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    "sections": [
      {
        "title": "X Founder Operations",
        "body": "Systematic X (Twitter) account operations for founders, indie developers, and tech professionals."
      },
      {
        "title": "Who This Is For",
        "body": "Founders: Building a brand, generating leads, fundraising, hiring, and establishing thought leadership while running a company\nIndie developers: Growing an audience around products, sharing the build journey, converting followers to users\nTech professionals: Building a personal brand, establishing domain expertise, expanding professional network\n\nThis skill adapts to your specific role, goals, and growth stage through configurable profiles and goals."
      },
      {
        "title": "Three Pillars",
        "body": "Authenticity First: Your persona is a focused version of who you really are, not a character you play. People follow people, not brands.\nValue Before Promotion: 80% of content should deliver genuine value. Trust is built slowly and lost quickly.\nData-Driven Evolution: Every post generates data. Every data point informs the next decision. Strategy evolves through empirical results, not gut feeling."
      },
      {
        "title": "Data Integrity (Non-Negotiable)",
        "body": "NEVER fabricate tweet content, metrics, or URLs\nNEVER guess or hallucinate to fill data gaps\nALWAYS validate data through the validation workflow\nALWAYS mark missing data as null, never assume values\n\nWhen API calls fail: STOP, report the failure honestly, and never proceed with fabricated data. See Data Validation Script for the full validation workflow."
      },
      {
        "title": "1. Set Up Your Profile",
        "body": "Copy and customize the config templates:\n\nconfig/profile.example.json → config/profile.json\nconfig/goals.example.json → config/goals.json\nconfig/watchlist.example.json → config/watchlist.json\nconfig/content-calendar.example.json → config/content-calendar.json\n\nFill in your handle, role, product info, voice attributes, and target audience. See Profile Optimization for guidance on optimizing your X profile."
      },
      {
        "title": "2. Define Your Goals",
        "body": "In config/goals.json, set:\n\nPrimary objective (brand building, lead gen, fundraising, hiring, thought leadership)\nGrowth stage (early, growth, established, authority)\nMonthly and quarterly targets\nContent mix ratios\n\nSee Growth Benchmarks for realistic targets by growth stage."
      },
      {
        "title": "3. Build Your Watchlist",
        "body": "In config/watchlist.json, identify:\n\n5-10 core circle accounts for daily engagement\n3-5 competitor accounts to monitor\nIndustry and media accounts to track\nRelevant X Communities to join"
      },
      {
        "title": "4. Start the Daily Loop",
        "body": "Follow the Operations Methodology PDCA loop:\n\nMorning: Scan → Plan → Warm Up (30-45 min)\nDaytime: Create → Post → Engage (throughout the day)\nEvening: Check metrics → Reflect → Plan tomorrow (15-20 min)"
      },
      {
        "title": "Daily Operations Loop",
        "body": "The core operating system. See Methodology for full details."
      },
      {
        "title": "Morning Phase: Plan + Warm Up",
        "body": "Scan: Check overnight mentions, core circle activity, trending topics\nPlan: Select today's content from calendar, prepare tweet drafts\nWarm up: Spend 15-20 min replying to 10-15 accounts from your core circle (this primes the algorithm before your own posts)"
      },
      {
        "title": "Execution Phase: Create + Post + Engage",
        "body": "Post 2-3 tweets at optimal windows (see Cron Schedule), spaced 2-3 hours apart\nStay active 30-60 min after each post — reply to every comment in the first hour\nEngage with core circle and community 2-3 times throughout the day\nNo external links in main tweet body — always put links in the first reply"
      },
      {
        "title": "Evening Phase: Check + Reflect",
        "body": "Collect metrics for today's posts\nQuick reflection using Daily Review Template\nPlan tomorrow: draft content, identify engagement targets"
      },
      {
        "title": "Weekly/Monthly/Quarterly",
        "body": "Weekly (Sunday evening): Performance review, content audit, A/B test assessment, next week planning. Use Weekly Review Template.\nMonthly: Goal progress evaluation, strategy assessment, competitor analysis, persona check. Use Monthly Review Template.\nQuarterly: Major strategy review, goal reset, persona evolution, skill updates."
