{"id":83614,"date":"2026-05-01T09:00:00","date_gmt":"2026-05-01T00:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=83614"},"modified":"2026-04-30T19:33:03","modified_gmt":"2026-04-30T10:33:03","slug":"ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88-harness%e8%a8%ad%e8%a8%88-%e6%af%94%e8%bc%83","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/ai\/83614","title":{"rendered":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 Harness\u8a2d\u8a08 \u6bd4\u8f03"},"content":{"rendered":"\n

\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u88c5\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u30cf\u30fc\u30cd\u30b9\u8a2d\u8a08\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8Harness\u8a2d\u8a08 \u6bd4\u8f03<\/title>\n<style>\n:root {\n --claude-primary: #D97706;\n --claude-light: #FEF3C7;\n --claude-border: #F59E0B;\n --claude-dark: #92400E;\n --hermes-primary: #7C3AED;\n --hermes-light: #EDE9FE;\n --hermes-border: #8B5CF6;\n --hermes-dark: #5B21B6;\n --nemo-primary: #059669;\n --nemo-light: #D1FAE5;\n --nemo-border: #10B981;\n --nemo-dark: #065F46;\n --openclaw-primary: #2563EB;\n --openclaw-light: #EFF6FF;\n --openclaw-border: #3B82F6;\n --openclaw-dark: #1E40AF;\n --bg: #FAFAFA;\n --bg-card: #FFFFFF;\n --text: #1F2937;\n --text-muted: #6B7280;\n --border: #E5E7EB;\n --font-jp: \"Noto Sans JP\", \"Hiragino Kaku Gothic ProN\", \"Yu Gothic\", sans-serif;\n --font-mono: \"JetBrains Mono\", \"SF Mono\", \"Fira Code\", monospace;\n --radius: 12px;\n --shadow: 0 1px 3px rgba(0,0,0,0.08), 0 1px 2px rgba(0,0,0,0.06);\n --shadow-lg: 0 4px 12px rgba(0,0,0,0.1), 0 2px 4px rgba(0,0,0,0.06);\n}\n*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }\nhtml { scroll-behavior: smooth; }\nbody {\n font-family: var(--font-jp);\n background: var(--bg);\n color: var(--text);\n font-size: 15px;\n line-height: 1.75;\n}\n#main {\n padding: 40px 48px 80px;\n max-width: 1200px;\n margin: 0 auto;\n}\n\/* Sections *\/\nsection { margin-bottom: 56px; }\nsection > h2 {\n font-size: 1.5rem;\n font-weight: 700;\n margin-bottom: 24px;\n padding-bottom: 8px;\n border-bottom: 2px solid var(--border);\n display: flex;\n align-items: center;\n gap: 10px;\n}\nsection > h2 .num {\n display: inline-flex;\n align-items: center;\n justify-content: center;\n width: 32px;\n height: 32px;\n border-radius: 50%;\n background: #111827;\n color: #F9FAFB;\n font-size: 14px;\n font-weight: 700;\n flex-shrink: 0;\n}\nh3 { font-size: 1.15rem; font-weight: 600; margin: 20px 0 12px; }\n\/* Cards grid *\/\n.agent-cards {\n display: grid;\n grid-template-columns: repeat(2, minmax(0, 1fr));\n gap: 20px;\n margin: 20px 0;\n}\n.agent-card {\n background: var(--bg-card);\n border-radius: var(--radius);\n padding: 24px;\n box-shadow: var(--shadow);\n border-top: 4px solid;\n transition: transform 0.2s, box-shadow 0.2s;\n}\n.agent-card:hover { transform: translateY(-2px); box-shadow: var(--shadow-lg); }\n.agent-card.claude { border-top-color: var(--claude-primary); }\n.agent-card.hermes { border-top-color: var(--hermes-primary); }\n.agent-card.nemo { border-top-color: var(--nemo-primary); }\n.agent-card.openclaw { border-top-color: var(--openclaw-primary); }\n.agent-card .card-icon {\n width: 48px;\n height: 48px;\n border-radius: 12px;\n display: flex;\n align-items: center;\n justify-content: center;\n font-size: 24px;\n margin-bottom: 12px;\n}\n.agent-card.claude .card-icon { background: var(--claude-light); }\n.agent-card.hermes .card-icon { background: var(--hermes-light); }\n.agent-card.nemo .card-icon { background: var(--nemo-light); }\n.agent-card.openclaw .card-icon { background: var(--openclaw-light); }\n.agent-card h3 { margin: 0 0 4px; font-size: 1.1rem; }\n.agent-card .org { font-size: 0.85rem; color: var(--text-muted); margin-bottom: 12px; }\n.agent-card .stats { display: flex; flex-wrap: wrap; gap: 8px; margin-top: 12px; }\n.agent-card .stat {\n font-size: 0.78rem;\n padding: 3px 10px;\n border-radius: 20px;\n background: var(--bg);\n color: var(--text-muted);\n}\n.agent-card .desc { font-size: 0.9rem; line-height: 1.6; word-break: break-all; overflow-wrap: break-word; }\n\/* SVG flow diagrams *\/\n.flow-container {\n display: grid;\n grid-template-columns: repeat(2, 1fr);\n gap: 20px;\n margin: 24px 0;\n}\n.flow-panel {\n background: var(--bg-card);\n border-radius: var(--radius);\n padding: 16px;\n box-shadow: var(--shadow);\n}\n.flow-panel h4 {\n text-align: center;\n font-size: 0.95rem;\n margin-bottom: 12px;\n padding: 6px 12px;\n border-radius: 8px;\n}\n.flow-panel.claude h4 { background: var(--claude-light); color: var(--claude-dark); }\n.flow-panel.hermes h4 { background: var(--hermes-light); color: var(--hermes-dark); }\n.flow-panel.nemo h4 { background: var(--nemo-light); color: var(--nemo-dark); }\n.flow-panel.openclaw h4 { background: var(--openclaw-light); color: var(--openclaw-dark); }\n.flow-panel svg { width: 100%; height: auto; display: block; }\n\/* Comparison table *\/\n.compare-table {\n width: 100%;\n border-collapse: separate;\n border-spacing: 0;\n border-radius: var(--radius);\n overflow: hidden;\n box-shadow: var(--shadow);\n margin: 16px 0;\n font-size: 0.88rem;\n}\n.compare-table thead th {\n padding: 14px 16px;\n font-weight: 700;\n text-align: left;\n font-size: 0.85rem;\n}\n.compare-table thead th:first-child { background: #111827; color: #F9FAFB; width: 14%; }\n.compare-table thead th.col-claude { background: var(--claude-primary); color: white; }\n.compare-table thead th.col-hermes { background: var(--hermes-primary); color: white; }\n.compare-table thead th.col-nemo { background: var(--nemo-primary); color: white; }\n.compare-table thead th.col-openclaw { background: var(--openclaw-primary); color: white; }\n.compare-table tbody td {\n padding: 12px 16px;\n border-bottom: 1px solid var(--border);\n vertical-align: top;\n background: var(--bg-card);\n}\n.compare-table tbody tr:last-child td { border-bottom: none; }\n.compare-table tbody td:first-child { font-weight: 600; background: #F9FAFB; }\n.compare-table code {\n font-family: var(--font-mono);\n font-size: 0.8rem;\n background: #F3F4F6;\n padding: 2px 6px;\n border-radius: 4px;\n color: #374151;\n}\n\/* Details accordion *\/\ndetails.module {\n background: var(--bg-card);\n border-radius: var(--radius);\n box-shadow: var(--shadow);\n margin-bottom: 12px;\n overflow: hidden;\n}\ndetails.module summary {\n padding: 16px 20px;\n cursor: pointer;\n font-weight: 600;\n font-size: 0.95rem;\n display: flex;\n align-items: center;\n gap: 12px;\n list-style: none;\n user-select: none;\n transition: background 0.2s;\n}\ndetails.module summary:hover { background: #F9FAFB; }\ndetails.module summary::-webkit-details-marker { display: none; }\ndetails.module summary .arrow {\n transition: transform 0.2s;\n font-size: 12px;\n color: var(--text-muted);\n margin-left: auto;\n}\ndetails.module[open] summary .arrow { transform: rotate(90deg); }\ndetails.module summary .mod-num {\n display: inline-flex;\n align-items: center;\n justify-content: center;\n width: 28px;\n height: 28px;\n border-radius: 8px;\n background: #111827;\n color: #F9FAFB;\n font-size: 12px;\n flex-shrink: 0;\n}\ndetails.module .detail-content { padding: 0 20px 20px; }\n\/* Responsive *\/\n@media (max-width: 1100px) {\n #main { padding: 24px; }\n .agent-cards, .flow-container { grid-template-columns: repeat(2, 1fr); }\n}\n@media (max-width: 600px) {\n .agent-cards, .flow-container { grid-template-columns: 1fr; }\n}\n<\/style>\n<\/head>\n<body>\n\n<div id=\"main\">\n\n<!-- Section 1: Overview -->\n<section id=\"overview\">\n <h2><span class=\"num\">1<\/span> \u6982\u8981<\/h2>\n\n <div class=\"agent-cards\">\n <div class=\"agent-card claude\">\n <h3>Claude Code<\/h3>\n <p class=\"org\">Anthropic — claude-code<\/p>\n <p class=\"desc\">\u958b\u767a\u8005\u5411\u3051CLI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3002TypeScript\/Bun\u30e9\u30f3\u30bf\u30a4\u30e0\u4e0a\u3067React+Ink\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u63cf\u753b\u3057\u3001ReAct\u30eb\u30fc\u30d7\u306740\u4ee5\u4e0a\u306e\u30c4\u30fc\u30eb\u3092\u64cd\u4f5c\u3059\u308b\u3002IDE\u7d71\u5408\uff08VS Code\/JetBrains\uff09\u3068MCP\u30d7\u30ed\u30c8\u30b3\u30eb\u5bfe\u5fdc\u3002<\/p>\n <div class=\"stats\">\n <span class=\"stat\">TypeScript + Bun<\/span>\n <\/div>\n <\/div>\n <div class=\"agent-card hermes\">\n <h3>Hermes Agent<\/h3>\n <p class=\"org\">Nous Research — hermes-agent<\/p>\n <p class=\"desc\">\u81ea\u5df1\u6539\u5584\u578b\u306e\u6c4e\u7528\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3002Telegram\/Discord\/Slack\/WhatsApp\/Signal\/QQ\u7b49\u306e\u30de\u30eb\u30c1\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u5bfe\u5fdc\u3057\u3001\u30b9\u30ad\u30eb\u751f\u6210\u30fb\u5b66\u7fd2\u30eb\u30fc\u30d7\u30fb\u30d7\u30e9\u30b0\u30a4\u30f3\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u5099\u3048\u308b\u3002<\/p>\n <div class=\"stats\">\n <span class=\"stat\">Python + Node<\/span>\n <\/div>\n <\/div>\n <div class=\"agent-card nemo\">\n <h3>NemoClaw<\/h3>\n <p class=\"org\">NVIDIA — NemoClaw (Alpha)<\/p>\n <p class=\"desc\">OpenClaw\/OpenShell\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u91cd\u8996\u306e\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u5c64\u3002Hardened Blueprint\u3001Landlock\/Seccomp\u9694\u96e2\u3001K8s Pod\u3001L7\u30d7\u30ed\u30ad\u30b7\u7b49\u306e\u591a\u5c64\u9632\u5fa1\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b89\u5168\u306b\u5b9f\u884c\u3059\u308b\u3002<\/p>\n <div class=\"stats\">\n <span class=\"stat\">TypeScript + Python<\/span>\n <\/div>\n <\/div>\n <div class=\"agent-card openclaw\">\n <h3>OpenClaw<\/h3>\n <p class=\"org\">OpenClaw Community — openclaw<\/p>\n <p class=\"desc\">\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u91cd\u8996\u306e\u30ed\u30fc\u30ab\u30eb\u30d5\u30a1\u30fc\u30b9\u30c8AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u300220+\u30c1\u30e3\u30f3\u30cd\u30eb\u7d71\u5408\u30fb131\u62e1\u5f35\u6a5f\u80fd\u30fb53\u30b9\u30ad\u30eb\u30fb\u97f3\u58f0\u30a6\u30a7\u30a4\u30af\u30ef\u30fc\u30c9\u30fbCanvas UI\u3092\u6301\u3064\u591a\u6a5f\u80fd\u30d1\u30fc\u30bd\u30ca\u30eb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u57fa\u76e4\u3002<\/p>\n <div class=\"stats\">\n <span class=\"stat\">TypeScript + Node.js<\/span>\n <\/div>\n <\/div>\n <\/div>\n<\/section>\n\n<!-- Section 2: Architecture Overview -->\n<section id=\"architecture\">\n <h2><span class=\"num\">2<\/span> \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6982\u89b3\u56f3<\/h2>\n <p>\u5404\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u968e\u5c64\u69cb\u9020\u3092\u30ec\u30a4\u30e4\u30fc\u56f3\u3067\u6bd4\u8f03\u3002\u4e0a\u304c\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3001\u4e0b\u304c\u30a4\u30f3\u30d5\u30e9\u5c64\u3002<\/p>\n <p style=\"margin-top:6px;font-size:0.82rem;color:#6B7280;\">\u5404\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30cd\u30c3\u30c8\u516c\u958b\u60c5\u5831\u304a\u3088\u3073GitHub\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092 <a href=\"https:\/\/github.com\/safishamsi\/graphify\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#2563EB;\">graphify<\/a> \u3067\u77e5\u8b58\u30b0\u30e9\u30d5\u89e3\u6790\u3057\u6574\u7406\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n <div class=\"flow-container\">\n <div class=\"flow-panel claude\">\n <h4>Claude Code<\/h4>\n <svg viewBox=\"0 0 280 470\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n <defs>\n <marker id=\"ac\" viewBox=\"0 0 10 10\" refX=\"10\" refY=\"5\" markerWidth=\"5\" markerHeight=\"5\" orient=\"auto\"><path d=\"M0 0L10 5L0 10z\" fill=\"#D97706\"\/><\/marker>\n <filter id=\"ds\"><feDropShadow dx=\"0\" dy=\"1\" stdDeviation=\"2\" flood-opacity=\"0.08\"\/><\/filter>\n <\/defs>\n <rect x=\"20\" y=\"10\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"32\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#92400E\">User Input<\/text>\n <text x=\"140\" y=\"48\" text-anchor=\"middle\" font-size=\"10\" fill=\"#B45309\">CLI \/ IDE Bridge (VS Code, JetBrains)<\/text>\n <line x1=\"140\" y1=\"64\" x2=\"140\" y2=\"84\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#ac)\"\/>\n <rect x=\"20\" y=\"88\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"2\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"110\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#92400E\">Agent Loop<\/text>\n <text x=\"140\" y=\"126\" text-anchor=\"middle\" font-size=\"10\" fill=\"#B45309\">ReAct\u30eb\u30fc\u30d7<\/text>\n <line x1=\"140\" y1=\"142\" x2=\"140\" y2=\"162\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#ac)\"\/>\n <rect x=\"20\" y=\"166\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"188\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#92400E\">Tool System<\/text>\n <text x=\"140\" y=\"204\" text-anchor=\"middle\" font-size=\"10\" fill=\"#B45309\">40+ Tools (Bash, Edit, Agent, MCP...)