# 小亮哥AI写作 (@z3305206) on xiaohongshu

- id: koinon:creator:xiaohongshu_z3305206
- url: https://koinonlink.com/kol/xiaohongshu/z3305206
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: z3305206
- platform_url: https://www.xiaohongshu.com/user/profile/5e394c7c0000000001009c10
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7900
- posts_observed: 8
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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_recent_content
- topics: AI提示词与写作指令, 公文与工程材料写作, 让AI输出更自然不被发现, AI模型对比（Claude/Kimi/Gemini/DeepSeek）, 体制内写作技巧与汇报方法
- bio: RED ID: z3305206

## Audience (inferred)
- status: present
- description: Engineering and construction professionals, as well as internal staff responsible for document drafting (the 'penmen'), primarily involved in writing construction plans, engineering reports, official documents, bids, and leadership presentations
- roles: content
- seniority: practitioner
- pain_points: AI-generated content is easily spotted as inauthentic by supervisors, Poorly designed prompts lead to lack of professionalism or an overly 'AI-like' tone, Difficulty in getting AI to accurately mimic a leader's writing style or specific requirements, Time-consuming process of drafting engineering documents with repeated revisions
- posts_analysed: 38
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: platform_default
- credibility_score: 43
- flagged_for_review: false
- koinon_bd_grade: A — 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_z3305206#bd371726] 施工方案用AI三步生成法（附提示词） (https://www.xiaohongshu.com/user/profile/5e394c7c0000000001009c10)
- [xiaohongshu_z3305206#7a88ccc2] #人工智能[话题]# #AI工具[话题]# #建筑行业[话题]# #设计思路和理念[话题]#
- [xiaohongshu_z3305206#2c47ddd3] 把施工日志写好的AI提示词
- [xiaohongshu_z3305206#8cb925fb] #ai写材料指令[话题]# #公文写作[话题]# #建筑行业[话题]# #工程人转行[话题]# #笔杆子[话题]# #AI工具[话题]#
- [xiaohongshu_z3305206#e9dc87d3] 我用这套AI提示词写工程行业材料两年分享
- [xiaohongshu_z3305206#d9bf61f3] #AI反常识howto[话题]# #gemini哪个模型最好[话题]# #agent推荐[话题]# #ai工作台[话题]# #工作汇报[话题]# #投标[话题]#
- [xiaohongshu_z3305206#e20c2fd7] 把20页工程报告压成3分钟汇报，我用AI做了
- [xiaohongshu_z3305206#726020c4] #howto用好AI[话题]# #AI工具[话题]# #ai写材料指令[话题]# #ai工作台[话题]# #AI反常识howto[话题]# #工作汇报[话题]# #ai提效手册[话题]# #豆包专业版

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=101, 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=0.25, freshness_days=75, method=Fixed value 58, pending engagement collection. Not a measurement. — 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=101, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=101, method=platform_profile

## Freshness
- profile_checked_days_ago: 101
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 7
- 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_z3305206
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_z3305206
- Terms: https://koinonlink.com/for-ai