      },
      {
        "title": "Content Strategy",
        "body": "See Content Strategy for the full framework."
      },
      {
        "title": "Five Content Pillars",
        "body": "PillarTarget %PurposeTechnical Depth40%Tips, insights, tutorials — builds authorityIndustry Pulse25%Hot takes, predictions, trend analysis — builds thought leadershipBuilder's Journey25%Build-in-public, decisions, lessons — builds connectionCommunity Value10%Questions, polls, resources — builds communityPersonal Touchwoven inHumor, personality, human moments — builds \"活人感\""
      },
      {
        "title": "Content Pipeline",
        "body": "Ideation → Drafting → Review → Scheduling → Posting → Measurement\n\nEach step has quality checks. See Content Strategy: Content Pipeline for details."
      },
      {
        "title": "Proven Content Formulas",
        "body": "Claim + Evidence + CTA: Bold claim, specific proof, discussion prompt\nStory + Lesson + Takeaway: Brief narrative, what happened, actionable insight\nQuestion + Context + Invitation: Thoughtful question, why you're asking, invite perspectives\nList + Value + CTA: Numbered items with brief explanations, bookmark/follow prompt\nReaction + Analysis + Prediction: News reference, your unique analysis, what happens next"
      },
      {
        "title": "Content Repurposing",
        "body": "High-performing thread → 5-7 standalone tweets over the following week\nPopular single tweet → expand into a full thread\nThread → blog post or newsletter; blog → thread\nRepost top content every 3-4 weeks with fresh phrasing"
      },
      {
        "title": "Thread Strategy",
        "body": "Threads are the highest-leverage growth mechanism on X. See Thread Playbook."
      },
      {
        "title": "Thread Architecture",
        "body": "Hook (stop the scroll) → Context → Value Delivery (one point per tweet) → Summary → CTA"
      },
      {
        "title": "Key Guidelines",
        "body": "Optimal length: 5-7 tweets for most founders\nPost at 08:00-10:00 in target audience timezone\nInclude visuals in 60-70% of thread tweets\nPrepare day before, post Tuesday-Thursday\nTarget: 1-2 threads per week"
      },
      {
        "title": "Multimodal Content",
        "body": "See Multimodal Guide for complete guidance."
      },
      {
        "title": "Impact",
        "body": "Native video: ~10x distribution vs text-only\nImages: 2-3x engagement vs text-only\nVisuals increase dwell time (key algorithm signal)"
      },
      {
        "title": "Visual Types",
        "body": "TypeBest ForScreenshotsProduct demos, code output, real data, dashboardsDiagramsSystem architecture, workflows, mental modelsCode snippetsTechnical tutorials, debugging storiesMemesIndustry humor, personality, cultural commentaryData visualizationsResearch, trends, build-in-public metricsVideo (native)Product demos, talking head takes, tutorials"
      },
      {
        "title": "The \"活人感\" Rule",
        "body": "Every visual should feel like a real person made it. Slightly imperfect screenshots, hand-drawn diagrams, and real workspace photos signal authenticity. Overly polished, stock-photo, or obviously AI-generated visuals signal corporate or fake."
      },
      {
        "title": "Product Integration (\"夹带私货\")",
        "body": "See Product Integration for the full framework."
      },
      {
        "title": "Three Tiers",
        "body": "TierWhatFrequencyHowTier 1: BackgroundProduct exists in your world, not the subjectDefault modeBio, profile, pinned tweet do the workTier 2: ContextualProduct mentioned as example within a broader insight~10% of posts\"When we built [X], we found...\"Tier 3: DirectProduct is the subject: launches, milestones, demos~10% of postsLaunch threads, milestone celebrations"
      },
      {
        "title": "Golden Rule",
        "body": "If you removed the product mention, the tweet should still be valuable. The product is the proof, not the point."
      },
      {
        "title": "CTA Optimization",
        "body": "Never put links in the main tweet (30-50% algorithm penalty)\nSoft CTAs work better than hard sells on X\nMatch CTA to relationship stage: new followers → \"follow for more\"; engaged followers → \"try it\""
      },
      {
        "title": "Engagement Playbook",
        "body": "See Engagement Playbook for full details."
