# 汪队AI编程 (@1084705418) on xiaohongshu

- id: koinon:creator:xiaohongshu_1084705418
- url: https://koinonlink.com/kol/xiaohongshu/1084705418
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 1084705418
- platform_url: https://www.xiaohongshu.com/user/profile/5fbe78c5000000000100790f
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 42200
- posts_observed: 33
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00081
- best_post_interactions: 34
- measurement_source: cn_posts_max
- measurement_formula: likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: GESP备考与跳级, 信息学奥赛/信奥/CSP, 少儿编程学习时机与5大误区, 强基计划与985升学路径, 科技特长生与北京升学, AI时代还要不要学编程
- bio: RED ID: 1084705418

## Audience (inferred)
- status: present
- description: Parents focused on children's programming competitions and academic advancement, especially those in Beijing and other key cities aiming for GESP, NOI, science and technology talent programs, or Strong Foundation Program pathways
- roles: consumer
- seniority: decision_maker
- pain_points: Spending money on classes only to get low-value programming certificates that are essentially useless, Uncertain about the optimal grade to start learning C++—afraid of starting too late or going down the wrong path, Using incorrect preparation methods for GESP and NOI, easily wasting time and effort, Lacking clarity on how the Strong Foundation Program and science and technology talent programs actually recognize informatics competition awards
- posts_analysed: 26
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: engagement_observed
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [xiaohongshu_1084705418#0a93eafc] GESP到底应该怎么准备？ / #GESP[话题]#  #GESP备考[话题]#  #GESP跳级[话题]#  #少儿编程[话题]#  #青少年编程[话题]#  #儿童编程[话题]#  #编程考级[话题]#  #C++学习[话题]# / 2026北京海淀科技特长学校汇总 / 你还想知道哪些学校信息？评论区留言 (https://www.xiaohongshu.com/user/profile/5fbe78c5000000000100790f)
- [xiaohongshu_1084705418#428ccf4e] #海淀科技特长[话题]#  #信息学奥赛[话题]#  #科技特长生[话题]#  #北京升学[话题]#  #家长必看[话题]#  #少儿编程[话题]#  #信奥规 / 孩子几年级开始学编程合适？一篇说清楚📌 / 最近被问烂了两个问题👇 "四年级学编程适合吗？" "六年级才开始学，来得及吗？"
- [xiaohongshu_1084705418#2526ffc2] 直接给答案：四年级学C++，是最稳的时间点！ 六年级也没关系，但时间会紧很多，孩子试错的空间少了不少。
- [xiaohongshu_1084705418#29b64416] 给大家梳理一 / 孩子手里的信息学证书，90%都拿错了 / 说个很多家长不愿意听的真相——
- [xiaohongshu_1084705418#829b8e0b] 你花钱给娃报的那些比赛，拿回来的证书，大概率是废纸。
- [xiaohongshu_1084705418#e83f5262] 不是我危言耸听。证书含金量有一个最简单的判断逻辑：选拔难度越高，认可度越高；获奖率越高，含金量越低。 另外一定要认 / 少儿编程90%的钱我替你省了 / 搞了很多年家庭教育，我一直觉得自己选课眼光毒。
- [xiaohongshu_1084705418#e59ce1a8] 结果教自己女儿的时候，还是踩了一堆坑😭
- [xiaohongshu_1084705418#b85c0ce9] 我是汪队，前计算机学会PTA副主席，现在做信奥机构。

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=56, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=68, method=Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily). — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=56, method=llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=56, method=platform_profile

## Freshness
- profile_checked_days_ago: 56
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 4
- user_triggered_requests: 1
- last_user_triggered_day: 2026-09-01
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=xiaohongshu_1084705418
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_1084705418
- Terms: https://koinonlink.com/for-ai