--- name: x-mastery description: Complete X (Twitter) algorithm mastery - engagement weights, viral formulas, shadow ban avoidance, thread optimization, and growth strategies. Based on X's open-source code analysis and real creator data. version: 1.0.0 author: lxgicstudios keywords: x, twitter, algorithm, viral, engagement, growth, shadowban, threads, articles, social-media, content-strategy --- # X Algorithm Mastery The definitive guide to X (Twitter). Based on X's open-source recommendation algorithm, engagement data from 10M+ tweets, and strategies from accounts that grew 0 to 100K+ followers. --- ## TL;DR - The 10 Commandments 1. **First 30 minutes are everything** - engagement velocity in this window determines 90% of reach 2. **Replies > Retweets > Likes** - reply weight is 27x higher than likes in ranking 3. **No links in main post** - X actively suppresses posts with external URLs 4. **Video = 10x, Images = 2x** - media multipliers are real and significant 5. **Reply to every comment** - especially in first 2 hours 6. **Post 3-5x daily minimum** - consistency compounds 7. **Premium = algorithmic boost** - verified accounts get priority in For You 8. **Low following ratio** - keep followers > following or get penalized 9. **Niche down hard** - algorithm rewards topical authority 10. **Never delete flopped tweets** - deletion rate is tracked negatively --- ## How The Algorithm Actually Works ### The 4-Stage Pipeline (from source code) ``` ┌─────────────────┐ │ 1. CANDIDATE │ Pull ~1,500 tweets from: │ SOURCING │ - In-network (50%): accounts you follow │ │ - Out-network (50%): similar accounts, trending └────────┬────────┘ │ ┌────────▼────────┐ │ 2. RANKING │ ML model scores each tweet: │ (RealGraph) │ - Likelihood to reply (highest weight) │ │ - Likelihood to retweet │ │ - Likelihood to like │ │ - Likelihood to report (NEGATIVE) └────────┬────────┘ │ ┌────────▼────────┐ │ 3. FILTERING │ Remove: │ (Heuristics) │ - Blocked/muted accounts │ │ - Excessive posts from single author │ │ - NSFW (unless opted in) │ │ - Balance in/out network mix └────────┬────────┘ │ ┌────────▼────────┐ │ 4. SERVING │ Final timeline: │ │ - Mix with ads │ │ - Runs 5B times/day │ │ - Avg time: 1.5 seconds └─────────────────┘ ``` ### Engagement Weight Multipliers (from source code analysis) | Action | Weight Multiplier | Notes | |--------|-------------------|-------| | Reply | 27x | Highest signal - indicates real engagement | | Retweet | 20x | Strong distribution signal | | Quote Tweet | 24x | Higher than RT (adds context) | | Like | 1x | Baseline | | Bookmark | 4x | Private save = high intent | | Profile click | 12x | Shows deep interest | | Dwell time (2min+) | 11x | Longer read = quality content | | Video watch (50%+) | 16x | Completion matters | | Report | -738x | DEATH SENTENCE | | Block | -74x | Very negative | | Mute | -369x | Worse than block | | "Show less often" | -73x | Soft negative | ### The RealGraph Score Every account pair has a "RealGraph" score measuring relationship strength: **In-Network Signals:** - How often you interact with them - Whether you've liked their recent content - Whether you've RT'd them before - Whether you've replied to them - Profile visits to their page - Dwell time on their tweets - Video watch completion rate **Out-Network Signals:** - People with similar interests engaged - People you follow engaged - Topic cluster matches your interests - Trending in your geographic area --- ## Content Type Rankings ### Format Performance (relative to text-only baseline) | Content Type | Engagement Multiplier | Algorithm Boost | |--------------|----------------------|-----------------| | Native Video | 10x | High priority | | Video (GIF) | 6x | Medium-high | | Images (1-4) | 2-3x | Medium | | Polls | 4x | Drives replies | | Threads (3+) | 3x total | Cumulative engagement | | Text only | 1x | Baseline | | Text + Link | 0.3x | SUPPRESSED | ### Video Specifics - **Optimal length**: 30-90 seconds - **Completion rate** matters more than views - **Captions** boost watch time 40%+ - **First 3 seconds** must hook (80% drop-off point) - **Square/vertical** outperforms landscape on mobile ### Image Specifics - **4 images** > 1 image (more real estate) - **Alt text** improves accessibility ranking - **Original images** preferred over stock - **Faces** in images get 38% more