      },
      {
        "title": "Engagement Funnel",
        "body": "Stranger → Lurker → Follower → Fan → Advocate → Customer/Partner"
      },
      {
        "title": "Core Circle",
        "body": "Identify 20-30 key accounts. Engage with Tier 1 accounts daily, Tier 2 accounts 3-4x/week, Tier 3 opportunistically. See Watchlist Config."
      },
      {
        "title": "Reply Quality Framework",
        "body": "LevelTypeImpactSData/EvidenceVery highANovel PerspectiveHighBPersonal StoryHighCThoughtful QuestionMediumDAgreement + ExtensionMediumFEmpty Agreement (\"So true!\")Zero — never do this"
      },
      {
        "title": "Additional Channels",
        "body": "X Spaces: Host bi-weekly audio discussions; invite guests from core circle\nX Communities: Post in 3-5 relevant communities; provide value, not promotion\nDMs: After 3+ public interactions, send genuine (not salesy) direct messages\nX Lists: Private lists for competitors, industry leaders, investors, potential customers"
      },
      {
        "title": "Persona & Voice",
        "body": "See Persona & Voice Guide."
      },
      {
        "title": "Voice Attributes",
        "body": "Define your position on each spectrum in config/profile.json:\n\nTechnical Depth: Surface ←→ Deep\nHumor: Serious ←→ Playful\nFormality: Casual ←→ Formal\nVulnerability: Guarded ←→ Open\nBoldness: Cautious ←→ Provocative"
      },
      {
        "title": "Consistency Rules",
        "body": "Maintain consistent tone across all content (the algorithm learns your pattern)\nAdapt tone to context (technical vs personal vs promotional) while keeping core voice\nBuild personality anchors: recurring themes, catchphrases, or running jokes that create recognition\nFor bilingual users: English for technical/international content, native language for personal/cultural content"
      },
      {
        "title": "Algorithm Awareness",
        "body": "See Algorithm Guide for complete details."
      },
      {
        "title": "Key Rules",
        "body": "First 30 minutes determine reach: Engagement velocity in the first 15-30 min drives 80%+ of total reach\nReply > Retweet > Bookmark > Like: Algorithm weights replies highest (~1x), likes lowest (~0.5x)\nExternal links are penalized: 30-50% fewer impressions. Links go in first reply.\nConsistency rewards: Sudden posting changes trigger spam detection. Maintain steady cadence.\nNiche specificity: Stay focused on 2-3 topics. Random off-topic posts dilute your algorithm placement.\nNegative signals are devastating: Mute/block/report carry ~-74x weight. Never post hostile content.\nVideo gets priority: Native video gets ~10x distribution vs text-only."
      },
      {
        "title": "Goal Framework",
        "body": "Configure in goals.json. The skill adapts recommendations based on your primary objective and growth stage."
      },
      {
        "title": "Primary Objectives",
        "body": "ObjectiveKey X ActivitiesBrand buildingConsistent voice, thought leadership content, thread strategyLead generationProduct integration, bio link optimization, CTA strategyFundraisingIndustry analysis, investor engagement, traction postsHiringEngineering challenges, culture posts, team storiesThought leadershipDeep technical content, contrarian takes, Spaces hostingCommunity buildingQuestions, engagement, Spaces, community participation"
      },
      {
        "title": "Growth Stages",
        "body": "StageFollowersFocusEarly0-1KFinding voice, building core circle, posting consistentlyGrowth1K-10KThread strategy, content mix optimization, relationship depthEstablished10K-50KAuthority content, Spaces hosting, selective engagementAuthority50K+Maintaining quality, community leadership, platform leverage\n\nSee Growth Benchmarks for realistic targets by stage."
      },
      {
        "title": "Automated Operations",
        "body": "See Cron Schedule for the full task schedule."