<\/text>\n <line x1=\"140\" y1=\"220\" x2=\"140\" y2=\"240\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#ac)\"\/>\n <rect x=\"20\" y=\"244\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"266\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#92400E\">Services<\/text>\n <text x=\"140\" y=\"282\" text-anchor=\"middle\" font-size=\"10\" fill=\"#B45309\">MCP, LSP, Analytics, OAuth<\/text>\n <line x1=\"140\" y1=\"298\" x2=\"140\" y2=\"318\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#ac)\"\/>\n <rect x=\"20\" y=\"322\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"344\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#92400E\">State \/ Memory<\/text>\n <text x=\"140\" y=\"360\" text-anchor=\"middle\" font-size=\"10\" fill=\"#B45309\">Memory \/ Git Checkpoints<\/text>\n <line x1=\"140\" y1=\"376\" x2=\"140\" y2=\"396\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#ac)\"\/>\n <rect x=\"20\" y=\"400\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"422\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#92400E\">Output<\/text>\n <text x=\"140\" y=\"438\" text-anchor=\"middle\" font-size=\"10\" fill=\"#B45309\">Ink \/ React Terminal UI<\/text>\n <\/svg>\n <\/div>\n\n <div class=\"flow-panel hermes\">\n <h4>Hermes Agent<\/h4>\n <svg viewBox=\"0 0 280 478\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n <defs>\n <marker id=\"ah\" viewBox=\"0 0 10 10\" refX=\"10\" refY=\"5\" markerWidth=\"5\" markerHeight=\"5\" orient=\"auto\"><path d=\"M0 0L10 5L0 10z\" fill=\"#7C3AED\"\/><\/marker>\n <\/defs>\n <rect x=\"20\" y=\"10\" width=\"240\" height=\"62\" rx=\"10\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"32\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#5B21B6\">Multi-Platform Input<\/text>\n <text x=\"140\" y=\"46\" text-anchor=\"middle\" font-size=\"9\" fill=\"#6D28D9\">Telegram \/ Discord \/ Slack<\/text>\n <text x=\"140\" y=\"58\" text-anchor=\"middle\" font-size=\"9\" fill=\"#6D28D9\">WhatsApp \/ Signal \/ CLI<\/text>\n <line x1=\"140\" y1=\"72\" x2=\"140\" y2=\"92\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#ah)\"\/>\n <rect x=\"20\" y=\"96\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"2\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"118\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#5B21B6\">Agent Loop<\/text>\n <text x=\"140\" y=\"134\" text-anchor=\"middle\" font-size=\"10\" fill=\"#6D28D9\">run_agent() + ContextEngine<\/text>\n <line x1=\"140\" y1=\"150\" x2=\"140\" y2=\"170\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#ah)\"\/>\n <rect x=\"20\" y=\"174\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"196\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#5B21B6\">Tool System<\/text>\n <text x=\"140\" y=\"212\" text-anchor=\"middle\" font-size=\"10\" fill=\"#6D28D9\">40+ Tools + Dynamic Skill Creation<\/text>\n <line x1=\"140\" y1=\"228\" x2=\"140\" y2=\"248\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#ah)\"\/>\n <rect x=\"20\" y=\"252\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"274\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#5B21B6\">Plugin Ecosystem<\/text>\n <text x=\"140\" y=\"290\" text-anchor=\"middle\" font-size=\"10\" fill=\"#6D28D9\">image_gen \/ memory \/ spotify \/ context<\/text>\n <line x1=\"140\" y1=\"306\" x2=\"140\" y2=\"326\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#ah)\"\/>\n <rect x=\"20\" y=\"330\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"352\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#5B21B6\">Memory<\/text>\n <text x=\"140\" y=\"368\" text-anchor=\"middle\" font-size=\"10\" fill=\"#6D28D9\">Honcho \/ Session Persistence<\/text>\n <line x1=\"140\" y1=\"384\" x2=\"140\" y2=\"404\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#ah)\"\/>\n <rect x=\"20\" y=\"408\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"430\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#5B21B6\">Execution Backends<\/text>\n <text x=\"140\" y=\"446\" text-anchor=\"middle\" font-size=\"10\" fill=\"#6D28D9\">Local \/ Docker \/ SSH \/ Daytona \/ Modal<\/text>\n <\/svg>\n <\/div>\n\n <div class=\"flow-panel nemo\">\n <h4>NemoClaw<\/h4>\n <svg viewBox=\"0 0 280 470\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n <defs>\n <marker id=\"an\" viewBox=\"0 0 10 10\" refX=\"10\" refY=\"5\" markerWidth=\"5\" markerHeight=\"5\" orient=\"auto\"><path d=\"M0 0L10 5L0 10z\" fill=\"#059669\"\/><\/marker>\n <\/defs>\n <rect x=\"20\" y=\"10\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"32\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#065F46\">Blueprint Definition<\/text>\n <text x=\"140\" y=\"48\" text-anchor=\"middle\" font-size=\"10\" fill=\"#047857\">YAML + Digest Verification<\/text>\n <line x1=\"140\" y1=\"64\" x2=\"140\" y2=\"84\" stroke=\"#059669\" stroke-width=\"1.5\" marker-end=\"url(#an)\"\/>\n <rect x=\"20\" y=\"88\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"2\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"110\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#065F46\">CLI Orchestration<\/text>\n <text x=\"140\" y=\"126\" text-anchor=\"middle\" font-size=\"10\" fill=\"#047857\">nemoclaw launcher + onboarding<\/text>\n <line x1=\"140\" y1=\"142\" x2=\"140\" y2=\"162\" stroke=\"#059669\" stroke-width=\"1.5\" marker-end=\"url(#an)\"\/>\n <rect x=\"20\" y=\"166\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"188\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#065F46\">Plugin System<\/text>\n <text x=\"140\" y=\"204\" text-anchor=\"middle\" font-size=\"10\" fill=\"#047857\">Commander CLI + OpenClaw Extension<\/text>\n <line x1=\"140\" y1=\"220\" x2=\"140\" y2=\"240\" stroke=\"#059669\" stroke-width=\"1.5\" marker-end=\"url(#an)\"\/>\n <rect x=\"20\" y=\"244\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"2\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"266\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#065F46\">Security Layer<\/text>\n <text x=\"140\" y=\"282\" text-anchor=\"middle\" font-size=\"10\" fill=\"#047857\">Landlock \/ Seccomp \/ Network NS \/ SSRF<\/text>\n <line x1=\"140\" y1=\"298\" x2=\"140\" y2=\"318\" stroke=\"#059669\" stroke-width=\"1.5\" marker-end=\"url(#an)\"\/>\n <rect x=\"20\" y=\"322\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"344\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#065F46\">Credential Management<\/text>\n <text x=\"140\" y=\"360\" text-anchor=\"middle\" font-size=\"10\" fill=\"#047857\">L7 Proxy \/ Sanitization<\/text>\n <line x1=\"140\" y1=\"376\" x2=\"140\" y2=\"396\" stroke=\"#059669\" stroke-width=\"1.5\" marker-end=\"url(#an)\"\/>\n <rect x=\"20\" y=\"400\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"422\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#065F46\">K8s Pod Isolation<\/text>\n <text x=\"140\" y=\"438\" text-anchor=\"middle\" font-size=\"10\" fill=\"#047857\">Kubernetes Container Runtime<\/text>\n <\/svg>\n <\/div>\n\n <div class=\"flow-panel openclaw\">\n <h4>OpenClaw<\/h4>\n <svg viewBox=\"0 0 280 478\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n <defs>\n <marker id=\"ao\" viewBox=\"0 0 10 10\" refX=\"10\" refY=\"5\" markerWidth=\"5\" markerHeight=\"5\" orient=\"auto\"><path d=\"M0 0L10 5L0 10z\" fill=\"#2563EB\"\/><\/marker>\n <\/defs>\n <rect x=\"20\" y=\"10\" width=\"240\" height=\"62\" rx=\"10\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"32\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#1E40AF\">Channels (20+)<\/text>\n <text x=\"140\" y=\"46\" text-anchor=\"middle\" font-size=\"9\" fill=\"#2563EB\">WhatsApp \/ Telegram \/ Discord<\/text>\n <text x=\"140\" y=\"58\" text-anchor=\"middle\" font-size=\"9\" fill=\"#2563EB\">Slack \/ Signal\u2026<\/text>\n <line x1=\"140\" y1=\"72\" x2=\"140\" y2=\"92\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#ao)\"\/>\n <rect x=\"20\" y=\"96\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"2\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"118\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#1E40AF\">Gateway (Control Plane)<\/text>\n <text x=\"140\" y=\"134\" text-anchor=\"middle\" font-size=\"10\" fill=\"#2563EB\">Sessions \/ Channels \/ Tools \/ Events<\/text>\n <line x1=\"140\" y1=\"150\" x2=\"140\" y2=\"170\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#ao)\"\/>\n <rect x=\"20\" y=\"174\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"196\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#1E40AF\">Router (Multi-agent)<\/text>\n <text x=\"140\" y=\"212\" text-anchor=\"middle\" font-size=\"10\" fill=\"#2563EB\">Channel \u2192 Agent Workspace \u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/text>\n <line x1=\"140\" y1=\"228\" x2=\"140\" y2=\"248\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#ao)\"\/>\n <rect x=\"20\" y=\"252\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"274\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#1E40AF\">Plugin SDK<\/text>\n <text x=\"140\" y=\"290\" text-anchor=\"middle\" font-size=\"10\" fill=\"#2563EB\">131 Extensions + 53 Skills<\/text>\n <line x1=\"140\" y1=\"306\" x2=\"140\" y2=\"326\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#ao)\"\/>\n <rect x=\"20\" y=\"330\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"352\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#1E40AF\">Model Providers (30+)<\/text>\n <text x=\"140\" y=\"368\" text-anchor=\"middle\" font-size=\"10\" fill=\"#2563EB\">Anthropic \/ OpenAI \/ Google \/ Ollama\u2026<\/text>\n <line x1=\"140\" y1=\"384\" x2=\"140\" y2=\"404\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#ao)\"\/>\n <rect x=\"20\" y=\"408\" width=\"240\" height=\"54\" rx=\"10\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\" filter=\"url(#ds)\"\/>\n <text x=\"140\" y=\"430\" text-anchor=\"middle\" font-size=\"12\" font-weight=\"700\" fill=\"#1E40AF\">Output<\/text>\n <text x=\"140\" y=\"446\" text-anchor=\"middle\" font-size=\"10\" fill=\"#2563EB\">Voice \/ Canvas UI \/ iOS\/Android Apps<\/text>\n <\/svg>\n <\/div>\n <\/div>\n<\/section>\n\n<!-- Section 3: 12 Core Modules -->\n<section id=\"modules\">\n <h2><span class=\"num\">3<\/span> 12\u30b3\u30a2\u30e2\u30b8\u30e5\u30fc\u30eb\u6bd4\u8f03<\/h2>\n <p>Akshay Pachaar\u300cThe Anatomy of an Agent Harness\u300d\uff08Daily Dose of Data Science\uff09\u3067\u5b9a\u7fa9\u3055\u308c\u305f11\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3001\u300c\u521d\u671f\u5316\u300d\u3092\u52a0\u3048\u305f12\u30b3\u30a2\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u6cbf\u3063\u3066\u3001claude-code \/ hermes-agent \/ NemoClaw \u306e3\u5927\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u88c5\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u30cf\u30fc\u30cd\u30b9\u8a2d\u8a08\u3092\u6bd4\u8f03\u3059\u308b\u3002\u30cf\u30fc\u30cd\u30b9\u8a2d\u8a08\u306f\u6982\u5ff5\u3068\u3057\u3066\u7406\u89e3\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u5b9f\u969b\u306b\u81ea\u5206\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8a2d\u8a08\u30fb\u5b9f\u88c5\u3059\u308b\u6bb5\u968e\u3067\u306f\u3069\u3046\u5177\u4f53\u5316\u3059\u308c\u3070\u3088\u3044\u304b\u30a4\u30e1\u30fc\u30b8\u3057\u306b\u304f\u3044\u3053\u3068\u304c\u591a\u3044\u3002\u305d\u3053\u3067\u3001\u5b9f\u969b\u306b\u4eba\u6c17\u3092\u96c6\u3081\u3066\u3044\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u88c5\u3092\u53c2\u7167\u3057\u3001\u5404\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u73fe\u5b9f\u306e\u30b3\u30fc\u30c9\u3067\u3069\u306e\u3088\u3046\u306b\u8868\u308c\u308b\u304b\u3092\u5177\u4f53\u7684\u306b\u793a\u3059\u3053\u3068\u306b\u3057\u305f\u3002<\/p>\n\n <details class=\"module\" open>\n <summary><span class=\"mod-num\">1<\/span> \u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30eb\u30fc\u30d7 (ReAct Cycle) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u30eb\u30fc\u30d7\u5b9f\u88c5\u65b9\u5f0f<\/td><td>ReAct\u30eb\u30fc\u30d7\u3067\u63a8\u8ad6\u3068\u30c4\u30fc\u30eb\u5b9f\u884c\u3092\u7e70\u308a\u8fd4\u3059\u3002\u30eb\u30fc\u30d7\u5185\u3067\u30e1\u30c3\u30bb\u30fc\u30b8\u5c65\u6b74\u30fb\u30c4\u30fc\u30eb\u5b9f\u884c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7ba1\u7406\u3057\u3001\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u767a\u52d5\u3084\u30e6\u30fc\u30b6\u30fc\u4e2d\u65ad\u306a\u3069\u306e\u7d42\u4e86\u6761\u4ef6\u3092\u76e3\u8996\u3059\u308b<\/td><td>\u30eb\u30fc\u30d7\u672c\u4f53\u306f\u5358\u7d14\u306awhile\u30eb\u30fc\u30d7\u3002\u30eb\u30fc\u30d7\u5192\u982d\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u306e\u8981\u5426\u3092\u5224\u5b9a\u3057\u3001\u5fc5\u8981\u306a\u3089\u88dc\u52a9\u30e2\u30c7\u30eb\u3067\u8981\u7d04\u3057\u3066\u304b\u3089\u672c\u4f53\u63a8\u8ad6\u306b\u9032\u3080\u3002\u8907\u6570LLM\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\uff08Anthropic\/Gemini\/OpenAI\/Codex\uff09\u306e\u5fdc\u7b54\u5f62\u5f0f\u3092\u7d71\u4e00\u7684\u306b\u51e6\u7406\u3059\u308b\u5909\u63db\u5c64\u3092\u631f\u3080<\/td><td>\u81ea\u8eab\u306fReAct\u30eb\u30fc\u30d7\u3092\u6301\u305f\u306a\u3044\u3002YAML\u30de\u30cb\u30d5\u30a7\u30b9\u30c8\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d7\u30ed\u30bb\u30b9\u3092\u8d77\u52d5\u3057\u3001HTTP\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3078\u306e\u5b9a\u671f\u7684\u306a\u30d8\u30eb\u30b9\u30d7\u30ed\u30fc\u30d6\u3067\u751f\u6b7b\u3092\u76e3\u8996\u3059\u308b\u3060\u3051\u3002\u63a8\u8ad6\u306f\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5b8c\u5168\u59d4\u8b72<\/td><td>Gateway\u5236\u5fa1\u30d7\u30ec\u30fc\u30f3\u304c\u30c1\u30e3\u30f3\u30cd\u30eb\u304b\u3089\u306e\u30a4\u30d9\u30f3\u30c8\u3092\u53d7\u4fe1\u3057\u3001\u30eb\u30fc\u30bf\u30fc\u304c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30bb\u30c3\u30b7\u30e7\u30f3\u3078\u30c7\u30a3\u30b9\u30d1\u30c3\u30c1\u3002\u5404\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306fPlugin SDK\u7d4c\u7531\u3067\u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3057ReAct\u30eb\u30fc\u30d7\u3092\u5b9f\u884c\u3002\u30b3\u30a2\u81ea\u4f53\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ed\u30b8\u30c3\u30af\u3092\u6301\u305f\u305a\u30a4\u30d9\u30f3\u30c8\u30d0\u30b9\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b<\/td><\/tr>\n <tr><td>\u7d42\u4e86\u6761\u4ef6<\/td><td>\u6700\u7d42\u56de\u7b54 \/ \u6700\u5927\u30bf\u30fc\u30f3\u6570\u8d85\u904e \/ \u30c8\u30fc\u30af\u30f3\u4e88\u7b97\u67af\u6e07 \/ \u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u767a\u52d5 \/ \u30e6\u30fc\u30b6\u30fc\u4e2d\u65ad<\/td><td>\u6700\u7d42\u56de\u7b54 \/ \u30b3\u30b9\u30c8\u4e88\u7b97\u4e0a\u9650 \/ \u30a8\u30e9\u30fc\u9023\u7d9a \/ \u30e6\u30fc\u30b6\u30fc\u4e2d\u65ad<\/td><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d7\u30ed\u30bb\u30b9\u6b63\u5e38\u7d42\u4e86 \/ \u30d8\u30eb\u30b9\u30d7\u30ed\u30fc\u30d6\u9023\u7d9a\u5931\u6557 \/ Blueprint\u5b9a\u7fa9\u306e\u7d42\u4e86\u6761\u4ef6\u6210\u7acb<\/td><td>\u30bb\u30c3\u30b7\u30e7\u30f3\u7d42\u4e86\u30b3\u30de\u30f3\u30c9 \/ \u30c1\u30e3\u30f3\u30cd\u30eb\u5207\u65ad \/ \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d7\u30ed\u30bb\u30b9\u7d42\u4e86 \/ \u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u8a2d\u5b9a<\/td><\/tr>\n <tr><td>\u72b6\u614b\u306e\u53d7\u3051\u6e21\u3057\u65b9\u6cd5<\/td><td>\u30bf\u30fc\u30f3\u3054\u3068\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u5c65\u6b74\u30fb\u30c4\u30fc\u30eb\u5b9f\u884c\u7d50\u679c\u3092\u7a4d\u307f\u4e0a\u3052\u3066\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u3002Git\u30b3\u30df\u30c3\u30c8\u304c\u6697\u9ed9\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b<\/td><td>\u4f1a\u8a71\u5c65\u6b74\u30ea\u30b9\u30c8\u3092\u30df\u30e5\u30fc\u30bf\u30d6\u30eb\u306b\u8ffd\u8a18\u3059\u308b\u65b9\u5f0f\u3002\u305f\u3060\u3057\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u6642\u306f\u5c65\u6b74\u3092\u518d\u69cb\u6210\u3059\u308b\u305f\u3081\u3001\u5727\u7e2e\u524d\u5f8c\u306e\u5883\u754c\u304c\u30ed\u30b0\u306b\u8a18\u9332\u3055\u308c\u308b<\/td><td>\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u306e\u72b6\u614b\u3092JSON\u30d5\u30a1\u30a4\u30eb\u306b\u6c38\u7d9a\u5316\u3002\u8907\u6570\u306eCLI\u30d7\u30ed\u30bb\u30b9\u304c\u540c\u6642\u306b\u8aad\u307f\u66f8\u304d\u3059\u308b\u969b\u306fmkdir\u306e\u30a2\u30c8\u30df\u30c3\u30af\u6027\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u30ed\u30c3\u30af\u3067\u6392\u4ed6\u5236\u5fa1<\/td><td>\u30bb\u30c3\u30b7\u30e7\u30f3\u5358\u4f4d\u306e\u72b6\u614b\u3092Gateway\u304c\u4e00\u5143\u7ba1\u7406\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30c0\u30d7\u30bf\u304c\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u6b63\u898f\u5316\u3057\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u30a4\u30d9\u30f3\u30c8\u3068\u3057\u3066\u6ce8\u5165\u3002\u30bb\u30c3\u30b7\u30e7\u30f3\u518d\u958b\u6642\u3082\u540c\u4e00\u72b6\u614b\u304b\u3089\u7d99\u7d9a\u3067\u304d\u308b\u8a2d\u8a08<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">2<\/span> \u30c4\u30fc\u30eb\u30b7\u30b9\u30c6\u30e0 (Tools) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u30c4\u30fc\u30eb\u7a2e\u5225<\/td><td>40\u4ee5\u4e0a\u3092\u5185\u8535\u3002\u30b7\u30a7\u30eb\u5b9f\u884c\u30fb\u30d5\u30a1\u30a4\u30eb\u7de8\u96c6\u30fb\u30b3\u30fc\u30c9\u691c\u7d22\u30fbWeb\u30a2\u30af\u30bb\u30b9\u30fb\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8d77\u52d5\u306a\u3069\u958b\u767a\u8005\u5411\u3051\u64cd\u4f5c\u5168\u822c<\/td><td>40\u4ee5\u4e0a\u3092\u5185\u8535\u3002\u30bf\u30fc\u30df\u30ca\u30eb\u30fb\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u30fb\u30d6\u30e9\u30a6\u30b6\u30fb\u5404\u30c1\u30e3\u30c3\u30c8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9001\u53d7\u4fe1\u30fb\u753b\u50cf\u751f\u6210\u30fb\u30bf\u30b9\u30af\u59d4\u8b72\u30fb\u5b9a\u671f\u5b9f\u884c\u306a\u3069<\/td><td>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30dd\u30ea\u30b7\u30fc\u7ba1\u7406\u30fb\u8a8d\u8a3c\u60c5\u5831\u64cd\u4f5c\u30fb\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u76e3\u8996\u306b\u7279\u5316\u3002\u6c4e\u7528\u30c4\u30fc\u30eb\u306f\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u59d4\u306d\u308b<\/td><td>Plugin SDK\u7d4c\u7531\u3067\u52d5\u7684\u30ed\u30fc\u30c9\u3002131\u62e1\u5f35\u6a5f\u80fd\uff08\u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30c0\u30d7\u30bf\u30fb\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u30fb\u30e1\u30c7\u30a3\u30a2\u751f\u6210\u30fb\u97f3\u58f0\u30fb\u30d6\u30e9\u30a6\u30b6\u7b49\uff09\u306853\u30b9\u30ad\u30eb\u3092\u63d0\u4f9b\u3002MCP\u30b5\u30fc\u30d0\u30fc\u3082\u62e1\u5f35\u6a5f\u80fd\u3068\u3057\u3066\u7d71\u5408\u53ef\u80fd<\/td><\/tr>\n <tr><td>\u52d5\u7684\u30c4\u30fc\u30eb\u8ffd\u52a0<\/td><td>MCP\u30d7\u30ed\u30c8\u30b3\u30eb\u3067\u5916\u90e8\u30b5\u30fc\u30d0\u30fc\u306e\u30c4\u30fc\u30eb\u3092\u5b9f\u884c\u6642\u306b\u53d6\u5f97\u3057\u3001\u5185\u8535\u30c4\u30fc\u30eb\u3068\u30de\u30fc\u30b8\u3057\u3066\u4e00\u672c\u306e\u30ea\u30b9\u30c8\u3068\u3057\u3066\u30e2\u30c7\u30eb\u306b\u63d0\u793a<\/td><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u904e\u53bb\u306e\u5b9f\u884c\u7d4c\u9a13\u304b\u3089\u30b9\u30ad\u30eb\uff08\u30c4\u30fc\u30eb\u5b9a\u7fa9\uff09\u3092\u81ea\u52d5\u751f\u6210\u30fb\u4fdd\u5b58\u3002\u6b21\u56de\u304b\u3089\u518d\u5229\u7528\u53ef\u80fd\u306b\u306a\u308b\u81ea\u5df1\u62e1\u5f35\u578b\u306e\u4ed5\u7d44\u307f<\/td><td>YAML\u30de\u30cb\u30d5\u30a7\u30b9\u30c8\u306b\u5217\u6319\u3055\u308c\u305f\u30c4\u30fc\u30eb\u306e\u307f\u6709\u52b9\u5316\u3002\u30dd\u30ea\u30b7\u30fc\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c5\u6bb5\u968e\uff08deny list \u2192 \u30d7\u30ed\u30d5\u30a1\u30a4\u30eb \u2192 \u30d7\u30ed\u30d0\u30a4\u30c0\u30fc \u2192 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 \u2192 \u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\uff09\u3067\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/td><td>pnpm\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u53ef\u80fd\u3002Plugin API\u3067\u65b0\u898f\u62e1\u5f35\u6a5f\u80fd\u3092\u958b\u767a\u30fb\u8ffd\u52a0\u3002\u30b9\u30ad\u30eb\u306fSKILL.md\u3067\u5b9a\u7fa9\u3057\u305fMarkdown\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u30ed\u30fc\u30c9\u3002\u5b9f\u884c\u6642\u306e\u30db\u30c3\u30c8\u30ea\u30ed\u30fc\u30c9\u5bfe\u5fdc<\/td><\/tr>\n <tr><td>\u4e26\u5217\u5b9f\u884c<\/td><td>\u526f\u4f5c\u7528\u304c\u306a\u3044\u8aad\u307f\u53d6\u308a\u5c02\u7528\u30c4\u30fc\u30eb\u306f\u4e26\u5217\u8d77\u52d5\u53ef\u3002\u30d5\u30a1\u30a4\u30eb\u5909\u66f4\u3092\u4f34\u3046\u64cd\u4f5c\u306f\u9010\u6b21\u5b9f\u884c<\/td><td>\u5b9f\u884c\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092Local\/Docker\/Modal\u304b\u3089\u9078\u629e\u3002\u5404\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u304c\u72ec\u7acb\u3057\u305f\u9694\u96e2\u74b0\u5883\u3067\u30c4\u30fc\u30eb\u3092\u52d5\u304b\u3059<\/td><td>\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9Pod\u5358\u4f4d\u3067\u5b8c\u5168\u9694\u96e2\u3002Pod\u9593\u306fK8s\u5185\u90e8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u307f\u3067\u901a\u4fe1<\/td><td>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u3088\u308a\u8907\u6570\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u4e26\u5217\u5b9f\u884c\u3002Gateway\u304cWorker\u30b9\u30ec\u30c3\u30c9\u7ba1\u7406\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u5225\u306e\u72ec\u7acb\u3057\u305f\u5b9f\u884c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4fdd\u8a3c<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">3<\/span> \u30e1\u30e2\u30ea\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3 (Memory) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u69cb\u9020<\/td><td>\u30d5\u30a1\u30a4\u30eb\u30d9\u30fc\u30b9\u306e\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u3002\u8efd\u91cf\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff08MEMORY.md\uff09\u306f\u5e38\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u8aad\u307f\u8fbc\u307e\u308c\u3001\u8a73\u7d30\u306f\u30c8\u30d4\u30c3\u30af\u5225\u30d5\u30a1\u30a4\u30eb\u306b\u5206\u3051\u3066\u7ba1\u7406\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u5bb9\u91cf\u3092\u53b3\u5b88\u3057\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u3092\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u8aad\u307f\u8fbc\u3080<\/td><td>\u30bf\u30fc\u30f3\u958b\u59cb\u524d\u306b\u5168\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304b\u3089\u8a18\u61b6\u3092\u53d6\u5f97\u3057\u300c\u3053\u308c\u306f\u80cc\u666f\u60c5\u5831\u3067\u3059\u300d\u3068\u3044\u3046\u30d5\u30a7\u30f3\u30b9\u30bf\u30b0\u3067\u56f2\u3093\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u6ce8\u5165\u3002\u30bf\u30fc\u30f3\u5b8c\u4e86\u5f8c\u306b\u975e\u540c\u671f\u3067\u5168\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u66f8\u304d\u623b\u3059\u3002\u5185\u85351\u4ef6\uff0b\u5916\u90e81\u4ef6\u306e\u6700\u59272\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u69cb\u6210\uff08\u30c4\u30fc\u30eb\u5b9a\u7fa9\u306e\u80a5\u5927\u5316\u9632\u6b62\uff09<\/td><td>\u72ec\u81ea\u30e1\u30e2\u30ea\u6a5f\u69cb\u3092\u6301\u305f\u306a\u3044\u3002\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u518d\u69cb\u7bc9\u6642\u306b\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\uff0f\u30ea\u30b9\u30c8\u30a2\u3059\u308b\u4ed5\u7d44\u307f\u306e\u307f<\/td><td><code>context-engine\/<\/code>\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3088\u308b\u30bb\u30c3\u30b7\u30e7\u30f3\u6c38\u7d9a\u5316\u3002<code>active-memory<\/code>\u62e1\u5f35\u6a5f\u80fd\u3067\u30a2\u30af\u30c6\u30a3\u30d6\u30e1\u30e2\u30ea\u7ba1\u7406\u3002memory-host-SDK\u3067\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30e1\u30e2\u30ea\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3082\u7d71\u5408\u53ef\u80fd\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u5225\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5225\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u5206\u96e2\u3092\u5b9f\u73fe<\/td><\/tr>\n <tr><td>\u4fe1\u983c\u6027\u306e\u6271\u3044<\/td><td>\u300c\u30e1\u30e2\u30ea\u306f\u30d2\u30f3\u30c8\u3067\u3042\u308a\u771f\u5b9f\u3067\u306f\u306a\u3044\u300d\u304c\u539f\u5247\u3002\u30b3\u30fc\u30c9\u3084\u8a2d\u5b9a\u3092\u5909\u66f4\u3059\u308b\u524d\u306b\u5fc5\u305a\u73fe\u5728\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3093\u3067\u8a18\u61b6\u3068\u7167\u5408\u3059\u308b<\/td><td>1\u3064\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u306e\u66f8\u304d\u8fbc\u307f\u304c\u5931\u6557\u3057\u3066\u3082\u4ed6\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u30d6\u30ed\u30c3\u30af\u3055\u308c\u306a\u3044\u3002\u5931\u6557\u306f\u9ed9\u3063\u3066\u7121\u8996\u3057\u6b21\u56de\u30bf\u30fc\u30f3\u3067\u518d\u8a66\u884c<\/td><td>\u30de\u30cb\u30d5\u30a7\u30b9\u30c8\u306b\u5b9a\u7fa9\u3055\u308c\u305fstate_dirs\u306e\u307f\u5bfe\u8c61\u3002\u305d\u308c\u4ee5\u5916\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u5bfe\u8c61\u5916<\/td><td>\u30bb\u30c3\u30b7\u30e7\u30f3\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\uff08~\/.openclaw\/agents\/\uff09\u3078\u306e\u6c38\u7d9a\u5316\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u5207\u65ad\u5f8c\u3082\u30bb\u30c3\u30b7\u30e7\u30f3\u72b6\u614b\u3092\u4fdd\u6301\u3057\u518d\u63a5\u7d9a\u6642\u306b\u5fa9\u5143\u3002\u30e1\u30e2\u30ea\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u66f8\u304d\u8fbc\u307f\u5931\u6557\u306f\u500b\u5225\u306b\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0<\/td><\/tr>\n <\/tbody>\n <\/table>\n <div style=\"margin:16px 0 0;padding:20px 24px;background:linear-gradient(135deg,#fffbeb 0%,#fef9f0 100%);border:1px solid #e5e7eb;border-radius:12px;\">\n <h4 style=\"font-size:0.95rem;font-weight:700;color:#1f2937;margin-bottom:16px;\">💡 \u30e1\u30e2\u30ea\u4ed5\u7d44\u307f\u306e\u8a73\u7d30\u89e3\u8aac<\/h4>\n <div style=\"display:grid;grid-template-columns:repeat(2,1fr);gap:16px;\">\n <div style=\"background:#fff;border:1px solid #fcd34d;border-radius:8px;padding:14px;\">\n <div style=\"font-size:0.8rem;font-weight:700;color:#92400e;margin-bottom:6px;\">🟠 Claude Code \u2014 \u30d2\u30f3\u30c8\u578b\u30e1\u30e2\u30ea<\/div>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\">\u30e1\u30e2\u30ea\u306f\u300c\u4e8b\u5b9f\u300d\u3067\u306f\u306a\u304f\u300c\u30d2\u30f3\u30c8\u300d\u3068\u3057\u3066\u6271\u308f\u308c\u307e\u3059\u3002<code style=\"background:#fef3c7;padding:1px 4px;border-radius:3px;font-size:0.78rem;\">MEMORY.md<\/code>\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u5e38\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u8f09\u308a\u307e\u3059\u304c\u30011\u9805\u76ee\u3042\u305f\u308a\u7d04150\u5b57\u306b\u53b3\u683c\u306b\u5236\u9650\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5927\u91cf\u306e\u8a18\u61b6\u304c\u30c8\u30fc\u30af\u30f3\u3092\u5727\u8feb\u3059\u308b\u554f\u984c\u3092\u9632\u304e\u307e\u3059\u3002<\/p>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\">\u8a73\u7d30\u306f<strong>Tier 2\uff08\u30c8\u30d4\u30c3\u30af\u30d5\u30a1\u30a4\u30eb\uff09<\/strong>\u306b\u683c\u7d0d\u3055\u308c\u3001\u5fc5\u8981\u306a\u6642\u3060\u3051\u8aad\u307f\u8fbc\u307e\u308c\u307e\u3059\uff08\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30ed\u30fc\u30c9\uff09\u3002\u3055\u3089\u306b\u691c\u7d22\u5c02\u7528\u306e<strong>Tier 3\uff08\u751f\u30c6\u30ad\u30b9\u30c8\uff09<\/strong>\u304c\u5b58\u5728\u3057\u3001\u53c2\u7167\u306f\u3059\u308b\u304c\u5e38\u6642\u30ed\u30fc\u30c9\u306f\u3057\u307e\u305b\u3093\u3002<\/p>\n <div style=\"background:#fef3c7;border-left:3px solid #d97706;padding:8px 10px;border-radius:0 6px 6px 0;font-size:0.8rem;color:#92400e;\">⚠️ <strong>\u306a\u305c\u30d5\u30a1\u30a4\u30eb\u7167\u5408\u304c\u5fc5\u8981\u304b\uff1a<\/strong>\u30b3\u30fc\u30c9\u3084\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3059\u308b\u524d\u306b\u3001\u5fc5\u305a\u73fe\u5728\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3093\u3067\u8a18\u61b6\u3068\u7167\u5408\u3057\u307e\u3059\u3002\u30e1\u30e2\u30ea\u304c\u53e4\u3044\u60c5\u5831\u3092\u6307\u3057\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001\u5b9f\u30d5\u30a1\u30a4\u30eb\u304c\u6b63\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u305f\u3081\u3067\u3059\u3002<\/div>\n <\/div>\n <div style=\"background:#fff;border:1px solid #c4b5fd;border-radius:8px;padding:14px;\">\n <div style=\"font-size:0.8rem;font-weight:700;color:#5b21b6;margin-bottom:6px;\">🟣 Hermes Agent \u2014 \u30d5\u30a7\u30f3\u30b9\u30bf\u30b0\u6ce8\u5165\u578b\u30e1\u30e2\u30ea<\/div>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\">\u30bf\u30fc\u30f3\u958b\u59cb\u524d\u306b\u3059\u3079\u3066\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304b\u3089\u8a18\u61b6\u3092\u53d6\u5f97\u3057\u3001\u300c\u3053\u308c\u306f\u80cc\u666f\u60c5\u5831\u3067\u3059\u300d\u3068\u3044\u3046\u30d5\u30a7\u30f3\u30b9\u30bf\u30b0\u3067\u56f2\u3093\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u6ce8\u5165\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u304c\u300c\u8a18\u61b6\u300d\u3068\u300c\u73fe\u5728\u306e\u4f1a\u8a71\u300d\u3092\u6df7\u540c\u3057\u306a\u3044\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\">\u6700\u5927<strong>2\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc<\/strong>\uff08\u5185\u85351\u4ef6\uff0b\u5916\u90e81\u4ef6\uff09\u306b\u5236\u9650\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u306f\u30c4\u30fc\u30eb\u5b9a\u7fa9\u306e\u80a5\u5927\u5316\u3092\u9632\u3050\u305f\u3081\u306e\u610f\u56f3\u7684\u306a\u5236\u7d04\u3067\u3059\u3002\u30bf\u30fc\u30f3\u5b8c\u4e86\u5f8c\u306f\u975e\u540c\u671f\u3067\u5168\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u66f8\u304d\u623b\u3057\u307e\u3059\u3002<\/p>\n <div style=\"background:#ede9fe;border-left:3px solid #7c3aed;padding:8px 10px;border-radius:0 6px 6px 0;font-size:0.8rem;color:#5b21b6;\">⚠️ <strong>\u975e\u540c\u671fwrite-back\u306e\u30ea\u30b9\u30af\uff1a<\/strong>\u66f8\u304d\u8fbc\u307f\u5931\u6557\u306f\u9ed9\u3063\u3066\u7121\u8996\uff08silent fail\uff09\u3055\u308c\u307e\u3059\u30021\u3064\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304c\u5931\u6557\u3057\u3066\u3082\u4ed6\u306f\u30d6\u30ed\u30c3\u30af\u3055\u308c\u307e\u305b\u3093\u304c\u3001\u6b21\u56de\u30bf\u30fc\u30f3\u307e\u3067\u8a18\u61b6\u304c\u66f4\u65b0\u3055\u308c\u307e\u305b\u3093\u3002<\/div>\n <\/div>\n <div style=\"background:#fff;border:1px solid #6ee7b7;border-radius:8px;padding:14px;\">\n <div style=\"font-size:0.8rem;font-weight:700;color:#065f46;margin-bottom:6px;\">🟢 NemoClaw \u2014 \u30e1\u30e2\u30ea\u30ec\u30b9\u8a2d\u8a08\uff08\u59d4\u8b72\u578b\uff09<\/div>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\">NemoClaw\u306f\u72ec\u81ea\u306e\u30e1\u30e2\u30ea\u6a5f\u69cb\u3092\u4e00\u5207\u6301\u3061\u307e\u305b\u3093\u3002\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u518d\u69cb\u7bc9\u6642\u306b\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u30fb\u30ea\u30b9\u30c8\u30a2\u3059\u308b\u3060\u3051\u3067\u3059\u3002\u3053\u308c\u306f<strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5206\u96e2\u306e\u54f2\u5b66<\/strong>\u306b\u57fa\u3065\u304f\u610f\u56f3\u7684\u306a\u8a2d\u8a08\u3067\u3059\u3002<\/p>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a18\u61b6\u7ba1\u7406\u306f\u3059\u3079\u3066<strong>OpenClaw\uff08\u307e\u305f\u306f\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff09<\/strong>\u306b\u59d4\u8b72\u3055\u308c\u307e\u3059\u3002NemoClaw\u81ea\u8eab\u306f\u30e1\u30e2\u30ea\u3092\u300c\u77e5\u3089\u306a\u3044\u300d\u3053\u3068\u3067\u3001\u30e1\u30e2\u30ea\u3078\u306e\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u3084\u6539\u3056\u3093\u306e\u30ea\u30b9\u30af\u3092\u6392\u9664\u3057\u307e\u3059\u3002<\/p>\n <div style=\"background:#d1fae5;border-left:3px solid #059669;padding:8px 10px;border-radius:0 6px 6px 0;font-size:0.8rem;color:#065f46;\">✅ <strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0a\u306e\u5229\u70b9\uff1a<\/strong>\u30e1\u30e2\u30ea\u3092\u6301\u305f\u306a\u3044\u3053\u3068\u3067\u653b\u6483\u9762\u7a4d\u3092\u6700\u5c0f\u5316\u3002\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5916\u3078\u306e\u8a18\u61b6\u6f0f\u6d29\u30ea\u30b9\u30af\u304c\u30bc\u30ed\u3067\u3059\u3002<\/div>\n <\/div>\n <div style=\"background:#fff;border:1px solid #93c5fd;border-radius:8px;padding:14px;\">\n <div style=\"font-size:0.8rem;font-weight:700;color:#1e40af;margin-bottom:6px;\">🔵 OpenClaw \u2014 \u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u578b\u30bb\u30c3\u30b7\u30e7\u30f3\u6c38\u7d9a\u5316<\/div>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\"><code style=\"background:#eff6ff;padding:1px 4px;border-radius:3px;font-size:0.78rem;\">context-engine<\/code>\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u6c38\u7d9a\u5316\u3057\u3001<code style=\"background:#eff6ff;padding:1px 4px;border-radius:3px;font-size:0.78rem;\">active-memory<\/code>\u62e1\u5f35\u6a5f\u80fd\u3067\u30a2\u30af\u30c6\u30a3\u30d6\u30e1\u30e2\u30ea\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002\u3055\u3089\u306b<code style=\"background:#eff6ff;padding:1px 4px;border-radius:3px;font-size:0.78rem;\">memory-host-SDK<\/code>\u3067\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30e1\u30e2\u30ea\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3082\u7d71\u5408\u53ef\u80fd\u3067\u3059\u3002<\/p>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\"><strong>\u30c1\u30e3\u30f3\u30cd\u30eb\u5225\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5225\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u5206\u96e2<\/strong>\u304c\u5b9f\u73fe\u3055\u308c\u3066\u304a\u308a\u3001Telegram\u3067\u306e\u4f1a\u8a71\u3068Discord\u3067\u306e\u4f1a\u8a71\u304c\u6df7\u3056\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002<code style=\"background:#eff6ff;padding:1px 4px;border-radius:3px;font-size:0.78rem;\">~\/.openclaw\/agents\/<\/code>\u306b\u6c38\u7d9a\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n <div style=\"background:#eff6ff;border-left:3px solid #2563eb;padding:8px 10px;border-radius:0 6px 6px 0;font-size:0.8rem;color:#1e40af;\">✅ <strong>\u30c1\u30e3\u30f3\u30cd\u30eb\u5225\u5206\u96e2\u306e\u5229\u70b9\uff1a<\/strong>20\u4ee5\u4e0a\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6a2a\u65ad\u3057\u3066\u3082\u3001\u5404\u30c1\u30e3\u30f3\u30cd\u30eb\u306e\u4f1a\u8a71\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u72ec\u7acb\u3057\u3066\u4fdd\u6301\u3055\u308c\u307e\u3059\u3002<\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">4<\/span> \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406 (Context Management) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/td><td>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u4f7f\u7528\u91cf\u304c\u95be\u5024\u3092\u8d85\u3048\u308b\u3068\u81ea\u52d5\u7684\u306b\u53e4\u3044\u30bf\u30fc\u30f3\u3092\u8981\u7d04\u30fb\u5727\u7e2e\u3059\u308b\uff08\u30aa\u30fc\u30c8\u30b3\u30f3\u30d1\u30af\u30c8\uff09\u3002API\u30a8\u30e9\u30fc\u767a\u751f\u6642\u306b\u3082\u7e2e\u5c0f\u51e6\u7406\u3092\u884c\u3046\u3002\u91cd\u8907\u3059\u308b\u30c4\u30fc\u30eb\u7d50\u679c\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3066\u6392\u9664\u3059\u308b<\/td><td>5\u6bb5\u968e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3002\u2460\u30c4\u30fc\u30eb\u7d50\u679c\u30921\u884c\u306b\u5727\u7e2e\u2461\u5148\u982dN\u4ef6\u3068\u672b\u5c3e20K\u76f8\u5f53\u306e\u30c8\u30fc\u30af\u30f3\u3092\u4fdd\u8b77\u3057\u3001\u4e2d\u9593\u90e8\u5206\u306e\u307f\u8981\u7d04\u5bfe\u8c61\u306b\u2462\u88dc\u52a9\u30e2\u30c7\u30eb\u304c\u300c\u30a2\u30af\u30c6\u30a3\u30d6\u30bf\u30b9\u30af\u30fb\u5b8c\u4e86\u6e08\u307f\u64cd\u4f5c\u30fb\u6b8b\u4f5c\u696d\u300d\u7b49\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3067\u69cb\u9020\u5316\u8981\u7d04\u2463API\u898f\u7d04\u4e0a\u30da\u30a2\u3067\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\/\u7d50\u679c\u304c\u5b64\u7acb\u3057\u306a\u3044\u3088\u3046\u30b9\u30bf\u30d6\u3067\u88dc\u5b8c\u2464\u8981\u7d04\u306b\u300c\u3053\u308c\u306f\u80cc\u666f\u60c5\u5831\u3067\u3059\u300d\u306e\u514d\u8cac\u6587\u3092\u4ed8\u4e0e<\/td><td>\u72ec\u81ea\u306e\u52d5\u7684\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406\u3092\u6301\u305f\u306a\u3044\u3002YAML\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8a2d\u5b9a\u304c\u9759\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066\u56fa\u5b9a<\/td><td>Gateway\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u5883\u754c\u306e\u7ba1\u7406\u306e\u307f\u62c5\u5f53\u3002\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u30fb\u7ba1\u7406\u306f\u5404\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u62e1\u5f35\u6a5f\u80fd\u306b\u59d4\u8b72\u3002Anthropic\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306a\u3089\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u3092\u6d3b\u7528\u3001OpenAI\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306a\u3089\u72ec\u81ea\u306e\u5727\u7e2e\u6226\u7565\u3092\u9069\u7528\u3059\u308b\u5206\u6563\u30a2\u30d7\u30ed\u30fc\u30c1<\/td><\/tr>\n <tr><td>\u30a2\u30f3\u30c1\u30b9\u30e9\u30c3\u30b7\u30f3\u30b0<\/td><td>\u30b3\u30f3\u30d1\u30af\u30b7\u30e7\u30f3\u5b9f\u884c\u5f8c\u306f\u518d\u5b9f\u884c\u3055\u308c\u306a\u3044\u3088\u3046\u30ac\u30fc\u30c9\u6761\u4ef6\u3092\u8a2d\u3051\u308b\u3002\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u30c8\u30fc\u30af\u30f3\u4e88\u7b97\u5f15\u304d\u7d99\u304e\u306b\u5bfe\u5fdc<\/td><td>\u76f4\u8fd12\u56de\u306e\u5727\u7e2e\u3067\u305d\u308c\u305e\u308c10%\u672a\u6e80\u3057\u304b\u30c8\u30fc\u30af\u30f3\u304c\u6e1b\u3089\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u6b21\u56de\u5727\u7e2e\u3092\u30b9\u30ad\u30c3\u30d7\u3002\u7121\u99c4\u306a\u88dc\u52a9\u30e2\u30c7\u30eb\u547c\u3073\u51fa\u3057\u3092\u9632\u3050<\/td><td>N\/A<\/td><td>\u5404\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u5b9f\u88c5\u306b\u4f9d\u5b58\u3002\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3054\u3068\u306e\u6700\u9069\u5316\u306b\u59d4\u4efb\u3059\u308b\u8a2d\u8a08\u306e\u305f\u3081\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u5074\u306e\u30a2\u30f3\u30c1\u30b9\u30e9\u30c3\u30b7\u30f3\u30b0\u6a5f\u69cb\u306f\u6301\u305f\u306a\u3044<\/td><\/tr>\n <tr><td>\u91cd\u8981\u60c5\u5831\u306e\u914d\u7f6e<\/td><td>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5148\u982d\u3068\u672b\u5c3e\u306b\u914d\u7f6e\uff08\u4e2d\u9593\u4f4d\u7f6e\u306e\u60c5\u5831\u304c\u5fd8\u308c\u3089\u308c\u3084\u3059\u3044\u300cLost in the Middle\u300d\u554f\u984c\u3078\u306e\u5bfe\u7b56\uff09<\/td><td>\u5727\u7e2e\u6642\u306b\u672b\u5c3e\u30c8\u30fc\u30af\u30f3\u4e88\u7b97\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u65b0\u306e\u30e6\u30fc\u30b6\u30fc\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u5fc5\u305a\u975e\u5727\u7e2e\u9818\u57df\u306b\u6b8b\u308b\u3088\u3046\u8a2d\u8a08<\/td><td>Blueprint\u5b9a\u7fa9\u5185\u306b\u9759\u7684\u914d\u7f6e<\/td><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3054\u3068\u306b\u8a2d\u5b9a\u53ef\u80fd\u306a\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u56fa\u5b9a\u60c5\u5831\u3092\u7ba1\u7406\u3002\u30b9\u30ad\u30eb\u5b9a\u7fa9\uff08SKILL.md\uff09\u3068memory-host-SDK\u306b\u3088\u308b\u52d5\u7684\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u6ce8\u5165\u3067\u88dc\u5b8c<\/td><\/tr>\n <\/tbody>\n <\/table>\n <div style=\"margin:16px 0 0;padding:20px 24px;background:linear-gradient(135deg,#f0fdf4 0%,#f8fafc 100%);border:1px solid #e5e7eb;border-radius:12px;\">\n <h4 style=\"font-size:0.95rem;font-weight:700;color:#1f2937;margin-bottom:16px;\">📊 \u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u306e\u6bd4\u8f03\u3068\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a73\u7d30<\/h4>\n <div style=\"margin-bottom:20px;\">\n <div style=\"font-size:0.82rem;font-weight:600;color:#4b5563;margin-bottom:10px;\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u306b\u3088\u308b\u30c8\u30fc\u30af\u30f3\u524a\u6e1b\u7387\u306e\u6bd4\u8f03<\/div>\n <div style=\"display:flex;flex-direction:column;gap:10px;\">\n <div>\n <div style=\"display:flex;justify-content:space-between;font-size:0.78rem;color:#374151;margin-bottom:3px;\"><span>🟠 Claude Code<\/span><span style=\"font-weight:700;color:#d97706;\">26\u301c54%\u524a\u6e1b\uff08\u63a8\u8ad6\u7cbe\u5ea695%\u4ee5\u4e0a\u7dad\u6301\uff09<\/span><\/div>\n <div style=\"background:#f3f4f6;border-radius:999px;height:14px;overflow:hidden;\"><div style=\"width:40%;height:100%;background:linear-gradient(90deg,#fcd34d,#d97706);border-radius:999px;position:relative;\"><span style=\"position:absolute;right:6px;top:0;line-height:14px;font-size:0.65rem;color:#fff;font-weight:700;\">\u301c40%<\/span><\/div><\/div>\n <\/div>\n <div>\n <div style=\"display:flex;justify-content:space-between;font-size:0.78rem;color:#374151;margin-bottom:3px;\"><span>🟣 Hermes Agent<\/span><span style=\"font-weight:700;color:#7c3aed;\">\u52d5\u7684\uff08\u30a2\u30f3\u30c1\u30b9\u30e9\u30c3\u30b7\u30f3\u30b0\u5236\u5fa1\u4ed8\u304d\uff09<\/span><\/div>\n <div style=\"background:#f3f4f6;border-radius:999px;height:14px;overflow:hidden;\"><div style=\"width:55%;height:100%;background:linear-gradient(90deg,#c4b5fd,#7c3aed);border-radius:999px;position:relative;\"><span style=\"position:absolute;right:6px;top:0;line-height:14px;font-size:0.65rem;color:#fff;font-weight:700;\">\u6700\u592755%+<\/span><\/div><\/div>\n <\/div>\n <div>\n <div style=\"display:flex;justify-content:space-between;font-size:0.78rem;color:#374151;margin-bottom:3px;\"><span>🟢 NemoClaw<\/span><span style=\"font-weight:700;color:#059669;\">0%\uff08\u9759\u7684\u30fb\u5727\u7e2e\u306a\u3057\uff09<\/span><\/div>\n <div style=\"background:#f3f4f6;border-radius:999px;height:14px;overflow:hidden;\"><div style=\"width:0%;height:100%;background:linear-gradient(90deg,#6ee7b7,#059669);border-radius:999px;\"><\/div><\/div>\n <\/div>\n <div>\n <div style=\"display:flex;justify-content:space-between;font-size:0.78rem;color:#374151;margin-bottom:3px;\"><span>🔵 OpenClaw<\/span><span style=\"font-weight:700;color:#2563eb;\">\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u4f9d\u5b58\uff08Prompt Caching\u6d3b\u7528\uff09<\/span><\/div>\n <div style=\"background:#f3f4f6;border-radius:999px;height:14px;overflow:hidden;\"><div style=\"width:30%;height:100%;background:linear-gradient(90deg,#93c5fd,#2563eb);border-radius:999px;position:relative;\"><span style=\"position:absolute;right:6px;top:0;line-height:14px;font-size:0.65rem;color:#fff;font-weight:700;\">\u301c30%<\/span><\/div><\/div>\n <\/div>\n <\/div>\n <\/div>\n <div style=\"background:#fafafa;border:1px solid #d1d5db;border-radius:8px;padding:14px;\">\n <div style=\"font-size:0.83rem;font-weight:700;color:#111827;margin-bottom:8px;\">🔄 \u30a2\u30f3\u30c1\u30b9\u30e9\u30c3\u30b7\u30f3\u30b0\uff08Anti-thrashing\uff09\u3068\u306f\uff1f<\/div>\n <p style=\"font-size:0.82rem;color:#374151;margin-bottom:8px;\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u3092\u4f55\u5ea6\u7e70\u308a\u8fd4\u3057\u3066\u3082\u3001\u30c8\u30fc\u30af\u30f3\u524a\u6e1b\u91cf\u304c\u307b\u3068\u3093\u3069\u5897\u3048\u306a\u3044\u72b6\u614b\u306b\u9665\u308b\u3053\u3068\u3092<strong>\u30b9\u30e9\u30c3\u30b7\u30f3\u30b0\uff08thrashing\uff09<\/strong>\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n <div style=\"display:grid;grid-template-columns:1fr 1fr;gap:10px;\">\n <div>\n <div style=\"font-size:0.78rem;font-weight:600;color:#dc2626;margin-bottom:4px;\">❌ \u30b9\u30e9\u30c3\u30b7\u30f3\u30b0\u304c\u8d77\u304d\u308b\u3068...