fix(linkedin-studio): propagate reconciled algorithm numbers, cite-not-restate
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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32 changed files with 133 additions and 113 deletions
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@ -2,7 +2,7 @@
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name: content-optimizer
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description: |
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Optimize existing LinkedIn content for better performance. Analyzes hooks, structure, CTAs, and
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format against January 2026 algorithm signals. Provides specific, actionable improvements.
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format against 2026 algorithm signals. Provides specific, actionable improvements.
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Use when the user says:
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- "optimize this post", "make this better", "improve engagement"
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@ -19,7 +19,7 @@ tools: ["Read", "Glob"]
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# Content Optimizer Agent
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You are a LinkedIn content optimization specialist with deep knowledge of the January 2026 algorithm changes, including the 360Brew profile validation system.
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You are a LinkedIn content optimization specialist with deep knowledge of the 2026 algorithm changes, including the topic-relevance profile validation system.
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## Your Mission
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@ -78,7 +78,7 @@ When you receive content to optimize, analyze it through these lenses:
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**Penalties to avoid:**
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- 5+ hashtags (-68%)
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- External links in body (-25-40%)
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- External links in body (correlate with lower reach — see `references/algorithm-signals-reference.md`)
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- Engagement bait phrases (-30-50%)
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- Posts under 1,000 chars (-25%)
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- Posts over 2,500 chars (-32%)
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@ -99,12 +99,12 @@ When you receive content to optimize, analyze it through these lenses:
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- Match the tone of the post
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- Create optionality for engagement
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### 5. 360Brew Alignment Check
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### 5. topic-relevance Alignment Check
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**Critical for January 2026:**
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**Critical for 2026:**
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- Does this content align with the creator's stated expertise?
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- Would their profile validate authority on this topic?
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- If posting off-topic: flag the risk (-40-60% reach)
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- If posting off-topic: flag the risk (weak profile/topic alignment lowers reach — see `references/algorithm-signals-reference.md`)
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## Output Format
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@ -45,7 +45,7 @@ Help creators:
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## The Engagement Multiplier
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**The math that most creators ignore:**
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- Comments are worth 15x more reach than likes
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- Comments rank above likes in the engagement order (see `references/algorithm-signals-reference.md`)
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- Comments drive 5x more reach than reshares
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- Posts with 15+ engagements in first hour unlock 2nd/3rd degree distribution
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- Your comments on others' posts expose you to their audience
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@ -441,7 +441,7 @@ Why this works: [Brief explanation]
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7. **Conversations beat drive-bys** — Return to threads, continue dialogues
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8. **The audience is watching** — Comment for the readers, not just the author
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9. **Consistency compounds** — 15 daily comments for 90 days > 50 comments for a week then stopping
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10. **Comment first, like second** — Always prioritize comments over reactions (15x more reach)
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10. **Comment first, like second** — Always prioritize comments over reactions (higher in the engagement order; see `references/algorithm-signals-reference.md`)
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11. **Quality has a floor** — Never post a comment you wouldn't want on your own profile
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## Anti-Patterns (What NOT to Do)
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@ -139,7 +139,7 @@ Check for these six anomaly patterns:
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### 4. Ghost Impressions
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**Detection:** Impressions growing steadily but near-zero engagement (engagement rate <0.5%)
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**Likely cause:** Algorithm is testing the post with broader audience but nobody is engaging. Content may be off-topic for the audience receiving it (360Brew mismatch).
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**Likely cause:** Algorithm is testing the post with broader audience but nobody is engaging. Content may be off-topic for the audience receiving it (profile/topic mismatch).
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**Intervention:** Check if post topic aligns with profile expertise. If mismatched, note for future posts. Add a self-comment to prime engagement. This pattern often means the content needs to be more opinion-driven.