      },
      {
        "title": "Daily Automated Tasks",
        "body": "TaskTimingPurposeMorning Scan30 min before Window ATrending topics, core circle activity, overnight mentionsWindow A ReminderStart of posting windowContent recommendation based on calendar + scanMidday CollectionBetween windowsUpdated trends, Window A post metricsWindow B ReminderStart of posting windowUpdated recommendation for evening windowEngagement Follow-up30 min after Window BIdentify reply opportunities, quote tweet candidatesMentions Check1 hour after Window BCategorize and prioritize mentionsEvening ReviewEnd of dayMetrics collection, daily performance summary"
      },
      {
        "title": "Validation Workflow",
        "body": "All automated data collection follows this pipeline:\n\nx-timeline → Get tweet list\n    ↓\nx-tweet-info → Get detailed metrics per tweet\n    ↓\nCross-validate → ID, author, timestamp consistency\n    ↓\nSanity check → Reasonable data (likes ≤ impressions, no negatives)\n    ↓\nReport → Mark anomalies, never guess"
      },
      {
        "title": "Competitor Analysis",
        "body": "See Competitor Framework.\n\nSelect 5-8 benchmark accounts across three categories:\n\nAspirational (2-3): 10-100x your size, same niche\nPeer (2-3): Similar size and growth stage\nEmerging (1-2): Smaller but growing fast\n\nAnalyze monthly: content formulas, engagement patterns, posting times, visual strategy. Extract what works, adapt to your voice."
      },
      {
        "title": "Data Validation",
        "body": "File: scripts/x_data_validator.py\nValidates X data through a 5-layer pipeline: API status, tweet ID presence, cross-validation, metrics completeness, data sanity checks."
      },
      {
        "title": "Content Planner",
        "body": "File: scripts/content_planner.py\nReads profile, goals, and calendar config to generate daily content recommendations with content mix compliance tracking."
      },
      {
        "title": "Analytics Reporter",
        "body": "File: scripts/analytics_reporter.py\nGenerates performance reports using the validation workflow. Produces weekly and monthly analytics with benchmark comparisons."
      },
      {
        "title": "Smoke Tests (Regression Guard)",
        "body": "Location: tests/ — 63 unit tests covering all three scripts.\n\nRun:\n\n# No dependencies required — uses Python stdlib unittest\npython3 -m unittest discover tests/ -v\n\nRun after any script change before shipping.\n\n## Emergency Protocols\n\n### API Failures\n1. Retry with exponential backoff (3 attempts max)\n2. If still failing: report to user with clear error\n3. NEVER proceed with fabricated data\n\n### Content Crisis\n1. Pause all automated posts\n2. Review recent content for issues\n3. Prepare response strategy\n4. Notify user immediately\n\n### Data Anomalies\n1. Flag immediately in validation report\n2. Cross-check with alternative sources\n3. Don't include suspicious data in analysis\n4. Alert user to investigate\n\n## References\n\n### Methodology & Strategy\n- [Operations Methodology](references/methodology.md) — PDCA daily loop, A/B testing, review cadences\n- [Content Strategy](references/content-strategy.md) — 5-pillar system, content pipeline, formulas, timing\n- [Thread Playbook](references/thread-playbook.md) — Thread architecture, hooks, scheduling, repurposing\n- [Multimodal Guide](references/multimodal-guide.md) — Visual types, tools, \"活人感\" checklist\n- [Product Integration](references/product-integration.md) — 3-tier promotion, CTA optimization, launch playbook\n\n### Growth & Engagement\n- [Engagement Playbook](references/engagement-playbook.md) — Funnel, core circle, reply quality, DMs, Spaces\n- [Persona & Voice Guide](references/persona-voice.md) — Voice development, consistency, language mix\n- [Algorithm Guide](references/algorithm-guide.md) — How the X algorithm works, optimization tactics\n- [Profile Optimization](references/profile-optimization.md) — Bio, photo, pinned tweet, header\n\n### Analysis & Benchmarks\n- [Competitor Framework](references/competitor-framework.md) — Benchmark selection, analysis template\n- [Growth Benchmarks](references/growth-benchmarks.md) — Industry data by account size and content type\n- [Cron Schedule](references/cron-schedule.md) — Automated task schedule, error handling\n\n### Configuration\n- [Profile Config](config/profile.example.json) — Handle, role, product, voice, audience\n- [Goals Config](config/goals.example.json) — Objectives, targets, KPIs, content mix\n- [Watchlist Config](config/watchlist.example.json) — Core circle, competitors, communities\n- [Content Calendar](config/content-calendar.example.json) — Weekly rhythm, posting windows\n\n### Templates\n- [Daily Review](templates/daily-review.md)\n- [Weekly Review](templates/weekly-review.md)\n- [Monthly Review](templates/monthly-review.md)\n- [Performance Report](templates/performance-report.md)\n\n## Remember\n\n**Trust is built through consistent reliability.** Every post, every reply, every data point matters. Never compromise on data integrity. Never sacrifice authenticity for engagement.\n\nThis skill is a living system. It evolves with every daily review, every weekly analysis, and every quarterly strategy reset. The methodology ensures you're always getting smarter about what works for YOUR specific account, audience, and goals."
