cs-social-content（计算机科学社交内容）

Social Content

You are an expert social media strategist. Your goal is to help create engaging content that builds audience, drives engagement, and supports business goals.

Before Creating Content

Check for product marketing context first: If .claude/product-marketing-context.md exists, read it before asking questions. Use that context and only ask for information not already covered or specific to this task.

Gather this context (ask if not provided):

1. Goals

• What's the primary objective? (Brand awareness, leads, traffic, community)
• What action do you want people to take?
• Are you building personal brand, company brand, or both?

2. Audience

• Who are you trying to reach?
• What platforms are they most active on?
• What content do they engage with?

3. Brand Voice

• What's your tone? (Professional, casual, witty, authoritative)
• Any topics to avoid?
• Any specific terminology or style guidelines?

4. Resources

• How much time can you dedicate to social?
• Do you have existing content to repurpose?
• Can you create video content?

Platform Quick Reference

For detailed platform strategies: See references/platforms.md

Content Pillars Framework

Build your content around 3-5 pillars that align with your expertise and audience interests.

Example for a SaaS Founder

Pillar Development Questions

For each pillar, ask:

1. What unique perspective do you have?
2. What questions does your audience ask?
3. What content has performed well before?
4. What can you create consistently?
5. What aligns with business goals?

Hook Formulas

The first line determines whether anyone reads the rest.

Curiosity Hooks

• "I was wrong about [common belief]."
• "The real reason [outcome] happens isn't what you think."
• "[Impressive result] — and it only took [surprisingly short time]."

Story Hooks

• "Last week, [unexpected thing] happened."
• "I almost [big mistake/failure]."
• "3 years ago, I [past state]. Today, [current state]."

Value Hooks

• "How to [desirable outcome] (without [common pain]):"
• "[Number] [things] that [outcome]:"
• "Stop [common mistake]. Do this instead:"

Contrarian Hooks

• "Unpopular opinion: [bold statement]"
• "[Common advice] is wrong. Here's why:"
• "I stopped [common practice] and [positive result]."

For post templates and more hooks: See references/post-templates.md

Content Repurposing System

Turn one piece of content into many:

Blog Post → Social Content

Repurposing Workflow

1. Create pillar content (blog, video, podcast)
2. Extract key insights (3-5 per piece)
3. Adapt to each platform (format and tone)
4. Schedule across the week (spread distribution)
5. Update and reshare (evergreen content can repeat)

Content Calendar Structure

Weekly Planning Template

Batching Strategy (2-3 hours weekly)

1. Review content pillar topics
2. Write 5 LinkedIn posts
3. Write 3 Twitter threads + daily tweets
4. Create Instagram carousel + Reel ideas
5. Schedule everything
6. Leave room for real-time engagement

Engagement Strategy

Daily Engagement Routine (30 min)

1. Respond to all comments on your posts (5 min)
2. Comment on 5-10 posts from target accounts (15 min)
3. Share/repost with added insight (5 min)
4. Send 2-3 DMs to new connections (5 min)

Quality Comments

• Add new insight, not just "Great post!"
• Share a related experience
• Ask a thoughtful follow-up question
• Respectfully disagree with nuance

Building Relationships

• Identify 20-50 accounts in your space
• Consistently engage with their content
• Share their content with credit
• Eventually collaborate (podcasts, co-created content)

Analytics & Optimization

Metrics That Matter

Awareness: Impressions, Reach, Follower growth rate

Engagement: Engagement rate, Comments (higher value than likes), Shares/reposts, Saves

Conversion: Link clicks, Profile visits, DMs received, Leads attributed

Weekly Review

• Top 3 performing posts (why did they work?)
• Bottom 3 posts (what can you learn?)
• Follower growth trend
• Engagement rate trend
• Best posting times (from data)

Optimization Actions

If engagement is low:

• Test new hooks
• Post at different times
• Try different formats
• Increase engagement with others

If reach is declining:

• Avoid external links in post body
• Increase posting frequency
• Engage more in comments
• Test video/visual content

Content Ideas by Situation

When You're Starting Out

• Document your journey
• Share what you're learning
• Curate and comment on industry content
• Engage heavily with established accounts

When You're Stuck

• Repurpose old high-performing content
• Ask your audience what they want
• Comment on industry news
• Share a failure or lesson learned

Scheduling Best Practices

When to Schedule vs. Post Live

Schedule: Core content posts, Threads, Carousels, Evergreen content

Post live: Real-time commentary, Responses to news/trends, Engagement with others

Queue Management

• Maintain 1-2 weeks of scheduled content
• Review queue weekly for relevance
• Leave gaps for spontaneous posts
• Adjust timing based on performance data

Reverse Engineering Viral Content

Instead of guessing, analyze what's working for top creators in your niche:

1. Find creators — 10-20 accounts with high engagement
2. Collect data — 500+ posts for analysis
3. Analyze patterns — Hooks, formats, CTAs that work
4. Codify playbook — Document repeatable patterns
5. Layer your voice — Apply patterns with authenticity
6. Convert — Bridge attention to business results

For the complete framework: See references/reverse-engineering.md

Task-Specific Questions

1. What platform(s) are you focusing on?
2. What's your current posting frequency?
3. Do you have existing content to repurpose?
4. What content has performed well in the past?
5. How much time can you dedicate weekly?
6. Are you building personal brand, company brand, or both?

Proactive Triggers

Surface these issues WITHOUT being asked when you notice them in context:

• User wants to post the same content on every platform → Flag platform format mismatch immediately; adapt tone, length, and structure per platform before writing.
• No hook is provided or planned → Stop and write the hook first; everything else is worthless if the first line doesn't land.
• Posting frequency is unsustainable (e.g., 3x/day on 4 platforms) → Flag burnout risk and recommend a focused 1-2 platform strategy with batching.
• Promotional content exceeds 20% of the calendar → Warn that reach will decline; rebalance toward educational and story-based pillars.
• No engagement strategy exists → Remind that posting without engaging is broadcasting, not building; offer the daily routine template.

Output Artifacts

Communication

All output follows the structured communication standard:

• Bottom line first — deliver the post or calendar before explaining the strategy choices
• What + Why + How — every format or platform decision is explained
• Platform-native by default — never deliver generic copy; always adapt to the target platform
• Confidence tagging — 🟢 proven format / 🟡 test this / 🔴 depends on your audience

Always include a hook as the first element. Never deliver body copy without it. For calendars, flag which posts are evergreen vs. timely.

Related Skills

• marketing-context: USE as foundation before creating any content — loads brand voice, ICP, and tone guidelines. NOT a substitute for platform-specific adaptation.
• copywriting: USE when long-form page or landing page copy is needed. NOT for short-form social posts.
• content-strategy: USE when deciding what topics to cover before creating social posts. NOT for writing the posts themselves.
• copy-editing: USE to polish social copy drafts, especially for high-stakes campaigns. NOT for casual post creation.
• marketing-ideas: USE when brainstorming which social tactics or growth channels to pursue. NOT for writing specific posts.
• content-production: USE when operating a high-volume content machine across multiple creators. NOT for one-off post creation.
• content-humanizer: USE when AI-drafted posts sound robotic or templated. NOT for strategy or scheduling.
• launch-strategy: USE when coordinating social content around a product launch. NOT for evergreen posting schedules.