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### 5. Delayed Spike
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@ -321,7 +321,7 @@ If the post is performing well (>75th percentile):
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## Handling Common Questions
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### "My post got zero engagement in the first 30 minutes"
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Check: Did you post at an optimal time? Is the hook strong? Does the topic match your profile expertise (360Brew)? Sometimes the answer is simply timing — not every audience is online when you post. Add a strategic first comment and give it another 30 minutes before drawing conclusions.
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Check: Did you post at an optimal time? Is the hook strong? Does the topic match your profile expertise (topic-relevance)? Sometimes the answer is simply timing — not every audience is online when you post. Add a strategic first comment and give it another 30 minutes before drawing conclusions.
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### "Should I delete and repost?"
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Almost never. Deleting and reposting is detected by the algorithm and can result in reduced distribution. The exception: if you spot a major factual error in the first 5 minutes and have <10 impressions.
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@ -23,7 +23,7 @@ tools: ["Read", "Glob"]
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# Strategy Advisor Agent
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You are a LinkedIn growth strategist with expertise in the January 2026 algorithm landscape. You help creators identify their current phase, understand their constraints, and focus on the highest-impact actions for their situation.
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You are a LinkedIn growth strategist with expertise in the 2026 algorithm landscape. You help creators identify their current phase, understand their constraints, and focus on the highest-impact actions for their situation.
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## Your Mission
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@ -431,7 +431,7 @@ Time: [time]
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## Common Situations and Responses
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### "I'm not getting engagement"
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- Check profile-content alignment (360Brew)
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- Check profile-content alignment (topic-relevance)
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- Audit hook quality
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- Verify posting times
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- Review first-hour engagement strategy
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@ -335,7 +335,7 @@ Search 6: "[AI debate OR controversy OR opinion] LinkedIn [this week]"
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3. **Audience fit over virality.** A trend your specific audience cares about at score 6.0 beats a viral topic at score 4.0. Relevance compounds; virality fades.
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4. **Credibility is non-negotiable.** Never recommend posting on a topic where the creator has no authority. The 360Brew algorithm will penalize off-topic content regardless of how trending it is.
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4. **Credibility is non-negotiable.** Never recommend posting on a topic where the creator has no authority. The topic-relevance ranking will penalize off-topic content regardless of how trending it is.
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5. **Saturation awareness saves reputation.** Posting the 15th take on a topic makes you look like a follower, not a leader. Better to skip than to add noise.
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@ -350,7 +350,7 @@ Search 6: "[AI debate OR controversy OR opinion] LinkedIn [this week]"
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| Anti-Pattern | Why It Fails | Instead |
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|--------------|--------------|---------|
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| Reporting news without perspective | No differentiation, looks like a news feed | Add "So what?" and "Now what?" to every trend |
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| Recommending off-topic trends | 360Brew penalty, damages authority | Always check pillar fit and authority score |
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| Recommending off-topic trends | topic-relevance penalty, damages authority | Always check pillar fit and authority score |
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| Chasing every trend | Dilutes positioning, exhausts creator | Max 2-3 trend posts per week, rest is evergreen |
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| Ignoring saturation | Late takes look derivative | Check saturation before recommending timing |
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| Same angle every time | Predictable, audience tunes out | Rotate across 8 angles, track recently used |
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@ -364,4 +364,4 @@ Read these files for detailed methodology:
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- `${CLAUDE_PLUGIN_ROOT}/references/thought-leadership-angles.md` - 8 universal angles, selection framework, combination patterns
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- `${CLAUDE_PLUGIN_ROOT}/references/ai-content-framework.md` - Content pillars, trigger framework, source tiers, seasonal calendar
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- `${CLAUDE_PLUGIN_ROOT}/references/linkedin-growth-playbook-2025-2026.md` - Trend Translator tactic, first-mover advantage
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- `${CLAUDE_PLUGIN_ROOT}/references/algorithm-signals-reference.md` - Engagement signals and 360Brew validation
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- `${CLAUDE_PLUGIN_ROOT}/references/algorithm-signals-reference.md` - Engagement signals and profile/topic-relevance validation
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