X Algorithm Mastery
Everything you need to know about the X (Twitter) algorithm. Based on X's open-source code, viral post analysis, and real engagement data.
TL;DR - The Golden Rules
- 1. First 2 hours are critical — replies/engagement in this window determine reach
- No external links in main post — X penalizes links that take users off-platform
- Media > Text — videos get 10x engagement, images get 2-3x
- Reply to EVERYTHING — replies are weighted higher than likes/retweets
- Post when audience is awake — 8 AM - 2 PM weekdays optimal
- Controversy drives engagement — but pick battles wisely
- Threads outperform single tweets — for long-form content
How the Algorithm Works
The 4-Step Process
- 1. Candidate Sourcing: Pulls ~1,500 tweets from accounts you follow (~50%) and similar accounts
- Ranking: ML model scores likelihood you'll reply (highest), retweet, like, or report (negative)
- Filtering: Removes blocked/muted, balances in/out-network, limits single author
- Serving: Final mix with ads, 5B times/day, ~1.5 seconds
Engagement Weight Hierarchy
| Action | Weight |
|---|
| Replies | Highest |
| Retweets |
High |
| Quote Tweets | High (2x regular posts) |
| Likes | Medium |
| Bookmarks | Medium |
| Views | Low |
| Reports | Negative (kills reach) |
Ranking Signals
1. Recency
- - Fresh content prioritized
- Peak visibility: first 2-3 hours
2. Engagement Velocity
- - Speed matters more than total
- 100 likes in 30 min > 500 likes over 24 hours
3. Account Credibility
- - Verified (Premium) gets boost
- Follower-to-following ratio matters
- History of bans/strikes hurts
4. Content Type
- - Video: 10x engagement
- Images: 2-3x engagement
- Polls: Drives replies
- Threads: Higher total engagement
5. Link Presence
- - Links = REACH PENALTY
- Put links in replies, not main post
- Quote tweeting a link > direct link
What Kills Your Reach
Instant Death
- - ❌ External links in main post
- ❌ Getting reported/blocked
- ❌ Posting same content repeatedly
- ❌ Too many hashtags (>2)
Slow Death
- - ❌ Posting inconsistently
- ❌ Not replying to comments
- ❌ Off-topic from your niche
- ❌ Corporate/formal tone
Posting Best Practices
Frequency
| Goal | Posts/Day |
|---|
| Minimum | 2-3 |
| Growth |
5-10 |
| Maximum | 15-30 |
Timing (audience timezone)
- - Best: 8 AM - 2 PM weekdays
- Good: 4 PM - 6 PM weekdays
- Worst: 11 PM - 7 AM
The No-Link Strategy
❌ Bad: "Check out my article [link]"
✅ Good: "Here's what I learned (thread 🧵)"
→ Link in reply or final thread post
Getting Replies (Most Important)
- - Ask questions — open-ended or controversial
- Hot takes — polarizing opinions get "actually..." replies
- Fill in the blank — "The best movie ever is _"
- Predictions — people love to disagree
- Personal stories — "This happened to me..."
X Article Best Practices
Hook Patterns That Work
Insecurity/FOMO:
"everyone's talking about X... and you're sitting there wondering if you missed the window"
Big Opportunity:
"this is the biggest opportunity of our lifetime"
RIP Pattern:
"RIP [profession]. This AI tool will [action] in seconds."
Article Structure
CODEBLOCK1
Style Tips
- - Clear H2 section headers
- Bullet lists for scanability
- Bold key phrases
- Time estimates for each step
- Copy-paste commands/prompts
Quick Checklist
Before posting:
- - [ ] Under 280 chars? (If not, thread it)
- [ ] First line hooks attention?
- [ ] Reason to reply? (Question, hot take)
- [ ] Good time to post?
- [ ] No external links? (Move to reply)
- [ ] Fits your niche?
- [ ] Available to reply for 2 hours?
Growth Hacks
Reply Guy Strategy
Turn on notifications for big accounts → be first with thoughtful reply → their audience discovers you
Thread Takeover
Find viral post in your area → quote tweet with "Let me explain why..." → add genuine value
Personality Posts
Every 5-10 posts, share something personal. Builds connection → higher engagement.
