong>Skill Atrophy (\u0e17\u0e31\u0e01\u0e29\u0e30\u0e40\u0e2a\u0e37\u0e48\u0e2d\u0e21\u0e16\u0e2d\u0e22)<\/strong>\r\n      <p>\u0e01\u0e32\u0e23\u0e1e\u0e36\u0e48\u0e07\u0e1e\u0e32 AI \u0e21\u0e32\u0e01\u0e40\u0e01\u0e34\u0e19\u0e44\u0e1b\u0e17\u0e33\u0e43\u0e2b\u0e49\u0e17\u0e31\u0e01\u0e29\u0e30 coding \u0e41\u0e22\u0e48\u0e25\u0e07<\/p>\r\n      <p><strong>\u0e01\u0e23\u0e13\u0e35\u0e28\u0e36\u0e01\u0e29\u0e32:<\/strong> Replit AI agent \u0e25\u0e1a production database 1,200+ records<\/p>\r\n      <p><strong>\u0e27\u0e34\u0e18\u0e35\u0e1b\u0e49\u0e2d\u0e07\u0e01\u0e31\u0e19:<\/strong><\/p>\r\n      <ol>\r\n        <li>\u201cAI-assisted, not AI-dependent\u201d \u2014 \u0e43\u0e0a\u0e49 AI \u0e0a\u0e48\u0e27\u0e22 \u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e1e\u0e36\u0e48\u0e07\u0e1e\u0e32 100%<\/li>\r\n        <li><em>Code Review Rule<\/em> \u2014 \u0e15\u0e49\u0e2d\u0e07\u0e2d\u0e18\u0e34\u0e1a\u0e32\u0e22\u0e44\u0e14\u0e49\u0e17\u0e38\u0e01\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14<\/li>\r\n        <li>\u201cNo AI Fridays\u201d \u2014 \u0e27\u0e31\u0e19\u0e28\u0e38\u0e01\u0e23\u0e4c\u0e2b\u0e49\u0e32\u0e21\u0e43\u0e0a\u0e49 AI<\/li>\r\n        <li>Learning Journal \u2014 \u0e1a\u0e31\u0e19\u0e17\u0e36\u0e01\u0e2a\u0e34\u0e48\u0e07\u0e17\u0e35\u0e48\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e08\u0e32\u0e01 AI<\/li>\r\n        <li>Pair Programming \u2014 \u0e08\u0e31\u0e1a\u0e04\u0e39\u0e48\u0e01\u0e31\u0e1a\u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e19\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e49 AI<\/li>\r\n      <\/ol>\r\n    <\/li>\r\n  <\/ol>\r\n\r\n  <h3>\ud83d\udee0\ufe0f \u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48 4: Multi-Tool Ecosystem<\/h3>\r\n  <h4>Sequential Workflow (\u0e17\u0e33\u0e15\u0e32\u0e21\u0e25\u0e33\u0e14\u0e31\u0e1a)<\/h4>\r\n  <table>\r\n    <thead>\r\n      <tr><th>\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19<\/th><th>Tool<\/th><th>\u0e07\u0e32\u0e19<\/th><th>\u0e40\u0e2b\u0e15\u0e38\u0e1c\u0e25<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td>1<\/td><td>Claude Opus<\/td><td>System Design<\/td><td>\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08 big picture \u0e44\u0e14\u0e49\u0e14\u0e35<\/td><\/tr>\r\n      <tr><td>2<\/td><td>Cursor\/Copilot<\/td><td>Code Generation<\/td><td>\u0e21\u0e35 context \u0e08\u0e32\u0e01 IDE<\/td><\/tr>\r\n      <tr><td>3<\/td><td>Qodo<\/td><td>Test Generation<\/td><td>\u0e2a\u0e23\u0e49\u0e32\u0e07 test cases \u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34<\/td><\/tr>\r\n      <tr><td>4<\/td><td>Claude<\/td><td>Code Review<\/td><td>\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e40\u0e0a\u0e34\u0e07\u0e25\u0e36\u0e01<\/td><\/tr>\r\n      <tr><td>5<\/td><td>Mintlify<\/td><td>Documentation<\/td><td>Generate docs \u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h4>Parallel Workflow (\u0e17\u0e33\u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e01\u0e31\u0e19)<\/h4>\r\n  <ul>\r\n    <li>Terminal 1: Claude Code \u2014 \u0e41\u0e01\u0e49 bugs<\/li>\r\n    <li>Terminal 2: <code>pytest --watch<\/code> \u2014 \u0e23\u0e31\u0e19 tests<\/li>\r\n    <li>Browser Tab 1: Claude \u2014 \u0e16\u0e32\u0e21 architecture<\/li>\r\n    <li>Browser Tab 2: Docs \u2014 \u0e2d\u0e48\u0e32\u0e19 documentation<\/li>\r\n    <li>VS Code: Copilot \u2014 autocomplete<\/li>\r\n  <\/ul>\r\n\r\n  <h3>\ud83d\udcb8 17. Cost Optimization (\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e2b\u0e22\u0e31\u0e14\u0e04\u0e48\u0e32\u0e43\u0e0a\u0e49\u0e08\u0e48\u0e32\u0e22)<\/h3>\r\n  <h4>Token Pricing Comparison (\u0e23\u0e32\u0e04\u0e32\u0e15\u0e48\u0e2d 1M tokens)<\/h4>\r\n  <table>\r\n    <thead>\r\n      <tr><th>Model<\/th><th>Input<\/th><th>Output<\/th><\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td>GPT-3.5 Turbo<\/td><td>$0.50<\/td><td>$1.50<\/td><\/tr>\r\n      <tr><td>GPT-4 Turbo<\/td><td>$10<\/td><td>$30<\/td><\/tr>\r\n      <tr><td>Claude Sonnet<\/td><td>$3<\/td><td>$15<\/td><\/tr>\r\n      <tr><td>Claude Opus<\/td><td>$15<\/td><td>$75<\/td><\/tr>\r\n      <tr><td>Gemini Flash<\/td><td>$0.075<\/td><td>$0.30<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h4>Smart Caching Implementation<\/h4>\r\n  <pre><code class=\"language-python\">import hashlib\r\nimport json\r\nfrom datetime import datetime, timedelta\r\n\r\nclass AICache:\r\n    def __init__(self):\r\n        self.cache = {}\r\n        \r\n    def get_or_generate(self, prompt, model_func):\r\n        # \u0e2a\u0e23\u0e49\u0e32\u0e07 hash \u0e08\u0e32\u0e01 prompt\r\n        prompt_hash = hashlib.md5(prompt.encode()).hexdigest()\r\n        \r\n        # \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a cache\r\n        if prompt_hash in self.cache:\r\n            cached = self.cache[prompt_hash]\r\n            if cached['expires'] &gt; datetime.now():\r\n                print(f\"\ud83d\udcb0 \u0e43\u0e0a\u0e49 cache \u0e1b\u0e23\u0e30\u0e2b\u0e22\u0e31\u0e14 ${cached['cost']}\")\r\n                return cached['response']\r\n        \r\n        # Generate \u0e43\u0e2b\u0e21\u0e48\u0e16\u0e49\u0e32\u0e44\u0e21\u0e48\u0e21\u0e35 cache\r\n        response = model_func(prompt)\r\n        \r\n        # \u0e1a\u0e31\u0e19\u0e17\u0e36\u0e01 cache\r\n        self.cache[prompt_hash] = {\r\n            'response': response,\r\n            'expires': datetime.now() + timedelta(hours=24),\r\n            'cost': 0.01  # \u0e1b\u0e23\u0e30\u0e21\u0e32\u0e13\u0e01\u0e32\u0e23 cost\r\n        }\r\n        \r\n        return response<\/code><\/pre>\r\n\r\n  <h3>\ud83d\udcca \u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48 5: Metrics \u0e41\u0e25\u0e30 KPIs<\/h3>\r\n  <table>\r\n    <thead>\r\n      <tr>\r\n        <th>Metric<\/th><th>Target<\/th><th>\u0e27\u0e34\u0e18\u0e35\u0e27\u0e31\u0e14<\/th><th>\u0e04\u0e27\u0e32\u0e21\u0e2b\u0e21\u0e32\u0e22<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr><td>Security Score<\/td><td>&lt; 2% critical\/high<\/td><td>SAST\/DAST scan<\/td><td>\u0e0a\u0e48\u0e2d\u0e07\u0e42\u0e2b\u0e27\u0e48\u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22<\/td><\/tr>\r\n      <tr><td>Test Coverage<\/td><td>&gt; 85%<\/td><td>pytest-cov, jest<\/td><td>\u0e42\u0e04\u0e49\u0e14\u0e17\u0e35\u0e48\u0e21\u0e35 test \u0e04\u0e23\u0e2d\u0e1a\u0e04\u0e25\u0e38\u0e21<\/td><\/tr>\r\n      <tr><td>Code Complexity<\/td><td>&lt; 10<\/td><td>Cyclomatic Complexity<\/td><td>\u0e04\u0e27\u0e32\u0e21\u0e0b\u0e31\u0e1a\u0e0b\u0e49\u0e2d\u0e19\u0e02\u0e2d\u0e07\u0e42\u0e04\u0e49\u0e14<\/td><\/tr>\r\n      <tr><td>Performance<\/td><td>&lt; 5% degradation<\/td><td>Benchmark tests<\/td><td>\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e\u0e25\u0e14\u0e25\u0e07<\/td><\/tr>\r\n      <tr><td>Dependencies<\/td><td>&gt; 90% updated<\/td><td>npm audit<\/td><td>packages \u0e17\u0e35\u0e48 up-to-date<\/td><\/tr>\r\n      <tr><td>Documentation<\/td><td>100% public APIs<\/td><td>Doc coverage tools<\/td><td>API \u0e17\u0e35\u0e48\u0e21\u0e35 docs<\/td><\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n\r\n  <h3>\u2705 \u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48 6: Action Items \u2014 \u0e40\u0e23\u0e34\u0e48\u0e21\u0e17\u0e33\u0e27\u0e31\u0e19\u0e19\u0e35\u0e49<\/h3>\r\n  <h4>Checklist \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e40\u0e23\u0e34\u0e48\u0e21\u0e15\u0e49\u0e19<\/h4>\r\n  <h5>\u0e27\u0e31\u0e19\u0e17\u0e35\u0e48 1\u20137: Foundation<\/h5>\r\n  <ul class=\"checklist\">\r\n    <li>\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e44\u0e1f\u0e25\u0e4c <code>CLAUDE.md<\/code> \u0e43\u0e19\u0e17\u0e38\u0e01\u0e42\u0e1b\u0e23\u0e40\u0e08\u0e04<\/li>\r\n    <li>\u0e15\u0e34\u0e14\u0e15\u0e31\u0e49\u0e07 security scanning tools<\/li>\r\n    <li>Setup testing framework<\/li>\r\n    <li>\u0e01\u0e33\u0e2b\u0e19\u0e14 coding standards<\/li>\r\n  <\/ul>\r\n  <h5>\u0e27\u0e31\u0e19\u0e17\u0e35\u0e48 8\u201314: Integration<\/h5>\r\n  <ul class=\"checklist\">\r\n    <li>\u0e17\u0e14\u0e25\u0e2d\u0e07\u0e43\u0e0a\u0e49 Test-Driven Prompting<\/li>\r\n    <li>\u0e43\u0e0a\u0e49 Two-Stage Security Review<\/li>\r\n    <li>\u0e17\u0e14\u0e25\u0e2d\u0e07 Multi-tool workflow<\/li>\r\n    <li>Setup caching system<\/li>\r\n  <\/ul>\r\n  <h5>\u0e27\u0e31\u0e19\u0e17\u0e35\u0e48 15\u201330: Optimization<\/h5>\r\n  <ul class=\"checklist\">\r\n    <li>\u0e43\u0e0a\u0e49 SCoT \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a complex logic<\/li>\r\n    <li>Implement Self-Refine pattern<\/li>\r\n    <li>Track metrics \u0e41\u0e25\u0e30 KPIs<\/li>\r\n    <li>\u0e08\u0e31\u0e14 \u201cNo AI Friday\u201d sessions<\/li>\r\n  <\/ul>\r\n\r\n  <h3>\ud83c\udf93 \u0e2a\u0e48\u0e27\u0e19\u0e17\u0e35\u0e48 7: \u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e15\u0e48\u0e2d\u0e40\u0e19\u0e37\u0e48\u0e2d\u0e07<\/h3>\r\n  <h4>Resources \u0e41\u0e19\u0e30\u0e19\u0e33<\/h4>\r\n  <p><strong>Documentation:<\/strong><\/p>\r\n  <ul>\r\n    <li><a href=\"https:\/\/docs.anthropic.com\" target=\"_blank\" rel=\"noopener\">Anthropic Prompting Guide<\/a><\/li>\r\n    <li><a href=\"https:\/\/platform.openai.com\/docs\" target=\"_blank\" rel=\"noopener\">OpenAI Best Practices<\/a><\/li>\r\n    <li><a href=\"https:\/\/ai.google\/safety\" target=\"_blank\" rel=\"noopener\">Google AI Safety<\/a><\/li>\r\n  <\/ul>\r\n  <p><strong>Communities:<\/strong><\/p>\r\n  <ul>\r\n    <li>r\/LocalLLaMA \u2014 Reddit community<\/li>\r\n    <li>AI Developer Discord<\/li>\r\n    <li>Stack Overflow \u2014 AI tag<\/li>\r\n  <\/ul>\r\n  <p><strong>Courses:<\/strong><\/p>\r\n  <ul>\r\n    <li>DeepLearning.AI \u2014 Prompt Engineering<\/li>\r\n    <li>Fast.ai \u2014 Practical Deep Learning<\/li>\r\n    <li>Coursera \u2014 AI for Everyone<\/li>\r\n  <\/ul>\r\n\r\n  <h4>\u0e01\u0e32\u0e23 Update \u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49<\/h4>\r\n  <pre><code class=\"language-python\">def stay_updated():\r\n    \"\"\"\r\n    \u0e27\u0e34\u0e18\u0e35\u0e01\u0e32\u0e23 update \u0e04\u0e27\u0e32\u0e21\u0e23\u0e39\u0e49\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e15\u0e48\u0e2d\u0e40\u0e19\u0e37\u0e48\u0e2d\u0e07\r\n    \"\"\"\r\n    daily = [\r\n        \"\u0e2d\u0e48\u0e32\u0e19 AI news 15 \u0e19\u0e32\u0e17\u0e35\",\r\n        \"\u0e17\u0e14\u0e25\u0e2d\u0e07 technique \u0e43\u0e2b\u0e21\u0e48 1 \u0e2d\u0e22\u0e48\u0e32\u0e07\"\r\n    ]\r\n    \r\n    weekly = [\r\n        \"Code review \u0e01\u0e31\u0e1a\u0e17\u0e35\u0e21\",\r\n        \"\u0e41\u0e0a\u0e23\u0e4c lessons learned\",\r\n        \"Update CLAUDE.md\"\r\n    ]\r\n    \r\n    monthly = [\r\n        \"Audit security \u0e17\u0e31\u0e49\u0e07\u0e42\u0e1b\u0e23\u0e40\u0e08\u0e04\",\r\n        \"Review \u0e41\u0e25\u0e30 update dependencies\",\r\n        \"Benchmark performance\",\r\n        \"\u0e04\u0e33\u0e19\u0e27\u0e13 ROI \u0e02\u0e2d\u0e07 AI tools\"\r\n    ]\r\n    \r\n    return \"Continuous Improvement\"<\/code><\/pre>\r\n\r\n  <h3>\ud83d\udca1 \u0e1a\u0e17\u0e2a\u0e23\u0e38\u0e1b: Key Takeaways<\/h3>\r\n  <ul>\r\n    <li><strong>Context is King<\/strong> \u2014 \u0e1a\u0e23\u0e34\u0e1a\u0e17\u0e14\u0e35\u0e04\u0e37\u0e2d\u0e04\u0e23\u0e36\u0e48\u0e07\u0e2b\u0e19\u0e36\u0e48\u0e07\u0e02\u0e2d\u0e07\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e33\u0e40\u0e23\u0e47\u0e08<\/li>\r\n    <li><strong>Security First<\/strong> \u2014 \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22\u0e17\u0e38\u0e01\u0e04\u0e23\u0e31\u0e49\u0e07<\/li>\r\n    <li><strong>Test Everything<\/strong> \u2014 \u0e40\u0e02\u0e35\u0e22\u0e19 test \u0e01\u0e48\u0e2d\u0e19\u0e40\u0e02\u0e35\u0e22\u0e19 code<\/li>\r\n    <li><strong>Stay Critical<\/strong> \u2014 \u0e2d\u0e22\u0e48\u0e32\u0e40\u0e0a\u0e37\u0e48\u0e2d AI 100% \u0e15\u0e49\u0e2d\u0e07 verify<\/li>\r\n    <li><strong>Keep Learning<\/strong> \u2014 AI \u0e1e\u0e31\u0e12\u0e19\u0e32\u0e40\u0e23\u0e47\u0e27 \u0e15\u0e49\u0e2d\u0e07 update \u0e15\u0e25\u0e2d\u0e14<\/li>\r\n  <\/ul>\r\n\r\n  <h4>\u0e2a\u0e38\u0e20\u0e32\u0e29\u0e34\u0e15\u0e19\u0e31\u0e01\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e22\u0e38\u0e04 AI<\/h4>\r\n  <blockquote>\u201cAI-assisted, not AI-dependent\u201d \u2014 \u0e43\u0e0a\u0e49 AI \u0e0a\u0e48\u0e27\u0e22 \u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e1e\u0e36\u0e48\u0e07\u0e1e\u0e32<\/blockquote>\r\n  <blockquote>\u201cTrust, but verify\u201d \u2014 \u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e44\u0e14\u0e49 \u0e41\u0e15\u0e48\u0e15\u0e49\u0e2d\u0e07\u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a<\/blockquote>\r\n  <blockquote>\u201cContext beats content\u201d \u2014 \u0e1a\u0e23\u0e34\u0e1a\u0e17\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e01\u0e27\u0e48\u0e32\u0e40\u0e19\u0e37\u0e49\u0e2d\u0e2b\u0e32<\/blockquote>\r\n  <blockquote>\u201cTest first, code later\u201d \u2014 \u0e40\u0e02\u0e35\u0e22\u0e19 test \u0e01\u0e48\u0e2d\u0e19 code \u0e17\u0e35\u0e2b\u0e25\u0e31\u0e07<\/blockquote>\r\n  <blockquote>\u201cSecurity is not optional\u201d \u2014 \u0e04\u0e27\u0e32\u0e21\u0e1b\u0e25\u0e2d\u0e14\u0e20\u0e31\u0e22\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e17\u0e32\u0e07\u0e40\u0e25\u0e37\u0e2d\u0e01<\/blockquote>\r\n\r\n  <h3>\ud83d\udcdd \u0e20\u0e32\u0e04\u0e1c\u0e19\u0e27\u0e01: Prompt Templates \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e43\u0e0a\u0e49<\/h3>\r\n  <h4>Template 1: Architecture Design<\/h4>\r\n  <p>\u0e2d\u0e2d\u0e01\u0e41\u0e1a\u0e1a architecture \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a [\u0e23\u0e30\u0e1a\u0e1a] \u0e17\u0e35\u0e48:<\/p>\r\n  <ul>\r\n    <li>\u0e23\u0e2d\u0e07\u0e23\u0e31\u0e1a\u0e1c\u0e39\u0e49\u0e43\u0e0a\u0e49 [\u0e08\u0e33\u0e19\u0e27\u0e19] concurrent users<\/li>\r\n    <li>Response time &lt; [\u0e40\u0e27\u0e25\u0e32] ms<\/li>\r\n    <li>Uptime &gt; 99.9%<\/li>\r\n    <li>Budget: [\u0e07\u0e1a\u0e1b\u0e23\u0e30\u0e21\u0e32\u0e13]<\/li>\r\n  <\/ul>\r\n  <p><strong>\u0e01\u0e23\u0e38\u0e13\u0e32\u0e41\u0e19\u0e30\u0e19\u0e33:<\/strong><\/p>\r\n  <ol>\r\n    <li>Tech stack \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e40\u0e2b\u0e15\u0e38\u0e1c\u0e25<\/li>\r\n    <li>System diagram<\/li>\r\n    <li>Scaling strategy<\/li>\r\n    <li>Cost estimation<\/li>\r\n  <\/ol>\r\n\r\n  <h4>Template 2: Debug Helper<\/h4>\r\n  <p><strong>Debug \u0e42\u0e04\u0e49\u0e14\u0e19\u0e35\u0e49:<\/strong><br>[paste code]<\/p>\r\n  <p><strong>Error message:<\/strong><br>[paste error]<\/p>\r\n  <p><strong>\u0e2a\u0e34\u0e48\u0e07\u0e17\u0e35\u0e48\u0e25\u0e2d\u0e07\u0e41\u0e25\u0e49\u0e27:<\/strong><\/p>\r\n  <ol>\r\n    <li>[\u0e27\u0e34\u0e18\u0e35\u0e17\u0e35\u0e48 1]<\/li>\r\n    <li>[\u0e27\u0e34\u0e18\u0e35\u0e17\u0e35\u0e48 2]<\/li>\r\n  <\/ol>\r\n  <p><strong>Environment:<\/strong><\/p>\r\n  <ul>\r\n    <li>OS: [\u0e23\u0e30\u0e1a\u0e1a\u0e1b\u0e0f\u0e34\u0e1a\u0e31\u0e15\u0e34\u0e01\u0e32\u0e23]<\/li>\r\n    <li>Language version: [\u0e40\u0e27\u0e2d\u0e23\u0e4c\u0e0a\u0e31\u0e19]<\/li>\r\n    <li>Dependencies: [list]<\/li>\r\n  <\/ul>\r\n\r\n  <h4>Template 3: Code Review<\/h4>\r\n  <p><strong>Review \u0e42\u0e04\u0e49\u0e14\u0e19\u0e35\u0e49\u0e15\u0e32\u0e21\u0e2b\u0e31\u0e27\u0e02\u0e49\u0e2d:<\/strong><\/p>\r\n  <ol>\r\n    <li>Functionality \u2014 \u0e17\u0e33\u0e07\u0e32\u0e19\u0e16\u0e39\u0e01\u0e15\u0e49\u0e2d\u0e07\u0e44\u0e2b\u0e21<\/li>\r\n    <li>Performance \u2014 O(n) complexity \u0e40\u0e1b\u0e47\u0e19\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e44\u0e23<\/li>\r\n    <li>Security \u2014 \u0e21\u0e35\u0e0a\u0e48\u0e2d\u0e07\u0e42\u0e2b\u0e27\u0e48\u0e44\u0e2b\u0e21<\/li>\r\n    <li>Readability \u2014 \u0e2d\u0e48\u0e32\u0e19\u0e40\u0e02\u0e49\u0e32\u0e43\u0e08\u0e07\u0e48\u0e32\u0e22\u0e44\u0e2b\u0e21<\/li>\r\n    <li>Maintainability \u2014 \u0e41\u0e01\u0e49\u0e44\u0e02\u0e15\u0e48\u0e2d\u0e07\u0e48\u0e32\u0e22\u0e44\u0e2b\u0e21<\/li>\r\n    <li>Testing \u2014 test coverage \u0e40\u0e1e\u0e35\u0e22\u0e07\u0e1e\u0e2d\u0e44\u0e2b\u0e21<\/li>\r\n  <\/ol>\r\n  <p>[paste code]<\/p>\r\n  <p><em>\u0e43\u0e2b\u0e49\u0e04\u0e30\u0e41\u0e19\u0e19 1\u201310 \u0e41\u0e25\u0e30\u0e41\u0e19\u0e30\u0e19\u0e33\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e31\u0e1a\u0e1b\u0e23\u0e38\u0e07<\/em><\/p>\r\n<\/div>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f08eeeb e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"f08eeeb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-44b890c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"44b890c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ca0abe e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"3ca0abe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dee6cdf elementor-widget