Ribbit Ribbit operates by connecting to Reddit via PRAW, allowing users to define target subreddits and time windows. It retrieves posts and comments, processes them with GPT-3 to generate summaries highlighting key points, sentiment, and context. The agent outputs summaries in customizable formats, supports batch processing multiple subreddits, and provides both interactive CLI and programmable API endpoints. It streamlines content curation and trend analysis workflows, saving time for users who need rapid understanding of Reddit discussions.

Helper Systems' kOS (pronounced chaos) is an innovative research enhancement tool. Designed to restore trust between students utilizing AI tools and faculty concerned with academic integrity, kOS enables seamless research and proof-of-work documentation. The platform leverages advanced features, including AI-augmented conversations with PDFs, pulling dates, compiling data, and providing key insights. This makes the research process streamlined and transparent, ensuring that students can focus on content while maintaining detailed records of their work.