Sources
- - X Algorithm GitHub (open source)
- Hootsuite, Sprout Social, SocialBee guides
- Analysis of viral articles (Damian Player, Alex Finn, Dan Koe)
Installation
CODEBLOCK2
Built by @NextXFrontier
X算法精通
关于X(推特)算法你需要知道的一切。基于X的开源代码、病毒式帖子分析和真实互动数据。
TL;DR - 黄金法则
- 1. 前2小时至关重要 — 此窗口内的回复/互动决定触达范围
- 主帖中不要放外部链接 — X会惩罚引导用户离开平台的链接
- 媒体 > 文字 — 视频获得10倍互动,图片获得2-3倍
- 回复每一条评论 — 回复的权重高于点赞/转发
- 在受众活跃时发帖 — 工作日上午8点至下午2点最佳
- 争议性内容驱动互动 — 但要明智选择战场
- 长文内容中,帖子串优于单条推文
算法如何运作
4步流程
- 1. 候选源获取:从你关注的账号(约50%)和相似账号中拉取约1500条推文
- 排序:机器学习模型评估你回复(权重最高)、转发、点赞或举报(负面)的可能性
- 过滤:移除屏蔽/静默内容,平衡圈内/圈外内容,限制单一作者
- 推送:最终混合广告,每天50亿次,约1.5秒完成
互动权重层级
高 |
| 引用转发 | 高(普通帖子的2倍) |
| 点赞 | 中等 |
| 收藏 | 中等 |
| 浏览 | 低 |
| 举报 | 负面(扼杀触达) |
排序信号
1. 时效性
2. 互动速度
- - 速度比总量更重要
- 30分钟内100个点赞 > 24小时内500个点赞
3. 账号可信度
- - 认证(X Premium)获得加成
- 关注者与关注数比例很重要
- 封禁/违规记录会带来负面影响
4. 内容类型
- - 视频:10倍互动
- 图片:2-3倍互动
- 投票:驱动回复
- 帖子串:更高的总互动量
5. 链接存在
- - 链接 = 触达惩罚
- 将链接放在回复中,而非主帖
- 引用转发链接 > 直接发链接
什么会扼杀你的触达
立即死亡
- - ❌ 主帖中的外部链接
- ❌ 被举报/屏蔽
- ❌ 重复发布相同内容
- ❌ 标签过多(超过2个)
缓慢死亡
- - ❌ 发帖不规律
- ❌ 不回复评论
- ❌ 偏离你的领域主题
- ❌ 企业/正式语气
发帖最佳实践
频率
5-10 |
| 最高 | 15-30 |
时机(受众时区)
- - 最佳:工作日上午8点至下午2点
- 良好:工作日下午4点至下午6点
- 最差:晚上11点至早上7点
无链接策略
❌ 糟糕:看看我的文章 [链接]
✅ 优秀:我学到了这些(帖子串🧵)
→ 链接放在回复或帖子串末尾
获取回复(最重要)
- - 提问 — 开放式或争议性问题
- 犀利观点 — 两极分化的观点会引发实际上...的回复
- 填空 — 史上最佳电影是_
- 预测 — 人们喜欢反驳
- 个人故事 — 这事发生在我身上...
X文章最佳实践
有效的钩子模式
不安全感/错失恐惧症:
每个人都在谈论X...而你坐在那里怀疑自己是否错过了时机
重大机遇:
这是我们一生中最大的机遇
终结模式:
再见[职业]。这个AI工具能在几秒钟内[行动]。
文章结构
- 1. 钩子(不安全感或机遇)
- 这是什么(附社会证明)
- 为什么大多数人不会做(解决异议)
- [X]分钟指南(分步说明)
- 你的前[N]个胜利(即时价值)
- 成本(价值对比)
- 窗口期(紧迫感)
- 行动号召
风格提示
- - 清晰的H2章节标题
- 项目符号列表便于浏览
- 加粗关键短语
- 每一步的时间估算
- 可复制粘贴的命令/提示
快速检查清单
发帖前:
- - [ ] 少于280字符?(如果不是,做成帖子串)
- [ ] 第一行能吸引注意力?
- [ ] 有理由回复?(问题、犀利观点)
- [ ] 发帖时间合适?
- [ ] 没有外部链接?(移到回复中)
- [ ] 符合你的领域?
- [ ] 能在2小时内回复?
增长技巧
回复达人策略
开启大V账号通知 → 第一个做出有见地的回复 → 他们的受众发现你
帖子串接管
找到你领域的病毒式帖子 → 引用转发并说让我解释为什么... → 提供真实价值
个性化帖子
每5-10条帖子,分享一些个人内容。建立联系 → 更高互动。
来源
- - X算法GitHub(开源)
- Hootsuite、Sprout Social、SocialBee指南
- 病毒式文章分析(Damian Player、Alex Finn、Dan Koe)
安装
bash
clawdhub install NextFrontierBuilds/x-algorithm
由 @NextXFrontier 构建