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Run2 slack analysis

Skill cxcscmu/SkillLearnBench/skills/b2-self-feedback-claude-opus-4-6/enterprise-information-search/run2_slack-analysis

[COLM'26] SkillLearnBench is the first benchmark for evaluating continual learning methods that automatically generate agent skills.

Install
npx -y skills add cxcscmu/SkillLearnBench --skill run2_slack-analysis

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What its author says it does

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Advanced patterns for analyzing Slack conversations to extract reviewers, competitor insights, and shared resources from enterprise product channels.

SKILL.md

1.6 KB, 290 tokens by cl100k_base, as published. Nobody here has run it

Slack Analysis for Enterprise Data

Channel Naming Conventions

  • planning-<Product> - early planning discussions, document reviews
  • planning-<Product>-PM - product management planning
  • develop-<person>-<Product> - development phase per contributor
  • bug-<person>-<Product> - bug tracking discussions

Document Review Workflow

  1. Author shares draft: message contains document link
  2. Team provides feedback as sequential messages (not thread replies)
  3. Author summarizes changes
  4. Author shares final version with "final_" prefix in link
  5. Key reviewers = all who gave substantive feedback between draft and final

Competitor Analysis Identification

Primary insight providers are those who:

  • Initiate discussions about competitor products ("I was reading about X...")
  • Provide detailed descriptions of features, strengths, or weaknesses
  • Answer follow-up questions with substantive information

Secondary participants (not insight providers):

  • Those who only ask questions
  • Those who say "thanks", "agreed", "interesting"
  • Those who suggest leveraging insights without adding new information

Common Pitfalls

  • Messages may appear in multiple search results due to overlapping windows
  • Same competitor may be discussed in multiple channels by different people
  • Distinguish internal product demos from competitor demos by URL domain
  • "entAIX" was the original name for ContentForce (renamed during development)

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.

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