# AI Agent yang (@5239495748) on xiaohongshu

- id: koinon:creator:xiaohongshu_5239495748
- url: https://koinonlink.com/kol/xiaohongshu/5239495748
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 5239495748
- platform_url: https://www.xiaohongshu.com/user/profile/62245187000000001000b8ef
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2400
- posts_observed: 3
- 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: n8n AI Agent与工作流搭建, ComfyUI图像生成与修复教程, 全自动视频/动画生成Skill, Agent任务调试与Goal机制, AI模特换装与背景工作流
- bio: ⭐AI探索者|程序员
📖AI前沿干货分享
做实用靠谱的AI软件教程

## Audience (inferred)
- status: present
- description: Content creators and developers who want to automate video, animation, and image production using AI tools, mainly mid-to-small scale self-media operators or e-commerce marketers
- roles: automation
- seniority: learner
- pain_points: Manual editing, voiceover, and storyboarding are time-consuming and labor-intensive, AI Agent tasks often go off track or end prematurely, Want to quickly create viral content but lack coding or editing skills, ComfyUI/n8n workflows frequently crash or deliver inconsistent results after setup
- posts_analysed: 38
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- 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: 36
- 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_5239495748#c26bdee0] Skill工作流：爆款纸艺风视频一键生成！ / 本期视频内容： (https://www.xiaohongshu.com/user/profile/62245187000000001000b8ef)
- [xiaohongshu_5239495748#d3faef48] 做知识科普或者教学类视频，真正耗时的往往不是写文案，而是为整条视频持续制作准确、丰富的画面。一直使用静态图片容易单调，手动制作动画又需要投入大量时间；即使全程使用同一种Remoti / 从文案到音乐视频：MCode自动成片！ / 本期视频内容：
- [xiaohongshu_5239495748#5dcb69d7] 只需要准备一段文案，怎样在 MiniMax Code 中自动生成配乐，再通过 HyperFrames 制作一条跟随音乐节奏变化的卡点视频？
- [xiaohongshu_5239495748#626ce1d4] 这次使用的工作流由两部分组成：在Mini / Agent任务跑偏？先用grill-me把需求聊清楚 / 本期视频内容： Agent 做出来的和你想的不一样？先用 grill-me 把需求聊清楚。
- [xiaohongshu_5239495748#cacf0f73] 很多任务刚开始只有一个大致方向，真正影响结果的细节，往往要在讨论过程中才会逐渐出现。如果 Agent 在这些 / Agent为何提前停？从/goal看懂持续执行机制 / 本期视频内容：
- [xiaohongshu_5239495748#123a69ad] 任务明明还没有完成，Agent为什么已经给出了最终回复？
- [xiaohongshu_5239495748#934eaf59] 本期视频将从普通Agent调用模型和工具的过程讲起，解释Agent为什么会提前结束，并通过Pi的Goal扩展，拆解长期目标如何 / 有了Codex，Pi Agent为什么依然值得关注？ / 本期视频内容：
- [xiaohongshu_5239495748#42ff93ff] 有了 Claude Code 和 Codex，为什么还要关注 Pi Agent？

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, 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=55, 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=90, 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=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## 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_5239495748
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_5239495748
- Terms: https://koinonlink.com/for-ai