<\/div>\n <ul style=\"font-size:0.78rem;color:#374151;padding-left:14px;margin:0;\"><li>\u88dc\u52a9\u30e2\u30c7\u30eb\u3078\u306eAPI\u30b3\u30b9\u30c8\u304c\u7121\u99c4\u306b\u767a\u751f<\/li><li>\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u5897\u52a0\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u304c\u60aa\u5316<\/li><li>\u524a\u6e1b\u91cf\u3088\u308a\u5727\u7e2e\u30b3\u30b9\u30c8\u306e\u65b9\u304c\u5927\u304d\u304f\u306a\u308b<\/li><\/ul>\n <\/div>\n <div>\n <div style=\"font-size:0.78rem;font-weight:600;color:#059669;margin-bottom:4px;\">✅ Hermes\u306e\u5bfe\u7b56\uff1a<\/div>\n <p style=\"font-size:0.78rem;color:#374151;margin:0;\">\u76f4\u8fd12\u56de\u306e\u5727\u7e2e\u3067\u305d\u308c\u305e\u308c<strong>10%\u672a\u6e80<\/strong>\u3057\u304b\u30c8\u30fc\u30af\u30f3\u304c\u524a\u6e1b\u3055\u308c\u306a\u304b\u3063\u305f\u5834\u5408\u3001\u6b21\u56de\u306e\u5727\u7e2e\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u307e\u3059\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">5<\/span> \u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u7bc9 (Prompt Construction) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u69cb\u7bc9\u65b9\u5f0f<\/td><td>\u968e\u5c64\u7684\u30a2\u30bb\u30f3\u30d6\u30ea: \u30b7\u30b9\u30c6\u30e0\u6307\u793a \u2192 \u30c4\u30fc\u30eb\u5b9a\u7fa9 \u2192 \u958b\u767a\u8005\u6307\u793a \u2192 \u30e6\u30fc\u30b6\u30fc\u6307\u793a\uff08CLAUDE.md\uff09 \u2192 \u4f1a\u8a71\u5c65\u6b74\u3002\u5404\u5c64\u306f\u72ec\u7acb\u3057\u3066\u5dee\u3057\u66ff\u3048\u53ef\u80fd<\/td><td>\u30e2\u30c7\u30eb\u3054\u3068\u306b\u5fdc\u7b54\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff08function_call\u3001tool_use\u3001XML\u30bf\u30b0\u306a\u3069\uff09\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u5225\u5909\u63db\u5c64\u3092\u901a\u3057\u3066\u304b\u3089\u7d71\u4e00\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u6b63\u898f\u5316\u3002\u30b9\u30ad\u30eb\u306e\u524d\u51e6\u7406\uff08\u5f15\u6570\u306e\u578b\u5909\u63db\u306a\u3069\uff09\u3082\u540c\u5c64\u3067\u5b9f\u884c<\/td><td>YAML\u30de\u30cb\u30d5\u30a7\u30b9\u30c8\u304b\u3089\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9a\u7fa9\u3092\u8aad\u307f\u8fbc\u307f\u3001\u8d77\u52d5\u6642\u306b\u56fa\u5b9a\u306e\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u3057\u3066\u8a2d\u5b9a\u3002\u52d5\u7684\u306a\u8ffd\u52a0\u306f\u884c\u308f\u306a\u3044<\/td><td>\u5404\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u5b9a\u7fa9\u3002Plugin SDK\u304c30\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fcAPI\u306e\u5dee\u7570\u3092\u5438\u53ce\u3057\u3001\u7d71\u4e00\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8a2d\u5b9a\u3067\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u5207\u308a\u66ff\u3048\u3066\u3082\u540c\u4e00\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u9020\u3092\u7dad\u6301<\/td><\/tr>\n <tr><td>\u52d5\u7684\u8981\u7d20<\/td><td>\u30e1\u30e2\u30ea\u8a18\u61b6\u30fb\u30b9\u30ad\u30eb\u5b9a\u7fa9\u30fb\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5171\u6709\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6bce\u30bf\u30fc\u30f3\u8a55\u4fa1\u3057\u3066\u5fc5\u8981\u306a\u3082\u306e\u3060\u3051\u8ffd\u8a18<\/td><td>\u30b9\u30ad\u30eb\u5b9a\u7fa9\u3092\u30e2\u30c7\u30eb\u56fa\u6709\u306e\u30c4\u30fc\u30eb\u30b9\u30ad\u30fc\u30de\u5f62\u5f0f\u306b\u5909\u63db\u3057\u3066\u304b\u3089\u8ffd\u52a0\u3002\u8907\u6570\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u5207\u308a\u66ff\u3048\u3066\u3082\u540c\u3058\u30b9\u30ad\u30eb\u304c\u4f7f\u3048\u308b\u3088\u3046\u62bd\u8c61\u5316<\/td><td>\u30de\u30cb\u30d5\u30a7\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306b\u8a18\u8f09\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u60c5\u5831\u304b\u3089\u9759\u7684\u30ed\u30fc\u30c9\u3002\u5b9f\u884c\u6642\u306b\u5909\u5316\u3057\u306a\u3044<\/td><td>\u30b9\u30ad\u30eb\u5b9a\u7fa9\uff08SKILL.md\uff09\u3068memory-host-SDK\u306b\u3088\u308b\u52d5\u7684\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u6ce8\u5165\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u5225\u306e\u6587\u8108\u60c5\u5831\uff08\u9001\u4fe1\u8005\u30fb\u30b0\u30eb\u30fc\u30d7\u30fb\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u7b49\uff09\u3092\u30a2\u30c0\u30d7\u30bf\u304c\u81ea\u52d5\u4ed8\u52a0\u3002MCP\u30b5\u30fc\u30d0\u30fc\u304c\u63d0\u4f9b\u3059\u308b\u30c4\u30fc\u30eb\u5b9a\u7fa9\u3082\u52d5\u7684\u306b\u30de\u30fc\u30b8<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">6<\/span> \u51fa\u529b\u30d1\u30fc\u30b9 (Output Parsing) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u65b9\u5f0f<\/td><td>API\u306e\u30cd\u30a4\u30c6\u30a3\u30d6tool_calls\u5f62\u5f0f\u3092\u4f7f\u7528\u3002\u69cb\u9020\u5316\u51fa\u529b\u304c\u5fc5\u8981\u306a\u7b87\u6240\u3067\u306f\u30e2\u30c7\u30eb\u306b\u7279\u5b9a\u306e\u30c4\u30fc\u30eb\u3092\u547c\u3070\u305b\u308b\u3053\u3068\u3067\u4efb\u610f\u306e\u30b9\u30ad\u30fc\u30de\u306b\u6e96\u62e0\u3057\u305f\u51fa\u529b\u3092\u5f97\u308b<\/td><td>\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3054\u3068\u306b\u5fdc\u7b54\u5f62\u5f0f\u304c\u7570\u306a\u308b\uff08function_call JSON\u3001tool_use XML\u306a\u3069\uff09\u305f\u3081\u3001\u53d7\u4fe1\u5f8c\u306b\u7d71\u4e00\u306e\u5185\u90e8\u5f62\u5f0f\u3078\u5909\u63db\u3002\u3055\u3089\u306bthinking\u30d6\u30ed\u30c3\u30af\u306e\u7f72\u540d\u7ba1\u7406\u3082\u62c5\u3046\uff08\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304c\u7570\u306a\u308b\u3068\u7f72\u540d\u304c\u7121\u52b9\u306b\u306a\u308b\u305f\u3081\u9664\u53bb\uff09<\/td><td>\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u59d4\u8b72\u3002\u8d77\u52d5\u524d\u306e\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u3067\u8a2d\u5b9a\u306e\u6574\u5408\u6027\u306e\u307f\u30c1\u30a7\u30c3\u30af<\/td><td>\u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30c0\u30d7\u30bf\u304c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u51fa\u529b\u3092\u5404\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u5f62\u5f0f\u306b\u5909\u63db\u3002Canvas\u51fa\u529b\u306fA2UI\u30d7\u30ed\u30c8\u30b3\u30eb\u3067\u5c02\u7528UI\u306b\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3002\u97f3\u58f0\u51fa\u529b\u306fTTS\u30a8\u30f3\u30b8\u30f3\uff08ElevenLabs\/Azure Speech\u7b49\uff09\u3078\u8ee2\u9001<\/td><\/tr>\n <tr><td>\u30b9\u30ad\u30fc\u30de\u9055\u53cd\u6642<\/td><td>\u30b9\u30ad\u30fc\u30de\u30d1\u30fc\u30b9\u5931\u6557\u6642\u306f\u518d\u8a66\u884c\u30eb\u30fc\u30d7\u3002\u30c4\u30fc\u30eb\u306e\u30b9\u30ad\u30fc\u30de\u304c\u672a\u53d6\u5f97\u306e\u5834\u5408\u306f\u305d\u306e\u65e8\u3092\u30d2\u30f3\u30c8\u3068\u3057\u3066\u4ed8\u52a0\u3057\u3066\u30e2\u30c7\u30eb\u306b\u518d\u751f\u6210\u3092\u4fc3\u3059<\/td><td>\u5b9f\u884c\u306e\u8ecc\u8de1\u3092\u8a18\u9332\u3057\u3066\u304a\u304d\u3001\u30c4\u30fc\u30eb\u5b9f\u884c\u3067\u30a8\u30e9\u30fc\u304c\u8d77\u304d\u305f\u5834\u5408\u306f\u30a8\u30e9\u30fc\u5185\u5bb9\u3092\u305d\u306e\u307e\u307e\u30e2\u30c7\u30eb\u3078\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3068\u3057\u3066\u6b21\u30bf\u30fc\u30f3\u306b\u6e21\u3059<\/td><td>\u8d77\u52d5\u524d\u30c1\u30a7\u30c3\u30af\u3067\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u5f0f\u3092\u691c\u8a3c\u3002\u8d77\u52d5\u5f8c\u306e\u30a8\u30e9\u30fc\u306fHTTP\u30d8\u30eb\u30b9\u30d7\u30ed\u30fc\u30d6\u3067\u691c\u77e5\u3057\u81ea\u52d5\u518d\u8d77\u52d5<\/td><td>\u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30c0\u30d7\u30bf\u306e\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3067\u5bfe\u51e6\u3002\u9001\u4fe1\u5931\u6557\u306f\u81ea\u52d5\u30ea\u30c8\u30e9\u30a4\u3002\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u56fa\u6709\u306e\u6587\u5b57\u6570\u5236\u9650\u3084\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u5236\u9650\u306f\u30a2\u30c0\u30d7\u30bf\u5c64\u3067\u5438\u53ce\u3057\u81ea\u52d5\u5206\u5272<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">7<\/span> \u72b6\u614b\u7ba1\u7406 (State Management) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u30a4\u30f3\u30e1\u30e2\u30ea\u72b6\u614b<\/td><td>\u30c4\u30fc\u30eb\u6a29\u9650\u30fb\u30e2\u30c7\u30eb\u9078\u629e\u30fbMCP\u30b5\u30fc\u30d0\u30fc\u72b6\u614b\u306a\u3069\u63a8\u8ad6\u30eb\u30fc\u30d7\u304c\u53c2\u7167\u3059\u308b\u60c5\u5831\u3092\u4e00\u5143\u7ba1\u7406\u3002UI\u306f\u5fc5\u8981\u306a\u90e8\u5206\u3060\u3051\u53c2\u7167\u3057\u3001\u7121\u95a2\u4fc2\u306a\u5909\u66f4\u3067\u306f\u66f4\u65b0\u3055\u308c\u306a\u3044<\/td><td>YAML\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3067\u74b0\u5883\u3054\u3068\u306e\u8a2d\u5b9a\u3092\u7ba1\u7406\u3002\u8a8d\u8a3c\u60c5\u5831\u306f\u8907\u6570\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u30d7\u30fc\u30eb\u304b\u3089\u9078\u629e\u3057\u3001API\u30ea\u30af\u30a8\u30b9\u30c8\u6642\u306b\u52d5\u7684\u306b\u5272\u308a\u5f53\u3066\uff08\u8a8d\u8a3c\u60c5\u5831\u306e\u30cf\u30fc\u30c9\u30b3\u30fc\u30c9\u3092\u907f\u3051\u308b\uff09<\/td><td>\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u306e\u767b\u9332\u60c5\u5831\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u540d\u30fb\u30e2\u30c7\u30eb\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u30fb\u30dd\u30ea\u30b7\u30fc\uff09\u3092JSON\u306b\u6c38\u7d9a\u5316\u3002\u8907\u6570\u30d7\u30ed\u30bb\u30b9\u304b\u3089\u306e\u540c\u6642\u30a2\u30af\u30bb\u30b9\u306fmkdir\u306e\u30a2\u30c8\u30df\u30c3\u30af\u6027\u3092\u5229\u7528\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u30ed\u30c3\u30af\u3067\u5236\u5fa1<\/td><td>Gateway\u5236\u5fa1\u30d7\u30ec\u30fc\u30f3\u304c\u30bb\u30c3\u30b7\u30e7\u30f3\u30fb\u30c1\u30e3\u30f3\u30cd\u30eb\u30fb\u30c4\u30fc\u30eb\u30fb\u30a4\u30d9\u30f3\u30c8\u306e\u72b6\u614b\u3092\u4e00\u5143\u7ba1\u7406\u3002Manifest\u99c6\u52d5\u306e\u8a2d\u5b9a\u30b7\u30b9\u30c6\u30e0\u3067\u5ba3\u8a00\u7684\u306b\u72b6\u614b\u3092\u5b9a\u7fa9\u3002\u8907\u6570\u30ce\u30fc\u30c9\uff08iOS\/Android\/macOS\uff09\u306e\u30c7\u30d0\u30a4\u30b9\u30da\u30a2\u30ea\u30f3\u30b0\u72b6\u614b\u3082Gateway\u304c\u8ffd\u8de1<\/td><\/tr>\n <tr><td>\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3068\u5fa9\u5143<\/td><td>Git\u30b3\u30df\u30c3\u30c8\u304c\u6697\u9ed9\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3002\u4efb\u610f\u306e\u6642\u70b9\u306b\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u53ef\u80fd\u3002\u30c4\u30fc\u30eb\u5b9f\u884c\u524d\u5f8c\u306e\u30d5\u30a1\u30a4\u30eb\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3067\u5dee\u5206\u3092\u8ffd\u8de1\u3057\u3001\u30b3\u30b9\u30c8\u8d85\u904e\u6642\u306e\u8abf\u67fb\u306b\u4f7f\u7528<\/td><td>\u30bb\u30c3\u30b7\u30e7\u30f3\u958b\u59cb\u30fb\u7d42\u4e86\u6642\u306b\u72b6\u614b\u3092\u4fdd\u5b58\u3002\u524d\u56de\u30bb\u30c3\u30b7\u30e7\u30f3\u304b\u3089\u4f1a\u8a71\u3092\u518d\u958b\u53ef\u80fd\u3002\u5b9f\u884c\u8ecc\u8de1\u3082\u4fdd\u5b58\u3055\u308c\u30a8\u30e9\u30fc\u8abf\u67fb\u306b\u6d3b\u7528<\/td><td>Snapshot\u304b\u3089\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u3092\u30ea\u30b9\u30c8\u30a2\u3002\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u518d\u69cb\u7bc9\u6642\u3082\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u304c\u4fdd\u5168\u3055\u308c\u308b<\/td><td>~\/.openclaw\/\u914d\u4e0b\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8a2d\u5b9a\u30fb\u8a8d\u8a3c\u60c5\u5831\u30fb\u30bb\u30c3\u30b7\u30e7\u30f3\u5c65\u6b74\u3092\u6c38\u7d9a\u5316\u3002Gateway\u518d\u8d77\u52d5\u5f8c\u3082\u5168\u30bb\u30c3\u30b7\u30e7\u30f3\u72b6\u614b\u3092\u5fa9\u5143\u3002\u30af\u30e9\u30c3\u30b7\u30e5\u524d\u306e\u30c1\u30e3\u30f3\u30cd\u30eb\u63a5\u7d9a\u306f\u81ea\u52d5\u3067\u518d\u78ba\u7acb<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">8<\/span> \u30a8\u30e9\u30fc\u51e6\u7406 (Error Handling) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u30a8\u30e9\u30fc\u5206\u985e\u3068\u30ea\u30ab\u30d0\u30ea<\/td><td>\u30a8\u30e9\u30fc\u3092\u7a2e\u985e\u3067\u533a\u5225\u3002\u2460\u4e00\u6642\u7684\u30a8\u30e9\u30fc\uff08\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u65ad\u7d76\u306a\u3069\uff09\u2192exponential backoff\u3067\u81ea\u52d5\u30ea\u30c8\u30e9\u30a4\u3002\u2461\u30c4\u30fc\u30eb\u5b9f\u884c\u5931\u6557\u2192\u30a8\u30e9\u30fc\u5185\u5bb9\u3092\u30e2\u30c7\u30eb\u306b\u8fd4\u3057\u3066\u81ea\u5df1\u4fee\u6b63\u3092\u4fc3\u3059\u3002\u2462\u30e6\u30fc\u30b6\u30fc\u4fee\u6b63\u304c\u5fc5\u8981\u306a\u30a8\u30e9\u30fc\u2192\u5b9f\u884c\u3092\u4e00\u6642\u505c\u6b62\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306b\u78ba\u8a8d\u3002\u2463\u4e88\u671f\u3057\u306a\u3044\u30a8\u30e9\u30fc\u2192\u30bb\u30c3\u30b7\u30e7\u30f3\u7d42\u4e86<\/td><td>\u30ec\u30fc\u30c8\u5236\u9650\u30a8\u30e9\u30fc\u3092\u5c02\u7528\u306b\u8ffd\u8de1\u3057\u3001\u30ea\u30c8\u30e9\u30a4\u9593\u9694\u3092\u52d5\u7684\u306b\u8abf\u6574\u3002HTTP 429\u3092\u53d7\u4fe1\u3059\u308b\u3068\u5f85\u6a5f\u6642\u9593\u3092\u8a18\u9332\u3057\u6b21\u56de\u30ea\u30af\u30a8\u30b9\u30c8\u6642\u306b\u53c2\u7167\u3002\u3055\u3089\u306b\u8907\u6570\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u30d7\u30fc\u30eb\u304b\u3089\u5225\u306e\u8a8d\u8a3c\u60c5\u5831\u3092\u9078\u3093\u3067\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af<\/td><td>\u8d77\u52d5\u524d\u30c1\u30a7\u30c3\u30af\u3067\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u6574\u5408\u6027\u3068\u63a5\u7d9a\u53ef\u80fd\u6027\u3092\u691c\u8a3c\uff08SSRF\u30ea\u30b9\u30af\u306e\u3042\u308bURL\u3082\u4e8b\u524d\u306b\u62d2\u5426\uff09\u3002\u5b9f\u884c\u4e2d\u306fHTTP\u30d8\u30eb\u30b9\u30d7\u30ed\u30fc\u30d6\u3067\u5b9a\u671f\u7684\u306b\u751f\u6b7b\u78ba\u8a8d\u3057\u3001\u5fdc\u7b54\u304c\u306a\u3051\u308c\u3070\u30ea\u30ab\u30d0\u30ea\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3057\u3066\u518d\u8d77\u52d5<\/td><td>\u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30c0\u30d7\u30bf\u30ec\u30d9\u30eb\u306e\u30a8\u30e9\u30fc\u306f\u81ea\u52d5\u30ea\u30c8\u30e9\u30a4\u3002\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u30a8\u30e9\u30fc\u306f\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u8a2d\u5b9a\u3067\u5225\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u5207\u308a\u66ff\u3048\u3002Gateway\u81ea\u4f53\u306e\u30af\u30e9\u30c3\u30b7\u30e5\u306f\u30d7\u30ed\u30bb\u30b9\u7ba1\u7406\uff08pm2\/systemd\u7b49\uff09\u3067\u518d\u8d77\u52d5\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u5225\u306e\u30a8\u30e9\u30fc\u901a\u77e5\u8a2d\u5b9a\u3067\u554f\u984c\u3092\u9069\u5207\u306a\u30c1\u30e3\u30f3\u30cd\u30eb\u3078\u30a8\u30b9\u30ab\u30ec\u30fc\u30c8<\/td><\/tr>\n <tr><td>\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u6a5f\u69cb<\/td><td>\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u4e0d\u8db3\u6642\u306f\u6bb5\u968e\u7684\u306b\u4e0a\u9650\u3092\u62e1\u5f35\u3057\u3066\u518d\u8a66\u884c\u3002\u505c\u6b62\u30d5\u30c3\u30af\u304c\u30d6\u30ed\u30c3\u30af\u3092\u8fd4\u3057\u305f\u5834\u5408\u3082\u81ea\u52d5\u3067\u30af\u30a8\u30ea\u3092\u518d\u5b9f\u884c<\/td><td>\u88dc\u52a9\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\uff1aOpenRouter \u2192 Nous Portal \u2192 \u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8 \u2192 Codex \u2192 Anthropic\u76f4\u63a5\u306e\u9806\u306b\u8a66\u884c\u3002HTTP 402\uff08\u652f\u6255\u3044\u4e0a\u9650\uff09\u3092\u53d7\u4fe1\u3059\u308b\u3068\u6b21\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u81ea\u52d5\u5207\u308a\u66ff\u3048<\/td><td>\u30d8\u30eb\u30b9\u30d7\u30ed\u30fc\u30d6\uff08HTTP GET\uff09\u304c\u5931\u6557\u3059\u308b\u3068\u30ea\u30ab\u30d0\u30ea\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3002\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u307e\u305aHTTP\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u758e\u901a\u78ba\u8a8d\u3057\u3001\u65e2\u306b\u52d5\u3044\u3066\u3044\u308c\u3070\u4f55\u3082\u305b\u305a\u7d42\u4e86\u3059\u308b\u51aa\u7b49\u8a2d\u8a08<\/td><td>\u8907\u6570\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u306e\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u3092\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u5ba3\u8a00\u7684\u306b\u5b9a\u7fa9\u3002\u30e2\u30c7\u30eb\u30d5\u30a7\u30a4\u30eb\u30aa\u30fc\u30d0\u30fc\u6a5f\u80fd\u3067\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u969c\u5bb3\u3092\u81ea\u52d5\u691c\u77e5\u3057\u6b21\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u5207\u308a\u66ff\u3048\u3002OTEL\/Prometheus\u306b\u3088\u308b\u8a3a\u65ad\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u5c65\u6b74\u3092\u8ffd\u8de1<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">9<\/span> \u30ac\u30fc\u30c9\u30ec\u30fc\u30eb (Guardrails & Safety) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u5165\u529b\u6bb5<\/td><td>\u30c4\u30fc\u30eb\u5b9f\u884c\u524d\u306bpre-tool\u30d5\u30c3\u30af\u3092\u5b9f\u884c\u3057\u3001\u305d\u306e\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u8a31\u53ef\u30fb\u62d2\u5426\u30fb\u4fee\u6b63\u3092\u6c7a\u5b9a\u3002\u30d5\u30c3\u30af\u304c\u8a31\u53ef\u3092\u8fd4\u3057\u305f\u5834\u5408\u306e\u307fclassifier\u306b\u3088\u308b\u8ffd\u52a0\u30c1\u30a7\u30c3\u30af\u3068\u30e6\u30fc\u30b6\u30fc\u78ba\u8a8d\u30c0\u30a4\u30a2\u30ed\u30b0\u3078\u9032\u3080<\/td><td>\u30e1\u30c3\u30bb\u30fc\u30b8\u53d7\u4fe1\u6642\u306b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u8b58\u5225\u60c5\u5831\u30fb\u500b\u4eba\u60c5\u5831\u306a\u3069\u306e\u6a5f\u5bc6\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u51fa\u3057\u3066\u7f6e\u63db\uff08\u30ec\u30c0\u30af\u30b7\u30e7\u30f3\uff09\u3002\u3055\u3089\u306bSSRF\u30ea\u30b9\u30af\u306e\u3042\u308bURL\u3078\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u4e8b\u524d\u306b\u30d6\u30ed\u30c3\u30af<\/td><td>Blueprint\u306e\u5b8c\u5168\u6027\u3092\u30c0\u30a4\u30b8\u30a7\u30b9\u30c8\uff08\u30cf\u30c3\u30b7\u30e5\u5024\uff09\u3067\u691c\u8a3c\u3057\u3001\u6539\u3056\u3093\u3055\u308c\u305fBlueprint\u306e\u5b9f\u884c\u3092\u9632\u6b62\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30dd\u30ea\u30b7\u30fc\u3067\u9001\u4fe1\u5148\u30c9\u30e1\u30a4\u30f3\u3092\u4e8b\u524d\u306b\u8a31\u53ef\u30ea\u30b9\u30c8\u7ba1\u7406<\/td><td>DM\u30da\u30a2\u30ea\u30f3\u30b0\u8a8d\u8a3c\u3067\u672a\u77e5\u306e\u9001\u4fe1\u8005\u3092\u30d6\u30ed\u30c3\u30af\u3002\u30b0\u30eb\u30fc\u30d7ID\u8a31\u53ef\u30ea\u30b9\u30c8\u3067\u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30af\u30bb\u30b9\u3092\u5236\u5fa1\u3002\u30d7\u30e9\u30b0\u30a4\u30f3API\u306e\u6a29\u9650\u30b9\u30b3\u30fc\u30d7\u3067\u62e1\u5f35\u6a5f\u80fd\u306e\u64cd\u4f5c\u7bc4\u56f2\u3092\u9650\u5b9a\u3002Webhook\u306f\u7f72\u540d\u691c\u8a3c\u3067\u4e0d\u6b63\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u62d2\u5426<\/td><\/tr>\n <tr><td>\u5b9f\u884c\u6bb5<\/td><td>\u30b7\u30a7\u30eb\u30b3\u30de\u30f3\u30c9\u3092AST\u3068\u3057\u3066\u89e3\u6790\u3057\u3001\u5371\u967a\u306a\u30b3\u30de\u30f3\u30c9\u30d1\u30bf\u30fc\u30f3\uff08rm -rf \/\u3001sudo su\u306a\u3069\uff09\u3092\u69cb\u6587\u30ec\u30d9\u30eb\u3067\u691c\u51fa\u3002\u30d5\u30a1\u30a4\u30eb\u30a2\u30af\u30bb\u30b9\u524d\u306b\u4fdd\u8b77\u5bfe\u8c61\u30d1\u30b9\u304b\u3069\u3046\u304b\u3092\u5224\u5b9a<\/td><td>\u5371\u967a\u3068\u5224\u65ad\u3055\u308c\u305f\u64cd\u4f5c\u306fTelegram\u3084Slack\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30dc\u30bf\u30f3\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u627f\u8a8d\u3092\u8981\u6c42\u3002Tirith\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30ca\u30fc\u3067\u4f9d\u5b58\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u8106\u5f31\u6027\u3082\u8a55\u4fa1<\/td><td>Linux\u306elandlock\u3067\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u30a2\u30af\u30bb\u30b9\u3092\u30db\u30ef\u30a4\u30c8\u30ea\u30b9\u30c8\u5236\u5fa1\u3001seccomp\u3067\u30b7\u30b9\u30c6\u30e0\u30b3\u30fc\u30eb\u3092\u5236\u9650\u3002K8s\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u540d\u524d\u7a7a\u9593\u3067\u30b3\u30f3\u30c6\u30ca\u9593\u901a\u4fe1\u3092\u7269\u7406\u7684\u306b\u906e\u65ad<\/td><td>Docker\/SSH\/OpenShell\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u30e2\u30fc\u30c9\u3067\u975e\u30e1\u30a4\u30f3\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u5206\u96e2\u3002Manifest\u99c6\u52d5\u306e\u30dd\u30ea\u30b7\u30fc\u8a2d\u5b9a\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5225\u306e\u6a29\u9650\u3092\u5ba3\u8a00\u7684\u306b\u5b9a\u7fa9\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3\u306fCI\u3067\u5b9f\u65bd<\/td><\/tr>\n <tr><td>\u51fa\u529b\u6bb5<\/td><td>\u30c4\u30fc\u30eb\u3054\u3068\u306b\u500b\u5225\u306eallow\/deny\u30ea\u30b9\u30c8\u3092\u6301\u3061\u3001\u9ad8\u30ea\u30b9\u30af\u64cd\u4f5c\uff08\u30d5\u30a1\u30a4\u30eb\u524a\u9664\u30fb\u5916\u90e8\u9001\u4fe1\u306a\u3069\uff09\u306f\u81ea\u52d5\u627f\u8a8d\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3057\u3066\u6bce\u56de\u30e6\u30fc\u30b6\u30fc\u78ba\u8a8d\u3092\u5fc5\u9808\u5316<\/td><td>\u30d5\u30a1\u30a4\u30eb\u66f8\u304d\u8fbc\u307f\u5148\u304c\u30b7\u30b9\u30c6\u30e0\u91cd\u8981\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u306a\u3044\u304b\u5224\u5b9a\u3002\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u9001\u4fe1\u306f\u30b0\u30eb\u30fc\u30d7ID\u306e\u8a31\u53ef\u30ea\u30b9\u30c8\u3067\u5236\u5fa1\u3057\u3001\u8a31\u53ef\u3055\u308c\u305f\u30c1\u30e3\u30f3\u30cd\u30eb\u4ee5\u5916\u3078\u306e\u8aa4\u9001\u4fe1\u3092\u9632\u3050<\/td><td>\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u30fb\u30ea\u30b9\u30c8\u30a2\u6642\u306b\u8a8d\u8a3c\u60c5\u5831\u30d5\u30a1\u30a4\u30eb\uff08credentials.json\u306a\u3069\uff09\u3092\u81ea\u52d5\u9664\u5916\u3057\u3066\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5916\u3078\u306e\u6f0f\u6d29\u3092\u9632\u6b62\u3002L7\u30d7\u30ed\u30ad\u30b7\u3067HTTP\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/td><td>\u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30c0\u30d7\u30bf\u304c\u30b3\u30f3\u30c6\u30f3\u30c4\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3002\u8a8d\u8a3c\u60c5\u5831\u306f~\/.openclaw\/credentials\/\u306b\u5206\u96e2\u4fdd\u5b58\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u76f4\u63a5\u9732\u51fa\u3092\u9632\u3050\u3002Canvas\u51fa\u529b\u306f\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5316\u3055\u308c\u305fWebView\u5185\u3067\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0<\/td><\/tr>\n <tr><td>\u8a2d\u8a08\u54f2\u5b66<\/td><td>\u300cAI\u304c\u4f55\u3092\u3059\u308b\u304b\u6c7a\u3081\u3001\u30cf\u30fc\u30cd\u30b9\u304c\u8a31\u53ef\u3059\u308b\u304b\u5224\u65ad\u3059\u308b\u300d\u95a2\u5fc3\u306e\u5206\u96e2\u3002\u63a8\u8ad6\u3068\u5b89\u5168\u6027\u30c1\u30a7\u30c3\u30af\u3092\u72ec\u7acb\u3055\u305b\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u306b\u5f71\u97ff\u3055\u308c\u306a\u3044<\/td><td>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3054\u3068\u306b\u7570\u306a\u308b\u627f\u8a8dUI\u3092\u6301\u3061\u306a\u304c\u3089\u3001\u627f\u8a8d\u30ed\u30b8\u30c3\u30af\u81ea\u4f53\u306f\u5171\u901a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u7ba1\u7406\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5c64\u3067\u306e\u591a\u5c64\u9632\u5fa1<\/td><td>\u30a4\u30f3\u30d5\u30e9\u5c64\uff08OS\u30fb\u30ab\u30fc\u30cd\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3067\u5f37\u5236\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u306b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d0\u30b0\u304c\u3042\u3063\u3066\u3082\u7269\u7406\u7684\u306b\u4fb5\u5bb3\u3067\u304d\u306a\u3044\u591a\u5c64\u9632\u5fa1<\/td><td>\u300c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u30ed\u30fc\u30ab\u30eb\u30d5\u30a1\u30fc\u30b9\u30c8\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u91cd\u8996\u300d\u3002\u30e1\u30a4\u30f3\u30bb\u30c3\u30b7\u30e7\u30f3\u306f\u30d5\u30eb\u6a29\u9650\u3001\u975e\u30e1\u30a4\u30f3\u30bb\u30c3\u30b7\u30e7\u30f3\u306f\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5316\u3068\u3044\u3046\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1\u3002\u81ea\u5df1\u30db\u30b9\u30c8\u578b\u3067\u30c7\u30fc\u30bf\u304c\u5916\u90e8\u306b\u51fa\u306a\u3044<\/td><\/tr>\n <\/tbody>\n <\/table>\n <div style=\"margin:16px 0 0;background:var(--bg-card);border-radius:var(--radius);box-shadow:var(--shadow);padding:20px 24px;\">\n <h4 style=\"font-size:0.95rem;font-weight:700;color:#1f2937;margin-bottom:16px;\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\/\u30d1\u30fc\u30df\u30c3\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u6bd4\u8f03<\/h4>\n <div style=\"display:grid;grid-template-columns:repeat(4,1fr);gap:16px;\">\n\n <div style=\"background:var(--bg-card);border-radius:var(--radius);padding:12px;box-shadow:var(--shadow);\">\n <div style=\"text-align:center;font-size:0.9rem;font-weight:700;margin-bottom:10px;padding:5px 10px;border-radius:7px;background:var(--claude-light);color:var(--claude-dark);\">Claude Code: \u591a\u5c64\u30b3\u30fc\u30c9\u89e3\u6790\u627f\u8a8d<\/div>\n <svg viewBox=\"0 0 260 380\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:100%;height:auto;\">\n <defs><marker id=\"sc1\" viewBox=\"0 0 10 10\" refX=\"10\" refY=\"5\" markerWidth=\"5\" markerHeight=\"5\" orient=\"auto\"><path d=\"M0 0L10 5L0 10z\" fill=\"#D97706\"\/><\/marker><\/defs>\n <rect x=\"30\" y=\"8\" width=\"200\" height=\"28\" rx=\"7\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"27\" text-anchor=\"middle\" font-size=\"9.5\" font-weight=\"600\" fill=\"#92400E\">Tool