# AI编程类产品-Sesame (@95852828064) on xiaohongshu

- id: koinon:creator:xiaohongshu_95852828064
- url: https://koinonlink.com/kol/xiaohongshu/95852828064
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 95852828064
- platform_url: https://www.xiaohongshu.com/user/profile/6583aa61000000001c009f76
- website: xhsdiscover://user/6618aa4500000000030338e0?tab=goods
- country: China
- entity_type: creator
- person_id: koinon:person:xiaohongshu_95852838020

## Reach
- followers: 4900
- posts_observed: 32
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Codex入门与教程, AI Agent/Workbuddy搭建, 学习时间规划与手册分享, 亚马逊自动化运营, AI工具实操SOP
- bio: Aigc产品编程类培训
🤖Codex一站式量化搭建

## Audience (inferred)
- status: present
- description: Beginners learning AI tools, especially those wanting to quickly get started with automation/app building using Codex and AI Agents—new professionals, newcomers, and some Amazon sellers
- roles: automation
- seniority: learner
- pain_points: Can't find clear, systematic Chinese-language tutorials for Codex, Don't know how long it takes to learn AI Agents and automation, Lack hands-on projects and SOP guides for practice, Struggle to apply AI tools to real-world scenarios like Amazon selling
- posts_analysed: 33
- 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: 40
- 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_95852828064#7abb599b] 如果7月10日开始学Codex和Aiagent多久学会 / “学习”🙌🏻 (https://www.xiaohongshu.com/user/profile/6583aa61000000001c009f76)
- [xiaohongshu_95852828064#ca01be8d] #howto用AI手搓APP[话题]##howto入门codex[话题]##howto用好AI[话题]#  #AI新手村[话题]# #aiagent[话题]# #howto手搓ski / 假如你今天开始学Codex和Aiagent要多久精通 / 真的太清晰啦，需要的请拿走！！!
- [xiaohongshu_95852828064#e3d7a871] #howto用好AI[话题]# #aiagent[话题]# #howto用AI手搓APP[话题]##howto入门codex[话题]##AI新手村[话题]# #how / 假如你8月19日开始学Codex和agent要学多久 / 真的太清晰啦，需要的拿走不谢！！!
- [xiaohongshu_95852828064#ddb7f7d9] #howto用AI手搓APP[话题]##howto入门codex[话题]##howto用好AI[话题]#  #AI新手村[话题]# #aiagent[话题]# #h / 我愿称之为Workbuddy天花板教程！ / 写这个Workbuddy中文教程的人，简直配享太庙呀！
- [xiaohongshu_95852828064#6867f0a9] 这份Workbuddy中文教程真的太👍了
- [xiaohongshu_95852828064#b5256737] #workbuddy[话题]# #workbuddy教程[话题]# #workbuddy使用[话 / 逼自己练完这68页，你的WorkBuddy就牛了 / #workbuddy[话题]# #workbuddy教程[话题]# #workbuddy使用[话题]# #腾讯WorkBudd[话题]# #ai智能体[话题]# #workbuddy使用技巧[话题]# / Workbuddy搭建自动化工作流SOP手册！橙皮书
- [xiaohongshu_95852828064#7391454d] #howto用好AI[话题]# #ai工具[话题]# #效率神器[话题]# #AI工具[话题]# #高效生产力[话题]# #流程化管理[话题]# / 吴恩达claude code中文手册，你配享太庙～

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, 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=0.25, freshness_days=56, 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=56, 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=56, method=platform_profile

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

## 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_95852828064
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_95852828064
- Terms: https://koinonlink.com/for-ai