# 大课堂科技-数控编程培训 (@CAM6656) on douyin

- id: koinon:creator:douyin_cam6656
- url: https://koinonlink.com/kol/douyin/CAM6656
- schema_version: 1.4

## Identity
- platform: douyin
- handle: CAM6656
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAOa7GHNBCWoTmXqU_A-KWCJUkalg6aCXZWWpYbEPJtUo
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 231884
- following: 6
- posts_total: 881
- posts_observed: 1
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02484
- best_post_interactions: 5759
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Mastercam刀路参数与后处理设置, UG NX等高刀路与加工工艺, 五轴摇篮对刀与快速校正, 车铣复合后处理与测试件应用, 极坐标钻孔与攻丝效率提升, 自动对刀仪、热缩刀具与机床零点调整
- bio: 🟤大课堂科技——米志恒老师
🔴线上三四五轴/车床/车铣复合课程
🟢线上课程：合集里面学习
🟣线下多轴/车铣复合现场实操培训  
🟠培训软件：Mastercam与UG NX
⚫️九年高校任职教学工作经验
🟡十四年编程工作经验（高级工程师）
🟢受过UG和Mastercam官方培训

## Audience (inferred)
- status: present
- description: CNC programmers, machining center operators, and manufacturing technicians who use Mastercam and UG NX
- roles: none, dev
- seniority: practitioner
- pain_points: Missing leading zeros or incorrect parameter settings in Mastercam post-processing output, Difficulty mastering tool setup, calibration, and complex toolpaths (e.g., sharp corner chamfering, polar coordinate machining) in 5-axis operations, Unfamiliarity with testing custom post-processors and encapsulating M-codes for turn-mill composite machining, Complex and time-consuming operations for mid-cycle restart, tool parameter tracking, and zero-point setup on Newe/ FANUC systems
- posts_analysed: 36
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 76
- 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_cam6656#2085a0e2] 五轴摇篮如何对刀#数控加工 #技术分享 #精密加工 (https://www.douyin.com/user/MS4wLjABAAAAOa7GHNBCWoTmXqU_A-KWCJUkalg6aCXZWWpYbEPJtUo)
- [douyin_cam6656#d6d65faa] Ambition (凌云志)
- [douyin_cam6656#64bacf3a] 车铣复合后处理测试件 主要讲解车铣复合后处理测试件的应用#数控编程 #cnc #车铣复合 #制造业 #后处理
- [douyin_cam6656#ffa295ac] 企业形象励志进取  Inspiring  Uplifting Motivational Corporate
- [douyin_cam6656#df0ca274] 在线沟通获专属解答
- [douyin_cam6656#3851dc2f] 主要讲解车铣复合后处理测试件的应用#数控编程 #cnc #车铣复合 #制造业 #后处理
- [douyin_cam6656#1eca14e8] 新手一定要掌握的视图布局规则#FANUC#数控#mastercam@DOU+小助手
- [douyin_cam6656#fd4dd2e7] I Love You（中文版）

## 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=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=86, 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=86, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=107, 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=86, 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=107, 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=107, method=platform_profile

## Freshness
- profile_checked_days_ago: 107
- content_analysed_days_ago: 86
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 8
- 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_cam6656
- Request removal: https://koinonlink.com/claim?k=douyin_cam6656
- Terms: https://koinonlink.com/for-ai