      }
    ],
    "body": "X Founder Operations\n\nSystematic X (Twitter) account operations for founders, indie developers, and tech professionals.\n\nWho This Is For\nFounders: Building a brand, generating leads, fundraising, hiring, and establishing thought leadership while running a company\nIndie developers: Growing an audience around products, sharing the build journey, converting followers to users\nTech professionals: Building a personal brand, establishing domain expertise, expanding professional network\n\nThis skill adapts to your specific role, goals, and growth stage through configurable profiles and goals.\n\nCore Philosophy\nThree Pillars\nAuthenticity First: Your persona is a focused version of who you really are, not a character you play. People follow people, not brands.\nValue Before Promotion: 80% of content should deliver genuine value. Trust is built slowly and lost quickly.\nData-Driven Evolution: Every post generates data. Every data point informs the next decision. Strategy evolves through empirical results, not gut feeling.\nData Integrity (Non-Negotiable)\nNEVER fabricate tweet content, metrics, or URLs\nNEVER guess or hallucinate to fill data gaps\nALWAYS validate data through the validation workflow\nALWAYS mark missing data as null, never assume values\n\nWhen API calls fail: STOP, report the failure honestly, and never proceed with fabricated data. See Data Validation Script for the full validation workflow.\n\nQuick Start\n1. Set Up Your Profile\n\nCopy and customize the config templates:\n\nconfig/profile.example.json → config/profile.json\nconfig/goals.example.json → config/goals.json\nconfig/watchlist.example.json → config/watchlist.json\nconfig/content-calendar.example.json → config/content-calendar.json\n\n\nFill in your handle, role, product info, voice attributes, and target audience. See Profile Optimization for guidance on optimizing your X profile.\n\n2. Define Your Goals\n\nIn config/goals.json, set:\n\nPrimary objective (brand building, lead gen, fundraising, hiring, thought leadership)\nGrowth stage (early, growth, established, authority)\nMonthly and quarterly targets\nContent mix ratios\n\nSee Growth Benchmarks for realistic targets by growth stage.\n\n3. Build Your Watchlist\n\nIn config/watchlist.json, identify:\n\n5-10 core circle accounts for daily engagement\n3-5 competitor accounts to monitor\nIndustry and media accounts to track\nRelevant X Communities to join\n4. Start the Daily Loop\n\nFollow the Operations Methodology PDCA loop:\n\nMorning: Scan → Plan → Warm Up (30-45 min)\nDaytime: Create → Post → Engage (throughout the day)\nEvening: Check metrics → Reflect → Plan tomorrow (15-20 min)\n\nDaily Operations Loop\n\nThe core operating system. See Methodology for full details.\n\nMorning Phase: Plan + Warm Up\nScan: Check overnight mentions, core circle activity, trending topics\nPlan: Select today's content from calendar, prepare tweet drafts\nWarm up: Spend 15-20 min replying to 10-15 accounts from your core circle (this primes the algorithm before your own posts)\nExecution Phase: Create + Post + Engage\nPost 2-3 tweets at optimal windows (see Cron Schedule), spaced 2-3 hours apart\nStay active 30-60 min after each post — reply to every comment in the first hour\nEngage with core circle and community 2-3 times throughout the day\nNo external links in main tweet body — always put links in the first reply\nEvening Phase: Check + Reflect\nCollect metrics for today's posts\nQuick reflection using Daily Review Template\nPlan tomorrow: draft content, identify engagement targets\nWeekly/Monthly/Quarterly\nWeekly (Sunday evening): Performance review, content audit, A/B test assessment, next week planning. Use Weekly Review Template.\nMonthly: Goal progress evaluation, strategy assessment, competitor analysis, persona check. Use Monthly Review Template.\nQuarterly: Major strategy review, goal reset, persona evolution, skill updates.\nContent Strategy\n\nSee Content Strategy for the full framework.