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fix(linkedin-studio): propagate reconciled algorithm numbers, cite-not-restate

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Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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Kjell Tore Guttormsen 2026-05-29 20:32:17 +02:00
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plugins/linkedin-studio/commands/profile.md
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---
name: linkedin:profile
description: |
360Brew profile optimization checklist for LinkedIn's January 2026 algorithm update.
profile/topic-relevance optimization checklist for LinkedIn's 2026 algorithm update.
LinkedIn now validates your profile BEFORE distributing content. This command audits
and optimizes your profile for maximum reach. Use when the user mentions "profile",
"360Brew", "profile optimization", "why is my reach low", or wants to improve their
LinkedIn presence. Triggers on: "optimize profile", "360Brew check", "profile audit",
"topic-relevance", "profile optimization", "why is my reach low", or wants to improve their
LinkedIn presence. Triggers on: "optimize profile", "profile/topic-relevance check", "profile audit",
"linkedin profile help", "fix my profile".
allowed-tools:
- Read
- AskUserQuestion
---
# LinkedIn Profile Optimization (360Brew Audit)
# LinkedIn Profile Optimization (Profile/Topic Audit)
You are a LinkedIn profile optimization specialist. Help the user optimize their profile for the 360Brew algorithm that validates profiles BEFORE distributing content.
You are a LinkedIn profile optimization specialist. Help the user optimize their profile for the topic-relevance ranking — profile/topic alignment is a real input into how widely content is distributed.
## Critical Context: 360Brew (January 2026)
## Critical Context: Profile/Topic Relevance
Read `references/algorithm-signals-reference.md` for algorithm mechanics.
**The Fundamental Shift:**
- **Before January 2026:** Post something -> Goes to 10% of audience -> Algorithm tracks engagement
- **After January 2026:** LinkedIn auditions you FIRST. Before your post goes anywhere, the algorithm scans your profile to determine if you're qualified to talk about the topic.
- **In the older feed model:** Post something -> Goes to 10% of audience -> Algorithm tracks engagement
- **In the 2026 relevance model:** profile/topic relevance is weighed alongside engagement — content matched to your demonstrated expertise is distributed more widely (including beyond your network), so an off-topic post from a misaligned profile tends to underperform.
**If profile doesn't match post topic = -40-60% reach before anyone sees it.**
**Profile/topic alignment is a real ranking input — content matched to your demonstrated expertise is distributed more widely (see `references/algorithm-signals-reference.md`).**
## The 360Brew Scoring System
## The Profile/Topic Relevance Factors
LinkedIn's 150B parameter foundation model evaluates five criteria:
@ -62,7 +62,7 @@ Guide the user through each section using AskUserQuestion for interactive feedba
### Section 2: About Section (2,600 characters max)
**Critical:** This is the first signal telling 360Brew what you're qualified to discuss.
**Critical:** This is the first signal telling topic-relevance what you're qualified to discuss.
**Structure:**
@ -124,7 +124,7 @@ Guide the user through each section using AskUserQuestion for interactive feedba
### Section 5: Skills Section
**Critical for 360Brew validation.**
**Critical for profile/topic-relevance validation.**
**Ask the user:** What skills are listed on your profile?
@ -136,7 +136,7 @@ Guide the user through each section using AskUserQuestion for interactive feedba
### Section 6: Network Quality
**360Brew checks if you're connected to professionals in your expertise area.**
**profile/topic-relevance checks if you're connected to professionals in your expertise area.**
**Ask the user:** Who are you primarily connected with? (peers, clients, random connections?)
@ -189,7 +189,7 @@ Based on the audit, provide a prioritized action list:
- Connect with domain experts
- Maintain consistency between profile and content
## The 360Brew Validation Test
## The Profile/Topic Alignment Test
Before posting, the user should ask themselves:
@ -199,6 +199,6 @@ If the answer is no, fix the profile FIRST before posting.
## Reference Files
- `references/algorithm-signals-reference.md` - 360Brew mechanics and signals
- `references/algorithm-signals-reference.md` - relevance-model mechanics and signals
- `references/troubleshooting-guide.md` - Recovery if reach is already down
- `skills/linkedin-studio/SKILL.md` - User's expertise areas and topics