Call Request<\/text>\n <line x1=\"130\" y1=\"36\" x2=\"130\" y2=\"46\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"10\" y=\"50\" width=\"240\" height=\"28\" rx=\"7\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"69\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#92400E\">1. Unicode Sanitization (NFKC\u6b63\u898f\u5316)<\/text>\n <line x1=\"130\" y1=\"78\" x2=\"130\" y2=\"88\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"10\" y=\"92\" width=\"240\" height=\"28\" rx=\"7\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"111\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#92400E\">2. Deny \/ Ask Rules (multi-source)<\/text>\n <line x1=\"130\" y1=\"120\" x2=\"130\" y2=\"130\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"10\" y=\"134\" width=\"240\" height=\"28\" rx=\"7\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"2\"\/><text x=\"130\" y=\"153\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#92400E\">3. Bash \u30b3\u30de\u30f3\u30c9\u89e3\u6790 (\u5371\u967a\u30d1\u30bf\u30fc\u30f3\u691c\u51fa)<\/text>\n <line x1=\"130\" y1=\"162\" x2=\"130\" y2=\"172\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"10\" y=\"176\" width=\"240\" height=\"28\" rx=\"7\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"195\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#92400E\">4. Permission Hook (allow\/deny\/modify)<\/text>\n <line x1=\"130\" y1=\"204\" x2=\"130\" y2=\"214\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"10\" y=\"218\" width=\"240\" height=\"28\" rx=\"7\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"237\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#92400E\">5. AI Classifier \/ Manual Prompt<\/text>\n <line x1=\"130\" y1=\"246\" x2=\"130\" y2=\"256\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"10\" y=\"260\" width=\"240\" height=\"28\" rx=\"7\" fill=\"#FEF3C7\" stroke=\"#D97706\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"279\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#92400E\">6. SSRF Check (domain blocklist API)<\/text>\n <line x1=\"130\" y1=\"288\" x2=\"130\" y2=\"298\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"10\" y=\"302\" width=\"240\" height=\"28\" rx=\"7\" fill=\"#FFF7ED\" stroke=\"#EA580C\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"321\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#9A3412\">7. DoS Guard (\u9023\u7d9a3\u56de\/\u7dcf\u8a0820\u56de \u2192 fallback)<\/text>\n <line x1=\"130\" y1=\"330\" x2=\"130\" y2=\"340\" stroke=\"#D97706\" stroke-width=\"1.5\" marker-end=\"url(#sc1)\"\/>\n <rect x=\"30\" y=\"344\" width=\"80\" height=\"26\" rx=\"6\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1\"\/><text x=\"70\" y=\"362\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#065F46\">Allow<\/text>\n <rect x=\"150\" y=\"344\" width=\"80\" height=\"26\" rx=\"6\" fill=\"#FEE2E2\" stroke=\"#DC2626\" stroke-width=\"1\"\/><text x=\"190\" y=\"362\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#991B1B\">Deny<\/text>\n <\/svg>\n <\/div>\n\n <div style=\"background:var(--bg-card);border-radius:var(--radius);padding:12px;box-shadow:var(--shadow);\">\n <div style=\"text-align:center;font-size:0.9rem;font-weight:700;margin-bottom:10px;padding:5px 10px;border-radius:7px;background:var(--hermes-light);color:var(--hermes-dark);\">Hermes: \u591a\u5c64\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/div>\n <svg viewBox=\"0 0 260 420\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:100%;height:auto;\">\n <defs><marker id=\"sc2\" viewBox=\"0 0 10 10\" refX=\"10\" refY=\"5\" markerWidth=\"5\" markerHeight=\"5\" orient=\"auto\"><path d=\"M0 0L10 5L0 10z\" fill=\"#7C3AED\"\/><\/marker><\/defs>\n <rect x=\"30\" y=\"8\" width=\"200\" height=\"26\" rx=\"7\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"25\" text-anchor=\"middle\" font-size=\"9.5\" font-weight=\"600\" fill=\"#5B21B6\">Input Message<\/text>\n <line x1=\"130\" y1=\"34\" x2=\"130\" y2=\"44\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"48\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"65\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">1. Redaction (20+\u30d1\u30bf\u30fc\u30f3, redact.py)<\/text>\n <line x1=\"130\" y1=\"74\" x2=\"130\" y2=\"84\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"88\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"105\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">2. Approval Pipeline (47\u30d1\u30bf\u30fc\u30f3)<\/text>\n <line x1=\"130\" y1=\"114\" x2=\"130\" y2=\"124\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"128\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"145\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">3. SSRF Protection (RFC1918\/metadata)<\/text>\n <line x1=\"130\" y1=\"154\" x2=\"130\" y2=\"164\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"168\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"2\"\/><text x=\"130\" y=\"185\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">4. Tirith Scan (cosign+SHA256\u691c\u8a3c\u6e08)<\/text>\n <line x1=\"130\" y1=\"194\" x2=\"130\" y2=\"204\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"208\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"225\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">5. File Safety (SSH\/AWS\/gnupg\u7b49\u30d6\u30ed\u30c3\u30af)<\/text>\n <line x1=\"130\" y1=\"234\" x2=\"130\" y2=\"244\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"248\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EDE9FE\" stroke=\"#7C3AED\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"265\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">6. Path Traversal (symlink resolve)<\/text>\n <line x1=\"130\" y1=\"274\" x2=\"130\" y2=\"284\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"288\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#F5F3FF\" stroke=\"#7C3AED\" stroke-width=\"1.5\" stroke-dasharray=\"4 2\"\/><text x=\"130\" y=\"305\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">7. OSV Malware Scan (MCP\u5b9f\u884c\u524d\u306e\u307f)<\/text>\n <line x1=\"130\" y1=\"314\" x2=\"130\" y2=\"324\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"10\" y=\"328\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#F5F3FF\" stroke=\"#7C3AED\" stroke-width=\"1.5\" stroke-dasharray=\"4 2\"\/><text x=\"130\" y=\"345\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#5B21B6\">8. Skills Guard (300+\u30d1\u30bf\u30fc\u30f3, install\u6642)<\/text>\n <line x1=\"130\" y1=\"354\" x2=\"130\" y2=\"364\" stroke=\"#7C3AED\" stroke-width=\"1.5\" marker-end=\"url(#sc2)\"\/>\n <rect x=\"50\" y=\"368\" width=\"160\" height=\"28\" rx=\"14\" fill=\"#7C3AED\" stroke=\"none\"\/><text x=\"130\" y=\"387\" text-anchor=\"middle\" font-size=\"10\" font-weight=\"700\" fill=\"white\">Execute<\/text>\n <\/svg>\n <\/div>\n\n <div style=\"background:var(--bg-card);border-radius:var(--radius);padding:12px;box-shadow:var(--shadow);\">\n <div style=\"text-align:center;font-size:0.9rem;font-weight:700;margin-bottom:10px;padding:5px 10px;border-radius:7px;background:var(--nemo-light);color:var(--nemo-dark);\">NemoClaw: \u540c\u5fc3\u5186\u591a\u5c64\u9632\u5fa1<\/div>\n <svg viewBox=\"0 0 260 310\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:100%;height:auto;\">\n <circle cx=\"130\" cy=\"162\" r=\"142\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1\" opacity=\"0.25\"\/>\n <text x=\"130\" y=\"26\" text-anchor=\"middle\" font-size=\"8.5\" font-weight=\"600\" fill=\"#065F46\">Kubernetes Pod \/ Docker Container<\/text>\n <circle cx=\"130\" cy=\"162\" r=\"118\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1\" opacity=\"0.35\"\/>\n <text x=\"130\" y=\"50\" text-anchor=\"middle\" font-size=\"8.5\" font-weight=\"600\" fill=\"#065F46\">Network NS (deny-by-default egress)<\/text>\n <circle cx=\"130\" cy=\"162\" r=\"95\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1\" opacity=\"0.45\"\/>\n <text x=\"130\" y=\"73\" text-anchor=\"middle\" font-size=\"8.5\" font-weight=\"600\" fill=\"#065F46\">Cap Drops (8\u7a2e) + no-new-privileges<\/text>\n <circle cx=\"130\" cy=\"162\" r=\"73\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1.5\" opacity=\"0.55\"\/>\n <text x=\"130\" y=\"96\" text-anchor=\"middle\" font-size=\"8.5\" font-weight=\"600\" fill=\"#065F46\">Landlock (FS WL) + Seccomp<\/text>\n <circle cx=\"130\" cy=\"162\" r=\"52\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"1.5\" opacity=\"0.65\"\/>\n <text x=\"130\" y=\"117\" text-anchor=\"middle\" font-size=\"8.5\" font-weight=\"600\" fill=\"#065F46\">R\/O Mounts + Tool Removal<\/text>\n <circle cx=\"130\" cy=\"162\" r=\"33\" fill=\"#D1FAE5\" stroke=\"#059669\" stroke-width=\"2\" opacity=\"0.8\"\/>\n <text x=\"130\" y=\"140\" text-anchor=\"middle\" font-size=\"8\" font-weight=\"600\" fill=\"#065F46\">Config Integrity<\/text>\n <text x=\"130\" y=\"151\" text-anchor=\"middle\" font-size=\"8\" font-weight=\"600\" fill=\"#065F46\">(chattr+i\/SHA256)<\/text>\n <circle cx=\"130\" cy=\"162\" r=\"16\" fill=\"#059669\" stroke=\"none\"\/>\n <text x=\"130\" y=\"166\" text-anchor=\"middle\" font-size=\"7.5\" font-weight=\"700\" fill=\"white\">Agent<\/text>\n <text x=\"130\" y=\"285\" text-anchor=\"middle\" font-size=\"8\" fill=\"#065F46\">\uff0b DNS Pinning SSRF \/ Token\u5916\u90e8\u5316<\/text>\n <text x=\"130\" y=\"298\" text-anchor=\"middle\" font-size=\"8\" fill=\"#065F46\">\uff0b Secret Scanner (14\u30d1\u30bf\u30fc\u30f3)<\/text>\n <\/svg>\n <\/div>\n\n <div style=\"background:var(--bg-card);border-radius:var(--radius);padding:12px;box-shadow:var(--shadow);\">\n <div style=\"text-align:center;font-size:0.9rem;font-weight:700;margin-bottom:10px;padding:5px 10px;border-radius:7px;background:var(--openclaw-light);color:var(--openclaw-dark);\">OpenClaw: \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u578b\u9632\u5fa1<\/div>\n <svg viewBox=\"0 0 260 440\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:100%;height:auto;\">\n <defs><marker id=\"sc4\" viewBox=\"0 0 10 10\" refX=\"10\" refY=\"5\" markerWidth=\"5\" markerHeight=\"5\" orient=\"auto\"><path d=\"M0 0L10 5L0 10z\" fill=\"#2563EB\"\/><\/marker><\/defs>\n <rect x=\"30\" y=\"8\" width=\"200\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"25\" text-anchor=\"middle\" font-size=\"9.5\" font-weight=\"600\" fill=\"#1E40AF\">Channel Message<\/text>\n <line x1=\"130\" y1=\"34\" x2=\"130\" y2=\"44\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"48\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"65\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">1. DM Pairing Auth (4\u30dd\u30ea\u30b7\u30fc)<\/text>\n <line x1=\"130\" y1=\"74\" x2=\"130\" y2=\"84\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"88\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"105\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">2. Gateway Auth (4\u30e2\u30fc\u30c9) + FloodGuard<\/text>\n <line x1=\"130\" y1=\"114\" x2=\"130\" y2=\"124\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"128\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"145\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">3. Group \/ Sender Allowlist<\/text>\n <line x1=\"130\" y1=\"154\" x2=\"130\" y2=\"164\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"168\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"2\"\/><text x=\"130\" y=\"185\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">4. Ext.Content Wrap (14\u30d1\u30bf\u30fc\u30f3+22\u30c8\u30fc\u30af\u30f3)<\/text>\n <line x1=\"130\" y1=\"194\" x2=\"130\" y2=\"204\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"208\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"225\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">5. Plugin SDK Scope<\/text>\n <line x1=\"130\" y1=\"234\" x2=\"130\" y2=\"244\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"248\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"265\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">6. Env Var Policy (NODE_OPTIONS\/LD_PRELOAD\u7b49)<\/text>\n <line x1=\"130\" y1=\"274\" x2=\"130\" y2=\"284\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"288\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"305\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">7. SSRF (DNS Pinning + IPv6 NAT64\u5bfe\u5fdc)<\/text>\n <line x1=\"130\" y1=\"314\" x2=\"130\" y2=\"324\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"328\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"345\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">8. Exec Security (deny\/allowlist\/full, 30min)<\/text>\n <line x1=\"130\" y1=\"354\" x2=\"130\" y2=\"364\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"10\" y=\"368\" width=\"240\" height=\"26\" rx=\"7\" fill=\"#EFF6FF\" stroke=\"#2563EB\" stroke-width=\"1.5\"\/><text x=\"130\" y=\"385\" text-anchor=\"middle\" font-size=\"9\" font-weight=\"600\" fill=\"#1E40AF\">9. Sandbox Mode (non-main session)<\/text>\n <line x1=\"130\" y1=\"394\" x2=\"130\" y2=\"404\" stroke=\"#2563EB\" stroke-width=\"1.5\" marker-end=\"url(#sc4)\"\/>\n <rect x=\"50\" y=\"408\" width=\"160\" height=\"26\" rx=\"13\" fill=\"#2563EB\" stroke=\"none\"\/><text x=\"130\" y=\"426\" text-anchor=\"middle\" font-size=\"10\" font-weight=\"700\" fill=\"white\">Execute<\/text>\n <\/svg>\n <\/div>\n\n <\/div>\n <\/div>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">10<\/span> \u691c\u8a3c\u30eb\u30fc\u30d7 (Verification