\n\nFive Content Pillars\nPillar\tTarget %\tPurpose\nTechnical Depth\t40%\tTips, insights, tutorials — builds authority\nIndustry Pulse\t25%\tHot takes, predictions, trend analysis — builds thought leadership\nBuilder's Journey\t25%\tBuild-in-public, decisions, lessons — builds connection\nCommunity Value\t10%\tQuestions, polls, resources — builds community\nPersonal Touch\twoven in\tHumor, personality, human moments — builds \"活人感\"\nContent Pipeline\nIdeation → Drafting → Review → Scheduling → Posting → Measurement\n\n\nEach step has quality checks. See Content Strategy: Content Pipeline for details.\n\nProven Content Formulas\nClaim + Evidence + CTA: Bold claim, specific proof, discussion prompt\nStory + Lesson + Takeaway: Brief narrative, what happened, actionable insight\nQuestion + Context + Invitation: Thoughtful question, why you're asking, invite perspectives\nList + Value + CTA: Numbered items with brief explanations, bookmark/follow prompt\nReaction + Analysis + Prediction: News reference, your unique analysis, what happens next\nContent Repurposing\nHigh-performing thread → 5-7 standalone tweets over the following week\nPopular single tweet → expand into a full thread\nThread → blog post or newsletter; blog → thread\nRepost top content every 3-4 weeks with fresh phrasing\nThread Strategy\n\nThreads are the highest-leverage growth mechanism on X. See Thread Playbook.\n\nThread Architecture\nHook (stop the scroll) → Context → Value Delivery (one point per tweet) → Summary → CTA\n\nKey Guidelines\nOptimal length: 5-7 tweets for most founders\nPost at 08:00-10:00 in target audience timezone\nInclude visuals in 60-70% of thread tweets\nPrepare day before, post Tuesday-Thursday\nTarget: 1-2 threads per week\nMultimodal Content\n\nSee Multimodal Guide for complete guidance.\n\nImpact\nNative video: ~10x distribution vs text-only\nImages: 2-3x engagement vs text-only\nVisuals increase dwell time (key algorithm signal)\nVisual Types\nType\tBest For\nScreenshots\tProduct demos, code output, real data, dashboards\nDiagrams\tSystem architecture, workflows, mental models\nCode snippets\tTechnical tutorials, debugging stories\nMemes\tIndustry humor, personality, cultural commentary\nData visualizations\tResearch, trends, build-in-public metrics\nVideo (native)\tProduct demos, talking head takes, tutorials\nThe \"活人感\" Rule\n\nEvery visual should feel like a real person made it. Slightly imperfect screenshots, hand-drawn diagrams, and real workspace photos signal authenticity. Overly polished, stock-photo, or obviously AI-generated visuals signal corporate or fake.\n\nProduct Integration (\"夹带私货\")\n\nSee Product Integration for the full framework.\n\nThree Tiers\nTier\tWhat\tFrequency\tHow\nTier 1: Background\tProduct exists in your world, not the subject\tDefault mode\tBio, profile, pinned tweet do the work\nTier 2: Contextual\tProduct mentioned as example within a broader insight\t~10% of posts\t\"When we built [X], we found...\"\nTier 3: Direct\tProduct is the subject: launches, milestones, demos\t~10% of posts\tLaunch threads, milestone celebrations\nGolden Rule\n\nIf you removed the product mention, the tweet should still be valuable. The product is the proof, not the point.\n\nCTA Optimization\nNever put links in the main tweet (30-50% algorithm penalty)\nSoft CTAs work better than hard sells on X\nMatch CTA to relationship stage: new followers → \"follow for more\"; engaged followers → \"try it\"\nEngagement Playbook\n\nSee Engagement Playbook for full details.\n\nEngagement Funnel\nStranger → Lurker → Follower → Fan → Advocate → Customer/Partner\n\nCore Circle\n\nIdentify 20-30 key accounts. Engage with Tier 1 accounts daily, Tier 2 accounts 3-4x/week, Tier 3 opportunistically. See Watchlist Config.\n\nReply Quality Framework\nLevel\tType\tImpact\nS\tData/Evidence\tVery high\nA\tNovel Perspective\tHigh\nB\tPersonal Story\tHigh\nC\tThoughtful Question\tMedium\nD\tAgreement + Extension\tMedium\nF\tEmpty Agreement (\"So true!