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        "answer": "Use the proof matrix for verification boundaries and public receipts: https://www.marksiazon.dev/proof. Project case studies: https://www.marksiazon.dev/projects",
        "sources": [
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          "https://www.marksiazon.dev/projects"
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        "answer": "HireProof is an AI trust and safety product for job seekers. Case study: https://www.marksiazon.dev/projects/hireproof. Live: https://hireproof.tech/portfolio",
        "sources": [
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        "question": "What is ResQLink?",
        "answer": "ResQLink is an offline-first emergency response platform. UMak InfotechOlympics 2025 Android Productivity Champion. Case study: https://www.marksiazon.dev/projects/resqlink",
        "sources": [
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          "https://github.com/UMakLumen/ResQLinkWeb",
          "https://www.marksiazon.dev/achievements"
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        "question": "What is BaybayInscribe?",
        "answer": "BaybayInscribe is Baybayin ML and cultural education UX. InfotechOlympics 2024 Android winner. Case study: https://www.marksiazon.dev/projects/baybayinscribe. Model: https://huggingface.co/gilas/baybayinscribe",
        "sources": [
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          "https://www.marksiazon.dev/achievements"
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        "question": "What is Stellaroid Earn?",
        "answer": "Stellaroid Earn is a Web3 credential proof app on Stellar testnet with Soroban and Freighter. Case study: https://www.marksiazon.dev/projects/stellaroid-earn. Live: https://stellaroid.tech",
        "sources": [
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        "answer": "qwen-ui-lab, Smart Profile, Kudlit, and Pulse are maintained as hackathon/lab work. Rendered lab index: https://iron-mark.github.io/Iron-Mark/lab/. Markdown source: https://iron-mark.github.io/Iron-Mark/LAB.md. Portfolio lab hub: https://www.marksiazon.dev/lab",
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          "https://github.com/Iron-Mark/Iron-Mark"
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        "answer": "Both - product design engineer workflow from UX research and design systems through React/Next.js/Flutter/Kotlin implementation, deployment, and verification.",
        "sources": [
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          "https://www.marksiazon.dev"
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        "question": "What awards has Mark Siazon won?",
        "answer": "UMak InfotechOlympics 2025 Android Productivity Champion (ResQLink); InfotechOlympics 2024 Android winner (BaybayInscribe); Stellar bootcamp Top 5 of 105 (Stellaroid Earn). https://www.marksiazon.dev/achievements",
        "sources": [
          "https://www.marksiazon.dev/achievements",
          "https://www.marksiazon.dev/projects/stellaroid-earn"
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        "answer": "Hiring context: https://www.marksiazon.dev/recruiter. Verification links: https://www.marksiazon.dev/proof. Structured index: https://github.com/Iron-Mark/Iron-Mark/blob/main/llms-index.json and citation guide: https://github.com/Iron-Mark/Iron-Mark/blob/main/public/HOW-TO-CITE.md",
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          "https://github.com/Iron-Mark/Iron-Mark/blob/main/public/HOW-TO-CITE.md"
        ]
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        "question": "Where are source and index files?",
        "answer": "GitHub Pages mirror: https://iron-mark.github.io/Iron-Mark/llms-index.json, https://iron-mark.github.io/Iron-Mark/llms.txt, https://iron-mark.github.io/Iron-Mark/llms-full.txt, https://iron-mark.github.io/Iron-Mark/llms-ctx-full.txt, https://iron-mark.github.io/Iron-Mark/FAQ.md, https://iron-mark.github.io/Iron-Mark/schema/llms-index.schema.json, https://iron-mark.github.io/Iron-Mark/schema/person.jsonld, and https://iron-mark.github.io/Iron-Mark/schema/faq.jsonld. Portfolio: https://www.marksiazon.dev/llms.txt",
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          "https://github.com/Iron-Mark/Iron-Mark/blob/main/llms-index.json",
          "https://www.marksiazon.dev/llms.txt"
        ]
      },
      {
        "question": "What geographic markets does Mark serve?",
        "answer": "Based in the Philippines; open to Southeast Asia and remote roles.",
        "sources": [
          "https://www.marksiazon.dev/recruiter",
          "https://www.marksiazon.dev/contact"
        ]
      },
      {
        "question": "How do I contact Mark Siazon for hiring?",
        "answer": "Recruiter brief: https://www.marksiazon.dev/recruiter. Contact: https://www.marksiazon.dev/contact. Email: marksiazon.dev@gmail.com. LinkedIn: https://www.linkedin.com/in/mark-siazon/",
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    "person": "https://github.com/Iron-Mark/Iron-Mark/blob/main/public/schema/person.jsonld",
    "faq": "https://github.com/Iron-Mark/Iron-Mark/blob/main/public/schema/faq.jsonld",
    "index": "https://github.com/Iron-Mark/Iron-Mark/blob/main/public/schema/llms-index.schema.json",
    "pagesPerson": "https://iron-mark.github.io/Iron-Mark/schema/person.jsonld",
    "pagesFaq": "https://iron-mark.github.io/Iron-Mark/schema/faq.jsonld",
    "generatedBy": "src/scripts/generate_schema.py",
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  }
}
