{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_51testing软件测试网",
  "url": "https://koinonlink.com/kol/wechat/51Testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/51Testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91",
    "json": "https://koinonlink.com/kol/wechat/51Testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91.json",
    "markdown": "https://koinonlink.com/kol/wechat/51Testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91.md"
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  "identity": {
    "display_name": "51Testing软件测试网",
    "handle": "51Testing软件测试网",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=51Testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91",
    "website": null,
    "country": null,
    "country_name": null,
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": null,
    "following": null,
    "posts_total": null,
    "posts_observed": 41,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_measurable_on_platform",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.",
    "unit_note": "engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here."
  },
  "content": {
    "bio": "",
    "topics": [
      "人工智能时代的软件测试",
      "AI重塑测试流程与思维转变",
      "TestGPT等AI工具对测试工作的影响",
      "AI软件测试的利弊与挑战",
      "LLM应用质量评估方法"
    ],
    "topics_en": [
      "Software Testing in the Age of AI",
      "AI Reshaping Testing Processes and Mindsets",
      "Impact of AI Tools like TestGPT on Testing Work",
      "Pros, Cons, and Challenges of AI Software Testing",
      "LLM Application Quality Evaluation Methods"
    ],
    "topics_zh": [
      "人工智能时代的软件测试",
      "AI重塑测试流程与思维转变",
      "TestGPT等AI工具对测试工作的影响",
      "AI软件测试的利弊与挑战",
      "LLM应用质量评估方法"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Software testers and QA professionals, primarily test engineers, automation testers, and development team members interested in AI tools",
    "roles": [
      "dev"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Worried that AI tools like TestGPT might replace traditional testing roles",
      "Struggling to genuinely integrate AI thinking and tools into existing testing workflows",
      "Lacking practical methods and standards to evaluate the quality of LLM applications",
      "Facing challenges around accuracy, bias, and explainability introduced by AI testing"
    ],
    "posts_analysed": 5,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 60,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": null,
    "credibility_note": "Not computed for this profile: the follower-based heuristic had no inputs on this platform.",
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_only",
      "formula": "fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "wechat_51testing软件测试网#bed70fb2",
      "type": "creator_content",
      "excerpt": "人工智能时代的软件测试",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=51Testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_51testing软件测试网#a2f51cec",
      "type": "creator_content",
      "excerpt": "从工具到思维,AI 如何重塑软件测试全流程?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_51testing软件测试网#07ad60ea",
      "type": "creator_content",
      "excerpt": "TestGPT横空出世,软件测试也要被AI替代了?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_51testing软件测试网#a887bef4",
      "type": "creator_content",
      "excerpt": "AI软件测试的利与弊以及带来的挑战",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_51testing软件测试网#ae2fdff4",
      "type": "creator_content",
      "excerpt": "AI测试必看:LLM应用评估指南,4 步搞定大模型应用的质量评估",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_51testing软件测试网#ff757bea",
      "type": "creator_content",
      "excerpt": "WeKnora深度评测:腾讯开源的企业知识平台,从RAG到MCP实战落地",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_51testing软件测试网#d5564aef",
      "type": "creator_content",
      "excerpt": "WeKnora深度评测:腾讯开源的企业知识平台,从RAG到MCP实战落地(下)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 11,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 11,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 11,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 0,
      "method": "profile_snapshot_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": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 0,
      "method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 0,
      "method": "llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 0,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 0,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 11,
    "generated_at": "2026-09-06T19:24:02.235Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/wechat",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=wechat_51testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91",
    "removal_url": "https://koinonlink.com/claim?k=wechat_51testing%E8%BD%AF%E4%BB%B6%E6%B5%8B%E8%AF%95%E7%BD%91"
  }
}