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            "model": "gpt-5.5",
            "route_action": "direct",
            "route_reason": "Task is strategic/technical/ranking-sensitive, so it is routed to master model.",
            "risk_signals": {
                "technical_uncertainty": false,
                "contradictory_signals": false,
                "multi_system_decision": true,
                "high_risk_recommendation": true
            },
            "escalation_flags": [
                "multi_system_decision",
                "high_risk_recommendation"
            ],
            "human_review_default": true,
            "implementation_mode_default": "manual",
            "post_escalated": false
        },
        "summary": "AI optimization failed. Static verified SEO assets were published.",
        "answer_improvements": [],
        "entity_terms": [],
        "internal_link_plan": [],
        "faq_gaps": [],
        "local_seo_actions": [],
        "course_page_actions": [],
        "confidence_score": 0.78,
        "estimated_seo_impact": "high",
        "estimated_ranking_impact_timeframe": "2 to 8 weeks",
        "automation_safety_score": 82,
        "human_review_recommended": true,
        "implementation_mode": "manual"
    },
    "priority_courses": [
        {
            "name": "AI Tools Mastery",
            "url": "https://www.sourcekode.in/courses/ai-tools/",
            "mode": "Live online cohort",
            "audience": "Students, professionals, founders and creators"
        },
        {
            "name": "Advanced AI Coding",
            "url": "https://www.sourcekode.in/courses/advanced-ai-coding/",
            "mode": "Live online cohort",
            "audience": "Developers, analysts and builders"
        },
        {
            "name": "Content Creator Program",
            "url": "https://www.sourcekode.in/courses/content-creator/",
            "mode": "Live online cohort",
            "audience": "Creators, marketers and business owners"
        },
        {
            "name": "Python",
            "url": "https://www.sourcekode.in/courses/python/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Beginners and career switchers"
        },
        {
            "name": "Java",
            "url": "https://www.sourcekode.in/courses/java/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Programming and full stack learners"
        },
        {
            "name": "Data Science",
            "url": "https://www.sourcekode.in/courses/data-science/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Analytics and AI career learners"
        },
        {
            "name": "Digital Marketing",
            "url": "https://www.sourcekode.in/courses/digital-marketing/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Marketing and growth learners"
        },
        {
            "name": "Software Testing",
            "url": "https://www.sourcekode.in/courses/software-testing/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "QA and IT job seekers"
        }
    ],
    "safeguards": [
        "Use verified SourceKode facts only.",
        "Do not invent placements, awards, guarantees, reviews, pricing or affiliations.",
        "Treat AI output as a prioritization layer; high-impact page rewrites should be reviewed before publishing."
    ]
}
