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Develop an AI Community Matchmaker Coach for Connecting Members with Aligned Entrepreneurship Goals #5

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afiDPS opened this issue Oct 23, 2024 · 2 comments

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@afiDPS
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afiDPS commented Oct 23, 2024

Overview:

We are building an Agentic AI Coach to help community members connect with others who can help them achieve their entrepreneurship goals. The AI Community Matchmaker Coach should analyze social media profiles of registered community members and suggest matches based on skills, interests, goals, and potential collaborations.

The goal of this issue is to develop a Community Matchmaker AI that:

  • Analyzes social media profiles (e.g., LinkedIn, Twitter) of registered community members.
  • Suggests matches based on skills, goals, and entrepreneurial interests to help users find co-founders, mentors, or collaborators.
  • Provides personalized recommendations for connections, along with reasons for why the match is suitable.

Requirements:

  1. Profile Integration: Integrate with social media platforms like LinkedIn or Twitter to collect profile data.
  2. Analysis Features:
    • Use NLP to extract key information such as skills, professional background, goals, and projects.
    • Match users with complementary skills and shared goals.
    • Suggest connections for specific purposes (e.g., finding a co-founder, mentor, or teammate).
  3. Suggestions Output:
    • Provide a list of suggested matches ranked by relevance to the user's goals.
    • Include a brief description explaining why the match is suitable.
  4. Goal Alignment: Allow users to specify their entrepreneurial goals and match them based on those attributes.

Expectations:

  • A working model that can analyze profiles and return a list of suggested matches.
  • Code documentation explaining how to integrate the Matchmaker Coach into our existing Agentic AI Coach framework.

Note:
Feel free to ask questions or request clarifications by commenting on this issue.

Support:
Comment on this issue for any help or guidance needed.

@hth003
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hth003 commented Dec 4, 2024

Just a comment on the difficulty of this issue:

  • LinkedIn and Twitter no longer support APIs that provide access to user profiles due to data privacy policy. In fact, most social media providers would not allow extract information anymore.
  • Scraping is inconsistent and doesn't work because it is blocked by authentication wall

Very interesting issue but hard to accomplish.

@afiDPS
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afiDPS commented Dec 4, 2024

@hth003 Thank you for your comment. Scraping data is unnecessary for this task. You can begin by creating a simulated dataset and develop the matchmaking functionality based on specific attributes of these simulated profiles. Include a column in your dataset for the social media profile to be returned or integrated upon a successful match.

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