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    "website": "https://youtube.com/@talbcode",
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    "best_post_interactions": null,
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    "credibility_score": 42,
    "grade": "C",
    "anomaly_flags": [],
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
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      "excerpt": "Merge Multiple PDFs into One with Just Python Merge multiple PDF files into one using Python and the simple pypdf library.  A quick and useful automation trick for developers.  #talbcode #python #pdf #coding #shorts",
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    },
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      "observed_at_days_ago": 0
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      "type": "creator_content",
      "excerpt": "View Your Local Project on Any Device with VS Code Port Forwarding.  No hosting or extra setup needed!  #talbcode #vscode #webdevelopment #coding #shorts",
      "source_url": null,
      "observed_at_days_ago": 0
    },
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      "evidence_id": "tiktok_talbcode#p5",
      "type": "creator_content",
      "excerpt": "Search:",
      "source_url": null,
      "observed_at_days_ago": 0
    },
    {
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      "type": "creator_content",
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      "source_url": null,
      "observed_at_days_ago": 0
    },
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      "excerpt": "Access AI Tools in VSCODE – Google Antigravity Use Google Antigravity inside VS Code and access Gemini Flash, Gemini Pro, Claude Sonnet, Claude Opus, and GPT-OSS for coding.  #talbcode #vscode #ai #coding #shorts",
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      "note": "Relative signal within Koinon indexing, not a market-wide score."
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      "method": "follower_growth_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "reach.followers",
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      "method": "platform_profile"
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    "audience_updated_days_ago": 0,
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    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
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    "category_entity": "https://koinonlink.com/product-category/software"
  },
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    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
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