# 双木物理AI (@双木物理AI) on wechat

- id: koinon:creator:wechat_双木物理ai
- url: https://koinonlink.com/kol/wechat/%E5%8F%8C%E6%9C%A8%E7%89%A9%E7%90%86AI
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 双木物理AI
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E5%8F%8C%E6%9C%A8%E7%89%A9%E7%90%86AI
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 17
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- 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
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 物理AI工具箱, DeepSeek生成教案与改编中考题, AI辅助教学论文写作, Kimi解读课标对比教材, AI设计实验方案与分层作业, AI学生错题分析

## Audience (inferred)
- status: present
- description: High school physics teachers, primarily frontline educators using AI to assist with lesson planning and teaching management
- roles: content
- seniority: practitioner
- pain_points: Creating lesson plans and lab experiments is time-consuming and labor-intensive, Revising middle school exam questions and analyzing student mistakes is tedious and inefficient, Lacking tools to support teaching paper writing and comparing curriculum standards with textbooks, Difficulty in personalizing homework assignments for different student levels
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.95
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- 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
- [wechat_双木物理ai#b43ab3e7] 物理AI丨物理教师AI工具箱(下) (https://weixin.sogou.com/weixin?type=1&query=%E5%8F%8C%E6%9C%A8%E7%89%A9%E7%90%86AI)
- [wechat_双木物理ai#5e1163fc] 双木物理AI工具箱|用DeepSeek生成苏科版教案(第1期)
- [wechat_双木物理ai#8fc3f7c1] 双木物理AI工具箱|用DeepSeek改编苏科版中考题(第2期)
- [wechat_双木物理ai#86a7cc29] 双木物理AI工具箱|用DeepSeek辅助物理教学论文写作(第3期)
- [wechat_双木物理ai#5e1af7d1] 双木物理AI工具箱|用Kimi解读课标对比教材(第7期)
- [wechat_双木物理ai#0e874f03] 双木物理AI工具箱|用豆包设计实验方案与分层作业(第6期)
- [wechat_双木物理ai#580797c6] 双木物理AI工具箱|用DeepSeek做学生错题分析(第4期)
- [wechat_双木物理ai#aba9beb8] 双木物理AI工具箱|用讯飞星火做语音实验(第10期)

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=68, 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=45, 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 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, 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=45, 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=45, method=platform_profile

## Freshness
- profile_checked_days_ago: 45
- content_analysed_days_ago: 56
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 10
- user_triggered_requests: 0
- 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=wechat_%E5%8F%8C%E6%9C%A8%E7%89%A9%E7%90%86ai
- Request removal: https://koinonlink.com/claim?k=wechat_%E5%8F%8C%E6%9C%A8%E7%89%A9%E7%90%86ai
- Terms: https://koinonlink.com/for-ai