elementor-widget-text-editor\" data-id=\"dee6cdf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u0e15\u0e34\u0e14\u0e15\u0e48\u0e2d\u0e2a\u0e2d\u0e1a\u0e16\u0e32\u0e21\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e15\u0e34\u0e21\u0e44\u0e14\u0e49\u0e17\u0e35\u0e48 : LINE\u00a0<\/strong><a href=\"https:\/\/line.me\/R\/ti\/p\/@droneth\" target=\"_blank\" rel=\"noopener\">@droneth<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI Coding Tips &#038; Tricks &#8211; \u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e09\u0e1a\u0e31\u0e1a\u0e2a\u0e21\u0e1a\u0e39\u0e23\u0e13\u0e4c \ud83d\ude80 AI Coding Tips &#038; Tricks \u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e09\u0e1a\u0e31\u0e1a\u0e2a\u0e21\u0e1a\u0e39\u0e23\u0e13\u0e4c\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14\u0e14\u0e49\u0e27\u0e22 AI \u0e2d\u0e22\u0e48\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e 1 \ud83d\udcdd Technical Requirements \u0e04\u0e34\u0e14 requirement \u0e43\u0e2b\u0e49 \u0e25\u0e30\u0e40\u0e2d\u0e35\u0e22\u0e14\u0e04\u0e23\u0e1a\u0e16\u0e49\u0e27\u0e19 \u0e01\u0e48\u0e2d\u0e19\u0e40\u0e23\u0e34\u0e48\u0e21\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14 \u0e01\u0e33\u0e2b\u0e19\u0e14 scope, constraints \u0e41\u0e25\u0e30 edge cases \u0e43\u0e2b\u0e49\u0e0a\u0e31\u0e14\u0e40\u0e08\u0e19 2 \u26a1 \u0e40\u0e25\u0e37\u0e2d\u0e01 Tech Stack \u0e17\u0e35\u0e48\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21 \u0e2d\u0e22\u0e48\u0e32\u0e43\u0e0a\u0e49\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e43\u0e2b\u0e21\u0e48\u0e40\u0e01\u0e34\u0e19\u0e04\u0e27\u0e32\u0e21\u0e08\u0e33\u0e40\u0e1b\u0e47\u0e19 PHP<\/p>","protected":false},"author":2,"featured_media":9878,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[52,68,70],"tags":[65,195],"class_list":["post-9638","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-club","category-ai-article","category-article-highlight-home","tag-ai","tag-195"],"acf":[],"rttpg_featured_image_url":{"full":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon.webp",1920,1080,false],"landscape":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon.webp",1920,1080,false],"portraits":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon.webp",1920,1080,false],"thumbnail":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-150x150.webp",150,150,true],"medium":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-300x169.webp",300,169,true],"large":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-1024x576.webp",1024,576,true],"1536x1536":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-1536x864.webp",1536,864,true],"2048x2048":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon.webp",1920,1080,false],"trp-custom-language-flag":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-18x10.webp",18,10,true],"woocommerce_thumbnail":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-300x300.webp",300,300,true],"woocommerce_single":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-600x338.webp",600,338,true],"woocommerce_gallery_thumbnail":["https:\/\/droneth.or.th\/wp-content\/uploads\/2025\/08\/Templete-News-25_11zon-100x100.webp",100,100,true]},"rttpg_author":{"display_name":"Teerachai