# UG自动编程+智能机器《机械小白》 (@jixiexiaobai1120) on douyin

- id: koinon:creator:douyin_jixiexiaobai1120
- url: https://koinonlink.com/kol/douyin/jixiexiaobai1120
- schema_version: 1.4

## Identity
- platform: douyin
- handle: jixiexiaobai1120
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAPXNWNFhSMaPeI3L-nWGOm_9cI8aC1JkPuX2s72BzAmXQI689vrTMTxvkkHyHgT6O
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 41095
- following: 96
- posts_total: 728
- posts_observed: 3
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00465
- best_post_interactions: 191
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 免编程智能CNC系统, 自动分中对刀与效率提升, 机床交付安装与现场调试, 普工变技工与降本增效, 加工中心实拍与客户案例
- bio: 让每一台加工中心，都成为您的利润引擎 
不止卖设备，更为您提供高效生产方案！
✨ 自动分中、自动对刀，效率翻倍
✨ 编程软件+智能机器是发展趋势
✨ 真正降本增效，节省人工，普工变技工
✨ 根据您的产品，推荐最合适的机床
✨ 实地验机、技术对接，编程操机无忧

## Audience (inferred)
- status: present
- description: Small and medium-sized machinery processing plants and mold factory owners and workshop supervisors, primarily manufacturing professionals needing to purchase CNC equipment
- roles: automation
- seniority: decision_maker
- pain_points: Struggling to hire or afford skilled CNC operators, leading to high labor costs, High learning curve for traditional programming, making it difficult for general workers to get up to speed, Low processing efficiency, putting them at a disadvantage in price competition, Equipment setup and tool calibration rely on specialists, disrupting delivery timelines and production flow
- posts_analysed: 49
- confidence: 0.75

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

## Quality signals
- authenticity_score: 60
- authenticity_basis: engagement_observed
- credibility_score: 70
- 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
- [douyin_jixiexiaobai1120#040feebe] 干了 10 年 CNC，这是我用过最好用的系统，操作太简单了！#cnc加工中心 #数控编程 #数控加工 #cnc加工 #ug数控编程 / 零帧起手 (无前摇) / 效率拉满 价格卷的时代，就要提高加工效率！免编 (https://www.douyin.com/user/MS4wLjABAAAAPXNWNFhSMaPeI3L-nWGOm_9cI8aC1JkPuX2s72BzAmXQI689vrTMTxvkkHyHgT6O)
- [douyin_jixiexiaobai1120#c244bf0e] 程系统，双刀库，自动分钟，自动对刀，节省人工#工厂实拍视频 #机械加工 #精牛数控 #模架 / 野马进行曲（phonk） / 价格卷的时代，就要提高加工效率！免编
- [douyin_jixiexiaobai1120#958bdd44] 程系统，双刀库，自动分钟，自动对刀，节省人工#工厂实拍视频 #机械加工 #精牛数控 #模架 / 大爷级别的也得整得明明白白的！
- [douyin_jixiexiaobai1120#c9e93f9c] #加工中心编程培训 #制造业  #机加工 #数控加工中心 #加工中心 / @七虎行汽车电子商贸创作的原声 / 双刀库免编程咨询价格

## 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=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=85, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 85
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 9
- 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=douyin_jixiexiaobai1120
- Request removal: https://koinonlink.com/claim?k=douyin_jixiexiaobai1120
- Terms: https://koinonlink.com/for-ai