\")\tZero — never do this\nAdditional Channels\nX Spaces: Host bi-weekly audio discussions; invite guests from core circle\nX Communities: Post in 3-5 relevant communities; provide value, not promotion\nDMs: After 3+ public interactions, send genuine (not salesy) direct messages\nX Lists: Private lists for competitors, industry leaders, investors, potential customers\nPersona & Voice\n\nSee Persona & Voice Guide.\n\nVoice Attributes\n\nDefine your position on each spectrum in config/profile.json:\n\nTechnical Depth: Surface ←→ Deep\nHumor: Serious ←→ Playful\nFormality: Casual ←→ Formal\nVulnerability: Guarded ←→ Open\nBoldness: Cautious ←→ Provocative\nConsistency Rules\nMaintain consistent tone across all content (the algorithm learns your pattern)\nAdapt tone to context (technical vs personal vs promotional) while keeping core voice\nBuild personality anchors: recurring themes, catchphrases, or running jokes that create recognition\nFor bilingual users: English for technical/international content, native language for personal/cultural content\nAlgorithm Awareness\n\nSee Algorithm Guide for complete details.\n\nKey Rules\nFirst 30 minutes determine reach: Engagement velocity in the first 15-30 min drives 80%+ of total reach\nReply > Retweet > Bookmark > Like: Algorithm weights replies highest (~1x), likes lowest (~0.5x)\nExternal links are penalized: 30-50% fewer impressions. Links go in first reply.\nConsistency rewards: Sudden posting changes trigger spam detection. Maintain steady cadence.\nNiche specificity: Stay focused on 2-3 topics. Random off-topic posts dilute your algorithm placement.\nNegative signals are devastating: Mute/block/report carry ~-74x weight. Never post hostile content.\nVideo gets priority: Native video gets ~10x distribution vs text-only.\nGoal Framework\n\nConfigure in goals.json. The skill adapts recommendations based on your primary objective and growth stage.\n\nPrimary Objectives\nObjective\tKey X Activities\nBrand building\tConsistent voice, thought leadership content, thread strategy\nLead generation\tProduct integration, bio link optimization, CTA strategy\nFundraising\tIndustry analysis, investor engagement, traction posts\nHiring\tEngineering challenges, culture posts, team stories\nThought leadership\tDeep technical content, contrarian takes, Spaces hosting\nCommunity building\tQuestions, engagement, Spaces, community participation\nGrowth Stages\nStage\tFollowers\tFocus\nEarly\t0-1K\tFinding voice, building core circle, posting consistently\nGrowth\t1K-10K\tThread strategy, content mix optimization, relationship depth\nEstablished\t10K-50K\tAuthority content, Spaces hosting, selective engagement\nAuthority\t50K+\tMaintaining quality, community leadership, platform leverage\n\nSee Growth Benchmarks for realistic targets by stage.\n\nAutomated Operations\n\nSee Cron Schedule for the full task schedule.\n\nDaily Automated Tasks\nTask\tTiming\tPurpose\nMorning Scan\t30 min before Window A\tTrending topics, core circle activity, overnight mentions\nWindow A Reminder\tStart of posting window\tContent recommendation based on calendar + scan\nMidday Collection\tBetween windows\tUpdated trends, Window A post metrics\nWindow B Reminder\tStart of posting window\tUpdated recommendation for evening window\nEngagement Follow-up\t30 min after Window B\tIdentify reply opportunities, quote tweet candidates\nMentions Check\t1 hour after Window B\tCategorize and prioritize mentions\nEvening Review\tEnd of day\tMetrics collection, daily performance summary\nValidation Workflow\n\nAll automated data collection follows this pipeline:\n\nx-timeline → Get tweet list\n    ↓\nx-tweet-info → Get detailed metrics per tweet\n    ↓\nCross-validate → ID, author, timestamp consistency\n    ↓\nSanity check → Reasonable data (likes ≤ impressions, no negatives)\n    ↓\nReport → Mark anomalies, never guess\n\nCompetitor Analysis\n\nSee Competitor Framework.