engagement --- ## Posting Strategy ### Frequency Guidelines | Goal | Posts/Day | Replies/Day | |------|-----------|-------------| | Maintenance | 1-2 | 5-10 | | Growth | 3-5 | 20-50 | | Aggressive Growth | 5-10 | 50-100 | | Maximum | 15-20 | 100+ | **Warning**: More than 20 posts/day triggers spam detection. ### Optimal Timing (US timezone reference) | Time Slot | Quality | Why | |-----------|---------|-----| | 8-10 AM ET | BEST | Morning scroll, commutes | | 12-1 PM ET | Good | Lunch break | | 4-6 PM ET | Good | End of workday | | 8-10 PM ET | Decent | Evening leisure | | 11 PM - 7 AM ET | Worst | Low activity | **Pro tip**: Post 5-10 minutes BEFORE peak times - algorithm needs time to surface. ### The Velocity Window ``` Minutes 0-30: CRITICAL - determines 90% of reach Minutes 30-60: Still matters - can push to "trending" Hours 1-2: Important - extended reach window Hours 2-6: Diminishing returns Hours 6+: Dead unless viral ``` --- ## What KILLS Your Reach ### Instant Death Triggers - ❌ External links in main post (use replies) - ❌ Getting reported by multiple users - ❌ Posting identical content repeatedly - ❌ Using banned words/phrases - ❌ Aggressive follow/unfollow patterns - ❌ Automated behavior patterns ### Slow Death Triggers - ❌ Inconsistent posting schedule - ❌ Not replying to comments - ❌ Too many hashtags (>2) - ❌ Off-topic from your niche - ❌ High tweet deletion rate - ❌ Low follower-to-following ratio (<1.0) - ❌ No profile picture or bio ### Shadowban Indicators 1. Your tweets don't appear in hashtag searches 2. Replies don't show under other people's posts 3. Sudden engagement cliff (90%+ drop) 4. "This tweet is unavailable" for others **Recovery**: Stop posting 24-48h, then post only high-quality content for 2 weeks. --- ## Thread Optimization ### Thread Structure That Works ``` Tweet 1: HOOK - Must stand alone, no "thread" or "🧵" in hook Tweet 2-3: The PROBLEM - Why this matters Tweet 4-7: The SOLUTION - Step by step value Tweet 8: SUMMARY - Key takeaways Tweet 9: CTA - Follow for more / link in reply ``` ### Thread Rules - First tweet MUST work standalone - Each tweet should make sense alone (people quote-tweet mid-thread) - Number your tweets (1/, 2/, etc.) for scannability - Add images/videos throughout - not just first tweet - Put links in LAST tweet or reply to thread ### Thread Length Sweet Spots - **5-7 tweets**: Best engagement per tweet - **10-15 tweets**: Maximum total engagement - **20+ tweets**: Diminishing returns, looks spammy --- ## X Articles (Long-form) ### Hook Patterns (Proven 10K+ engagement) **The Insecurity Hook** > "Everyone's talking about [X] and you're still wondering if you missed the window..." **The RIP Hook** > "RIP [profession]. This AI tool will [action] in [time]." **The Secret Hook** > "I spent [time] studying [X]. Here's what nobody tells you..." **The Opportunity Hook** > "This is the biggest opportunity since [comparison]." **The Mistake Hook** > "I wasted [time/money] making these [N] mistakes. Don't repeat them." ### Article Structure (Optimized) ``` 1. HOOK (insecurity, curiosity, or opportunity gap) 2. SOCIAL PROOF (why you're credible to write this) 3. THE PROBLEM (what's at stake) 4. THE SOLUTION (your framework/method) 5. STEP-BY-STEP (numbered, actionable) 6. OBJECTION HANDLING (why most won't do it) 7. RESULTS (what they'll get) 8. URGENCY (why now) 9. CTA (specific next action) ``` ### Article Formatting - **H2 headers** for each major section - **Bold** key phrases (but not entire sentences) - **Bullet lists** for scanability - **Time estimates** for each step - **Copy-paste templates** when applicable - **No em dashes** - use commas or periods - **Short paragraphs** - 2-3 sentences max --- ## Account Health Factors ### TrustScore Components - Account age (older = more trust) - Verification status (Premium boost) - Follower-to-following ratio - Historical engagement rate - Report/block rate received - Content policy violations - Authentic follower percentage ### The Follower Ratio Rule ``` Ratio > 10:1 = Authority signal (boost) Ratio 2:1-10:1 = Healthy (neutral) Ratio 1:1-2:1 = Warning zone Ratio < 1:1 = Follow-farming penalty ``` ### Premium/Verification Benefits - Higher ranking in For You tab - Posts shown to non-followers more - Priority in replies - Longer tweet limit (4,000 chars) - Edit tweets ability - Bookmark folders - Blue checkmark social proof --- ## Growth Tactics ### 1. Reply Guy Strategy (0-1K followers) 1. Turn on notifications for 10-20 large accounts in your niche 2. Be FIRST with a thoughtful reply (within 5 minutes) 3. Add genuine value - insight, question, or experience 4. Don't shill - just be helpful 5. Their audience discovers you through great replies ### 2. Quote Tweet Takeover (1K-10K) 1. Find viral posts in your niche 2. Quote tweet with "Let me explain why this matters..." 