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Discord Summarization

About​

Overall, the ai16z DAO v2 daily summary initiataive aims to create a more efficient, transparent, and engaging ecosystem by leveraging AI to address information overload and incentivize contributions. By automating key processes and providing meaningful insights, the project seeks to foster a dynamic and truly decentralized organization.

Why?​

Information Overload and Discord Limitations:

  • Rapid growth leads to information fatigue, with Discord message volume exceeding 90,000 per day.
  • Existing summarization bots require manual triggering and lack persistent logging.
  • Discord lacks public indexing, hindering information retrieval and actionability.

Chatrooms move too fast for people to keep up with.

How?​

AI-Powered Summarization and Insight Extraction:

Leveraging LLMs (Large Language Models) to summarize daily chat logs per channel, working group, and server.

Extracting insights on:

  • Frequently Asked Questions (FAQs)
  • Daily progress and milestones
  • Key decisions and discussions
  • Member contributions and assistance
  • Action items and pending tasks
  • Potential pain points

Benefits​

Solution: Rebundle via automated summarization using LLMs to extract:

  • Keep people updated, we move fast
  • Less humans in the loop, use AI
    • Remove human bias and misaligned incentives, adding more transparency and thus more trust into the mix
    • Progressive automation of the DAO towards a truly decentralized and autonomous organization
  • Extract contributions happening on Discord
    • Gamify open-source development by leveraging LLM insights to recognize and reward valuable contributions outside of GitHub
    • Use sentiment analysis to determine who is helping and if that help was successful
    • Create a points system based on engagement, assistance, and feedback (e.g., emoji reactions)
    • Develop contributor profile pages similar to MMO stat pages, showcasing contributions and achievements
    • Explore airdrops and other reward mechanisms for active contributors

Future Integrations​

AI Agents and Future Integrations:

Utilizing AI agents to:

  • Onboard new developers and assist with troubleshooting based on extracted FAQs.
  • Manage project tasks and verify progress.
  • Provide summaries tailored to specific work group interests.
    • "I would imagine we have AI agents that have a set of goals expectations responsibilities and then they can filter the chat logs from that perspective"
  • Integrating with Hats Protocol to codify roles and responsibilities.
  • Exploring interactive interfaces:
    • AI-powered dashboards and newsfeeds.
    • Virtual show format with an AI anchor broadcasting daily activities.
    • AI-generated podcasts and summaries.