\n\nSelect 5-8 benchmark accounts across three categories:\n\nAspirational (2-3): 10-100x your size, same niche\nPeer (2-3): Similar size and growth stage\nEmerging (1-2): Smaller but growing fast\n\nAnalyze monthly: content formulas, engagement patterns, posting times, visual strategy. Extract what works, adapt to your voice.\n\nTools and Scripts\nData Validation\n\nFile: scripts/x_data_validator.py Validates X data through a 5-layer pipeline: API status, tweet ID presence, cross-validation, metrics completeness, data sanity checks.\n\nContent Planner\n\nFile: scripts/content_planner.py Reads profile, goals, and calendar config to generate daily content recommendations with content mix compliance tracking.\n\nAnalytics Reporter\n\nFile: scripts/analytics_reporter.py Generates performance reports using the validation workflow. Produces weekly and monthly analytics with benchmark comparisons.\n\nSmoke Tests (Regression Guard)\n\nLocation: tests/ — 63 unit tests covering all three scripts.\n\nRun:\n\n# No dependencies required — uses Python stdlib unittest\npython3 -m unittest discover tests/ -v\n\nRun after any script change before shipping.\n\n## Emergency Protocols\n\n### API Failures\n1. Retry with exponential backoff (3 attempts max)\n2. If still failing: report to user with clear error\n3. NEVER proceed with fabricated data\n\n### Content Crisis\n1. Pause all automated posts\n2. Review recent content for issues\n3. Prepare response strategy\n4. Notify user immediately\n\n### Data Anomalies\n1. Flag immediately in validation report\n2. Cross-check with alternative sources\n3. Don't include suspicious data in analysis\n4. Alert user to investigate\n\n## References\n\n### Methodology & Strategy\n- [Operations Methodology](references/methodology.md) — PDCA daily loop, A/B testing, review cadences\n- [Content Strategy](references/content-strategy.md) — 5-pillar system, content pipeline, formulas, timing\n- [Thread Playbook](references/thread-playbook.md) — Thread architecture, hooks, scheduling, repurposing\n- [Multimodal Guide](references/multimodal-guide.md) — Visual types, tools, \"活人感\" checklist\n- [Product Integration](references/product-integration.md) — 3-tier promotion, CTA optimization, launch playbook\n\n### Growth & Engagement\n- [Engagement Playbook](references/engagement-playbook.md) — Funnel, core circle, reply quality, DMs, Spaces\n- [Persona & Voice Guide](references/persona-voice.md) — Voice development, consistency, language mix\n- [Algorithm Guide](references/algorithm-guide.md) — How the X algorithm works, optimization tactics\n- [Profile Optimization](references/profile-optimization.md) — Bio, photo, pinned tweet, header\n\n### Analysis & Benchmarks\n- [Competitor Framework](references/competitor-framework.md) — Benchmark selection, analysis template\n- [Growth Benchmarks](references/growth-benchmarks.md) — Industry data by account size and content type\n- [Cron Schedule](references/cron-schedule.md) — Automated task schedule, error handling\n\n### Configuration\n- [Profile Config](config/profile.example.json) — Handle, role, product, voice, audience\n- [Goals Config](config/goals.example.json) — Objectives, targets, KPIs, content mix\n- [Watchlist Config](config/watchlist.example.json) — Core circle, competitors, communities\n- [Content Calendar](config/content-calendar.example.json) — Weekly rhythm, posting windows\n\n### Templates\n- [Daily Review](templates/daily-review.md)\n- [Weekly Review](templates/weekly-review.md)\n- [Monthly Review](templates/monthly-review.md)\n- [Performance Report](templates/performance-report.md)\n\n## Remember\n\n**Trust is built through consistent reliability.** Every post, every reply, every data point matters. Never compromise on data integrity. Never sacrifice authenticity for engagement.\n\nThis skill is a living system. It evolves with every daily review, every weekly analysis, and every quarterly strategy reset. The methodology ensures you're always getting smarter about what works for YOUR specific account, audience, and goals."
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