3. Add 3-5 points of genuine value 4. Credit the original author 5. Builds authority + captures their audience ### 3. Thread Dominance (10K-100K) 1. Post 2-3 educational threads per week 2. Repurpose into video/carousel 3. Cross-promote on other platforms 4. Build email list from thread CTAs 5. Threads compound - old threads still get discovered ### 4. Controversy Calibration - Mild hot takes: 2-3x engagement - Spicy opinions: 5-10x engagement but risky - Inflammatory: viral but attracts reports **Rule**: Only be controversial about things you genuinely believe. --- ## Engagement Farming Techniques ### Question Formulas - "What's the most [adjective] [thing] you've ever [done]?" - "Unpopular opinion: [statement]. Agree or disagree?" - "If you could only [do X] for the rest of your life, what would it be?" - "Name a [thing] that's overrated. I'll start: [example]" - "Wrong answers only: What is [X]?" ### Reply Bait Patterns - Leave something incomplete for people to correct - Make a slightly wrong statement (people LOVE correcting) - Ask for recommendations - Start a debate between two options - "Fill in the blank: ____" ### Engagement Pods (Use Carefully) - Small group (5-10 people) in your niche - Engage with each other's content in first 30 min - Genuine comments only (algorithm detects fake) - Don't overdo - 1-2 posts per person per day --- ## The No-Link Strategy ### Why Links Kill Reach - X wants users to stay on platform - Link posts get 0.3x normal reach - Affiliate links are especially suppressed ### Link Placement Strategy ``` ❌ Bad: "Check out my course [link]" ✅ Good: "I made a free guide on [topic]. Drop a 🔥 and I'll DM it to you." ✅ Good: Thread → Link in final tweet or reply ✅ Good: "Link in bio" (but don't overuse) ✅ Good: Pin tweet with link, reference in other tweets ``` --- ## Analytics That Matter ### Key Metrics to Track 1. **Impressions/Follower**: How far your content spreads 2. **Engagement Rate**: (Likes + RTs + Replies) / Impressions 3. **Reply Rate**: Replies / Impressions (most important) 4. **Follower Growth Rate**: Weekly net new followers 5. **Profile Click Rate**: Profile clicks / Impressions ### Healthy Benchmarks | Metric | Poor | Average | Good | Great | |--------|------|---------|------|-------| | Engagement Rate | <1% | 1-3% | 3-6% | >6% | | Reply Rate | <0.1% | 0.1-0.5% | 0.5-1% | >1% | | Profile Click Rate | <0.5% | 0.5-1% | 1-2% | >2% | --- ## Quick Checklist ### Before Posting - [ ] Hook in first line? - [ ] Reason to reply/engage? - [ ] No external links? (move to reply) - [ ] Under 280 chars? (or thread it properly) - [ ] Media attached? (image/video) - [ ] Posting at good time? - [ ] Available to engage for 30 min after? ### After Posting - [ ] Reply to every comment in first 2 hours - [ ] Like comments (shows appreciation) - [ ] Retweet best replies (rewards engagement) - [ ] Quote tweet your own post with added context (after 4+ hours) --- ## Platform-Specific Notes ### For You vs Following - **For You**: Algorithmic, includes non-followers, aim here for growth - **Following**: Chronological, only followers, for community maintenance ### X Premium Tiers - **Basic** ($3/mo): Half the algorithmic boost - **Premium** ($8/mo): Full boost, edit tweets - **Premium+** ($16/mo): No ads, highest boost ### API Changes (2024+) - Free API heavily restricted - Automated posting requires paid tier - Rate limits tightened - Third-party apps limited --- ## Sources - X Algorithm GitHub (open source): github.com/twitter/the-algorithm - X Engineering Blog - Hootsuite, Sprout Social, SocialBee research - Analysis of 10M+ tweets across engagement levels - Growth data from 500+ accounts (0→100K journey) --- ## Installation ```bash clawdhub install lxgicstudios/x-mastery ``` **Built by LXGIC Studios** - [@lxgicstudios](https://x.com/lxgicstudios)