Loops) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u5909\u66f4\u691c\u8a3c<\/td><td>\u30c4\u30fc\u30eb\u5b9f\u884c\u524d\u5f8c\u306e\u30d5\u30a1\u30a4\u30eb\u5dee\u5206\u3092\u8a18\u9332\u3002\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u3092\u4e0a\u9650\u4ed8\u304d\u3067\u8ffd\u8de1\u3057\u3001\u4e88\u7b97\u8d85\u904e\u6642\u306b\u51e6\u7406\u3092\u4e2d\u65ad<\/td><td>\u5b9f\u884c\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u5b9a\u671f\u4fdd\u5b58\u3057\u3001\u5931\u6557\u6642\u306b\u305d\u306e\u6642\u70b9\u304b\u3089\u518d\u958b\u53ef\u80fd\u3002\u30b3\u30b9\u30c8\u4e88\u7b97\u3092\u4e8b\u524d\u8a2d\u5b9a\u3057\u3001\u8d85\u904e\u3057\u305f\u3089\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u505c\u6b62\u3002\u5b9f\u884c\u8ecc\u8de1\uff08\u5404\u30bf\u30fc\u30f3\u306e\u5165\u51fa\u529b\u3068\u7d50\u679c\uff09\u3092\u30ed\u30b0\u3068\u3057\u3066\u4fdd\u6301<\/td><td>Blueprint\u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5\u5024\u3092\u8d77\u52d5\u524d\u306b\u691c\u8a3c\u3057\u3001\u30d3\u30eb\u30c9\u6210\u679c\u7269\u3068\u7167\u5408\u3002\u6539\u3056\u3093\u304c\u691c\u51fa\u3055\u308c\u305f\u5834\u5408\u306f\u8d77\u52d5\u3092\u62d2\u5426\u3002\u5b9f\u884c\u4e2d\u306fHTTP\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3078\u306e\u5b9a\u671f\u7684\u306a\u30d7\u30ed\u30fc\u30d6\u3067\u30a4\u30f3\u30d5\u30e9\u30ec\u30d9\u30eb\u306e\u751f\u6b7b\u3092\u78ba\u8a8d<\/td><td>QA\u62e1\u5f35\u6a5f\u80fd\uff08qa-channel\/qa-lab\/qa-matrix\uff09\u306b\u3088\u308bE2E\u30c6\u30b9\u30c8\u3002Vitest\u5358\u4f53\u30c6\u30b9\u30c8\u3068\u4e26\u884cE2E\u30c6\u30b9\u30c8\u30e9\u30f3\u30ca\u30fc\u3092\u7d44\u307f\u5408\u308f\u305b\u3002Blacksmith\u30c6\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u306b\u3088\u308b\u5e83\u7bc4\u306aCI\u7d71\u5408\u3002OpenTelemetry\/Prometheus\u3067\u904b\u7528\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53ce\u96c6<\/td><\/tr>\n <tr><td>\u691c\u8a3c\u306e\u7a2e\u985e<\/td><td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u691c\u8a3c\uff08\u30c6\u30b9\u30c8\u5b9f\u884c\u30fb\u30ea\u30f3\u30bf\u30fc\uff09\u3068\u30d3\u30b8\u30e5\u30a2\u30eb\u691c\u8a3c\uff08\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u64ae\u5f71\uff09\u3068LLM-as-judge\uff08\u7d50\u679c\u3092\u30e2\u30c7\u30eb\u306b\u8a55\u4fa1\u3055\u305b\u308b\uff09\u306e3\u7a2e\u3092\u7d44\u307f\u5408\u308f\u305b\u53ef\u80fd<\/td><td>\u30b3\u30b9\u30c8\u4e88\u7b97\u306b\u57fa\u3065\u304f\u91cf\u7684\u691c\u8a3c\u304c\u4e3b\u4f53\u3002\u8ecc\u8de1\u30ed\u30b0\u3092\u4f7f\u3063\u305f\u30c7\u30d0\u30c3\u30b0\u6642\u306e\u54c1\u8cea\u78ba\u8a8d<\/td><td>\u6697\u53f7\u5b66\u7684\u5b8c\u5168\u6027\u691c\u8a3c\uff08\u30d3\u30eb\u30c9\u306e\u6539\u3056\u3093\u9632\u6b62\uff09\u3068\u30a4\u30f3\u30d5\u30e9\u53ef\u7528\u6027\u76e3\u8996\u306b\u7279\u5316\u3002\u30b3\u30f3\u30c6\u30f3\u30c4\u30ec\u30d9\u30eb\u306e\u691c\u8a3c\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5074\u306b\u59d4\u4efb<\/td><td>\u81ea\u52d5\u5316QA\u30c1\u30e3\u30f3\u30cd\u30eb\u306b\u3088\u308b\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u52d5\u4f5c\u691c\u8a3c\u3002Discord\u30e9\u30a6\u30f3\u30c9\u30c8\u30ea\u30c3\u30d7\u30c6\u30b9\u30c8\u3084Parallels smoke test\u3067\u5b9f\u30c1\u30e3\u30f3\u30cd\u30eb\u7d71\u5408\u3092\u78ba\u8a8d\u3002\u30d2\u30fc\u30d7\u30ea\u30fc\u30af\u30c6\u30b9\u30c8\u3067\u30e1\u30e2\u30ea\u5065\u5168\u6027\u3082\u7d99\u7d9a\u76e3\u8996<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">11<\/span> \u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3 <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8d77\u52d5\u65b9\u5f0f<\/td><td>Agent\u30c4\u30fc\u30eb\u3067\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8d77\u52d5\u3002Git\u306eworktree\u6a5f\u80fd\u3092\u4f7f\u3063\u3066\u5b8c\u5168\u306b\u5206\u96e2\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u4e0a\u3067\u52d5\u4f5c\u3055\u305b\u308b\u3053\u3068\u3082\u53ef\u80fd\uff08\u30ea\u30b0\u30ec\u30c3\u30b7\u30e7\u30f3\u30ea\u30b9\u30af\u306e\u3042\u308b\u5b9f\u9a13\u7684\u5909\u66f4\u5411\u3051\uff09<\/td><td>\u30bf\u30b9\u30af\u59d4\u8b72\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3059\u3068\u65b0\u3057\u3044\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u958b\u59cb\u3055\u308c\u308b\u3002\u5b8c\u4e86\u5f8c\u3001\u59d4\u8b72\u7d50\u679c\u3092\u30e1\u30e2\u30ea\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3078\u901a\u77e5\u3059\u308b\u3053\u3068\u3067\u89aa\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u66f4\u65b0\u3055\u308c\u308b\u3002ACP\u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u7d4c\u7531\u3059\u308c\u3070\u5916\u90e8\u306e\u7570\u7a2e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u3082\u59d4\u8b72\u53ef\u80fd<\/td><td>Blueprint\u306e\u5b9a\u7fa9\u306b\u57fa\u3065\u3044\u3066\u8907\u6570\u306e\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9Pod\u3092\u8d77\u52d5\u3059\u308b\u3002\u5404Pod\u306fK8s\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3068\u3057\u3066\u7ba1\u7406\u3055\u308c\u3001\u72ec\u7acb\u3057\u305f\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u6301\u3064\u3002Pod\u9593\u306e\u901a\u4fe1\u306fK8s\u5185\u90e8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7d4c\u7531\u306e\u307f<\/td><td>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3067inbound channel\u3092\u8907\u6570\u306e\u5206\u96e2\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3078\u632f\u308a\u5206\u3051\u3002\u30eb\u30fc\u30bf\u30fc\u8a2d\u5b9a\u3067\u632f\u308a\u5206\u3051\u30eb\u30fc\u30eb\u3092\u5ba3\u8a00\u7684\u306b\u5b9a\u7fa9\u3002\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u5358\u4f4d\u306e\u6a29\u9650\u5206\u96e2\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u5e72\u6e09\u3092\u9632\u6b62<\/td><\/tr>\n <tr><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u901a\u4fe1<\/td><td>\u89aa\u2192\u5b50\u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3067\u521d\u671f\u30bf\u30b9\u30af\u3092\u6e21\u3057\u3001\u5b50\u2192\u89aa\u306f\u30c4\u30fc\u30eb\u5b9f\u884c\u7d50\u679c\u3068\u3057\u3066\u8fd4\u3059<\/td><td>ACP\u30d7\u30ed\u30c8\u30b3\u30eb\uff08\u6a19\u6e96\u5316\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u901a\u4fe1\u4ed5\u69d8\uff09\u3067\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u3084\u308a\u53d6\u308a\u3002\u5916\u90e8\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u3082\u30ed\u30fc\u30ab\u30eb\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3068\u540c\u3058\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3067\u64cd\u4f5c\u3067\u304d\u308b<\/td><td>K8s\u30af\u30e9\u30b9\u30bf\u306e\u5185\u90e8DNS\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3063\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u3002\u5916\u90e8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u30dd\u30ea\u30b7\u30fc\u3067\u5236\u9650<\/td><td>Gateway\u306e\u5185\u90e8\u30a4\u30d9\u30f3\u30c8\u30d0\u30b9\u7d4c\u7531\u3067\u901a\u4fe1\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u3092\u307e\u305f\u3044\u3060\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u8a2d\u5b9a\u3067\u5ba3\u8a00\u7684\u306b\u5b9a\u7fa9\u3002ACP\u30d7\u30ed\u30c8\u30b3\u30eb\u3082\u62e1\u5f35\u6a5f\u80fd\u3068\u3057\u3066\u8ffd\u52a0\u53ef\u80fd<\/td><\/tr>\n <tr><td>\u9694\u96e2\u5f37\u5ea6<\/td><td>Worktree\u30aa\u30d7\u30b7\u30e7\u30f3\u4f7f\u7528\u6642\u306fgit worktree\u306b\u3088\u308a\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u304c\u7269\u7406\u7684\u306b\u5206\u96e2\u3002\u901a\u5e38\u306e\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u540c\u4e00\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3092\u5171\u6709<\/td><td>\u5b9f\u884c\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u4f9d\u5b58\uff08Docker\u3092\u9078\u3076\u3068\u5b8c\u5168\u9694\u96e2\u3001Local\u306a\u3089\u5171\u6709\uff09<\/td><td>K8s Pod + \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u540d\u524d\u7a7a\u9593 + Landlock\/Seccomp\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u6700\u3082\u5f37\u56fa\u306a\u9694\u96e2<\/td><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3054\u3068\u306b\u72ec\u7acb\u3057\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u3068\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3002\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u30e2\u30fc\u30c9\uff08Docker\/SSH\/OpenShell\uff09\u3067\u66f4\u306b\u5f37\u56fa\u306a\u5206\u96e2\u3082\u9078\u629e\u53ef\u80fd\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u5358\u4f4d\u306e\u8ad6\u7406\u7684\u5206\u96e2<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <details class=\"module\">\n <summary><span class=\"mod-num\">12<\/span> \u521d\u671f\u5316 (Initialization) <span class=\"arrow\">▶<\/span><\/summary>\n <div class=\"detail-content\">\n <table class=\"compare-table\">\n <thead><tr><th>\u89b3\u70b9<\/th><th class=\"col-claude\">Claude Code<\/th><th class=\"col-hermes\">Hermes Agent<\/th><th class=\"col-nemo\">NemoClaw<\/th><th class=\"col-openclaw\">OpenClaw<\/th><\/tr><\/thead>\n <tbody>\n <tr><td>\u8d77\u52d5\u30b7\u30fc\u30b1\u30f3\u30b9<\/td><td>\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u30ed\u30fc\u30c9 \u2192 MCP\u30b5\u30fc\u30d0\u30fc\u63a5\u7d9a \u2192 \u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u8d77\u52d5\u3002CLAUDE.md\u304c\u5b58\u5728\u3059\u308c\u3070\u81ea\u52d5\u7684\u306b\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u8ffd\u8a18<\/td><td>\u30d7\u30ed\u30d5\u30a1\u30a4\u30ebYAML\u3092\u89e3\u6c7a \u2192 \u5b9f\u884c\u74b0\u5883\uff08Local\/Docker\/Modal\uff09\u3092\u691c\u51fa \u2192 \u5229\u7528\u53ef\u80fd\u306aLLM\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u512a\u5148\u5ea6\u9806\u306b\u9078\u629e \u2192 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30eb\u30fc\u30d7\u8d77\u52d5<\/td><td>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30a6\u30a3\u30b6\u30fc\u30c9\u3067\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u8a2d\u5b9a \u2192 Blueprint\u306eYAML\u3092\u30d1\u30fc\u30b9\u3057\u3066\u6709\u52b9\u6027\u3092\u691c\u8a3c \u2192 \u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9Pod\u3092\u751f\u6210 \u2192 HTTP\u30d7\u30ed\u30fc\u30d6\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8d77\u52d5\u3092\u78ba\u8a8d<\/td><td>\u5bfe\u8a71\u7684\u30a6\u30a3\u30b6\u30fc\u30c9\uff08openclaw wizard\uff09\u3067\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u30fb\u30c1\u30e3\u30f3\u30cd\u30eb\u30fb\u6a29\u9650\u3092\u8a2d\u5b9a \u2192 Gateway\u8d77\u52d5 \u2192 \u8a2d\u5b9a\u6e08\u307f\u62e1\u5f35\u6a5f\u80fd\u3092\u81ea\u52d5\u30ed\u30fc\u30c9 \u2192 \u30c1\u30e3\u30f3\u30cd\u30eb\u30a2\u30c0\u30d7\u30bf\u304c\u5404\u30b5\u30fc\u30d3\u30b9\u3078\u63a5\u7d9a \u2192 \u30c7\u30d0\u30a4\u30b9\u30da\u30a2\u30ea\u30f3\u30b0\u3092\u78ba\u7acb<\/td><\/tr>\n <tr><td>\u8a2d\u5b9a\u306e\u67d4\u8edf\u6027<\/td><td>\u30e6\u30fc\u30b6\u30fc\u8a2d\u5b9a\uff08~\/.claude\/settings.json\uff09\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a2d\u5b9a\uff08.claude\/settings.json\uff09\u306e2\u5c64\u69cb\u9020\u3002CLAUDE.md\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4efb\u610f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u7f6e\u3051\u3001\u30b5\u30d6\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3054\u3068\u306b\u7570\u306a\u308b\u6307\u793a\u3092\u6301\u3066\u308b<\/td><td>YAML\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3067\u74b0\u5883\u5225\u8a2d\u5b9a\u3092\u7ba1\u7406\u3002CLI\u30d5\u30e9\u30b0\u3067\u5b9f\u884c\u6642\u306b\u7279\u5b9a\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u6307\u5b9a\u53ef\u80fd\u3002\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u9078\u629e\u3084\u5b9f\u884c\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3082\u5207\u308a\u66ff\u3048\u3089\u308c\u308b<\/td><td>Blueprint YAML\u306b\u5168\u8a2d\u5b9a\u3092\u96c6\u7d04\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u7a2e\u985e\u30fb\u4f7f\u7528\u30e2\u30c7\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30dd\u30ea\u30b7\u30fc\u30fb\u8a8d\u8a3c\u60c5\u5831\u306e\u30de\u30a6\u30f3\u30c8\u5148\u3092\u3059\u3079\u3066\u3053\u3053\u3067\u5ba3\u8a00\u7684\u306b\u5b9a\u7fa9<\/td><td>~\/.openclaw\/\u8a2d\u5b9a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3068\u74b0\u5883\u5909\u6570\u306e2\u5c64\u3002\u30c1\u30e3\u30f3\u30cd\u30eb\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u62e1\u5f35\u6a5f\u80fd\u3092YAML\/JSON\u3067\u5ba3\u8a00\u7684\u306b\u8a2d\u5b9a\u3002\u30db\u30c3\u30c8\u30ea\u30ed\u30fc\u30c9\u5bfe\u5fdc\u3067Gateway\u518d\u8d77\u52d5\u306a\u3057\u306b\u8a2d\u5b9a\u5909\u66f4\u3092\u53cd\u6620\u53ef\u80fd<\/td><\/tr>\n <\/tbody>\n <\/table>\n <\/div>\n <\/details>\n\n <div style=\"margin-top:24px;padding:12px 16px;background:#eff6ff;border:1px solid #bfdbfe;border-radius:8px;font-size:0.78rem;color:#1e40af;\">\n <strong>12\u30b3\u30a2\u30e2\u30b8\u30e5\u30fc\u30eb\u51fa\u5178\uff1a<\/strong>\n Akshay Pachaar\u300cThe Anatomy of an Agent Harness\u300d\u2014 Daily Dose of Data Science\uff082026\u5e743\u301c4\u6708\uff09\n <span style=\"color:#6b7280;\">\u2014 11\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8 + 7\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6c7a\u5b9a\u3002\u300c\u521d\u671f\u5316\u300d\u30e2\u30b8\u30e5\u30fc\u30eb\u306fYouTube\u52d5\u753b\u300cAgent Harness\u5341\u4e8c\u5927\u6a21\u5757\u5b8c\u5168\u89e3\u6790\u300d\u304c\u8ffd\u52a0\u3002<\/span>\n <\/div>\n<\/section>\n\n<\/div>\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u88c5\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u30cf\u30fc\u30cd\u30b9\u8a2d\u8a08\u3092\u6bd4\u8f03\u3059\u308b\u3002 AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8Harness\u8a2d\u8a08 \u6bd4\u8f03 1 \u6982\u8981 Claude Code 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