Lertpanikul","author_link":"https:\/\/droneth.or.th\/zh\/author\/adminnu\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/droneth.or.th\/zh\/category\/ai-club\/\" rel=\"category tag\">AI<\/a> <a href=\"https:\/\/droneth.or.th\/zh\/category\/article\/ai-article\/\" rel=\"category tag\">AI Article<\/a> <a href=\"https:\/\/droneth.or.th\/zh\/category\/article-highlight-home\/\" rel=\"category tag\">Article Highlight Home<\/a>","rttpg_excerpt":"AI Coding Tips &#038; Tricks &#8211; \u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e09\u0e1a\u0e31\u0e1a\u0e2a\u0e21\u0e1a\u0e39\u0e23\u0e13\u0e4c \ud83d\ude80 AI Coding Tips &#038; Tricks \u0e04\u0e39\u0e48\u0e21\u0e37\u0e2d\u0e09\u0e1a\u0e31\u0e1a\u0e2a\u0e21\u0e1a\u0e39\u0e23\u0e13\u0e4c\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14\u0e14\u0e49\u0e27\u0e22 AI \u0e2d\u0e22\u0e48\u0e32\u0e07\u0e21\u0e35\u0e1b\u0e23\u0e30\u0e2a\u0e34\u0e17\u0e18\u0e34\u0e20\u0e32\u0e1e 1 \ud83d\udcdd Technical Requirements \u0e04\u0e34\u0e14 requirement \u0e43\u0e2b\u0e49 \u0e25\u0e30\u0e40\u0e2d\u0e35\u0e22\u0e14\u0e04\u0e23\u0e1a\u0e16\u0e49\u0e27\u0e19 \u0e01\u0e48\u0e2d\u0e19\u0e40\u0e23\u0e34\u0e48\u0e21\u0e40\u0e02\u0e35\u0e22\u0e19\u0e42\u0e04\u0e49\u0e14 \u0e01\u0e33\u0e2b\u0e19\u0e14 scope, constraints \u0e41\u0e25\u0e30 edge cases \u0e43\u0e2b\u0e49\u0e0a\u0e31\u0e14\u0e40\u0e08\u0e19 2 \u26a1 \u0e40\u0e25\u0e37\u0e2d\u0e01 Tech Stack \u0e17\u0e35\u0e48\u0e40\u0e2b\u0e21\u0e32\u0e30\u0e2a\u0e21 \u0e2d\u0e22\u0e48\u0e32\u0e43\u0e0a\u0e49\u0e40\u0e17\u0e04\u0e42\u0e19\u0e42\u0e25\u0e22\u0e35\u0e43\u0e2b\u0e21\u0e48\u0e40\u0e01\u0e34\u0e19\u0e04\u0e27\u0e32\u0e21\u0e08\u0e33\u0e40\u0e1b\u0e47\u0e19 PHP","_links":{"self":[{"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/posts\/9638","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/comments?post=9638"}],"version-history":[{"count":1,"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/posts\/9638\/revisions"}],"predecessor-version":[{"id":13059,"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/posts\/9638\/revisions\/13059"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/media\/9878"}],"wp:attachment":[{"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/media?parent=9638"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/categories?post=9638"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/droneth.or.th\/zh\/wp-json\/wp\/v2\/tags?post=9638"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}