# 程序员怼怼 (@34679976119) on douyin

- id: koinon:creator:douyin_34679976119
- url: https://koinonlink.com/kol/douyin/34679976119
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 34679976119
- platform_url: https://www.douyin.com/user/MS4wLjABAAAA5KdjklhpiQe76oznjwjEeNQAszeYz5hfQ7gqOFdi5iYBx8-v9BGK2BKpfpYztoEG
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5267825
- following: 442
- posts_total: 1146
- posts_observed: 3
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02445
- best_post_interactions: 128777
- 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: ai_tools
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: 电脑使用与优化技巧, 手机小技巧与隐私保护, 微信安全与功能设置, AI提示词与办公工具, 系统激活与清理方法
- bio: 一个平平无奇敲代码的小女孩👩‍🏫
专门指导python/数据分析/人工智能/爬虫
每天分享有用的电脑手机小技巧💃
抖音不倒怼怼陪你们到老✌️

## Audience (inferred)
- status: present
- description: Programmers and office professionals who are frontline executors aiming to boost efficiency on their computers and phones, protect privacy and security, and learn how to use AI tools
- roles: dev
- seniority: practitioner
- pain_points: Slow performance, pop-up ads, and system optimization challenges, Phone overheating, high memory usage, and privacy leakage risks, Security concerns around WeChat permissions, transfers, and chat record exposure, Inefficient productivity due to incorrect or ineffective use of AI tools
- posts_analysed: 90
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 84
- 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_34679976119#ca7d48ea] 普通人学习AI，让它变成你的办公助手#程序员 #AI (https://www.douyin.com/user/MS4wLjABAAAA5KdjklhpiQe76oznjwjEeNQAszeYz5hfQ7gqOFdi5iYBx8-v9BGK2BKpfpYztoEG)
- [douyin_34679976119#f1b4fc60] @程序员怼怼创作的原声
- [douyin_34679976119#afdd7b59] 沉下心落地行动深耕能力，悄悄蜕变惊艳所有人。#程序员 #自我提升  #AI干货  #普通人逆袭
- [douyin_34679976119#63172a4d] 个人观点，仅供参考
- [douyin_34679976119#97cf2029] 尽早做成一件完整的事
- [douyin_34679976119#dd03543f] 具体落地的方法论
- [douyin_34679976119#b3822e92] 电脑最牛逼的四个操作，彻底关闭电脑所有广告 #程序员 #电脑 #电脑知识
- [douyin_34679976119#a3cd0b47] #程序员 #电脑 #电脑知识

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, 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=106, 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=106, 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=106, method=platform_profile

## Freshness
- profile_checked_days_ago: 106
- content_analysed_days_ago: 85
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 11
- user_triggered_requests: 1
- last_user_triggered_day: 2026-09-30
- 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_34679976119
- Request removal: https://koinonlink.com/claim?k=douyin_34679976119
- Terms: https://koinonlink.com/for-ai