The problem Gyaan Path solves

There is no platform that provides a learner with efficient roadmaps based on personal professional interests, reducing their heft for prompting perfectly on any other AI agent for the same task. Moreover, this also connect them with like minded people across different communities so that people interact with them and learn better. That's not it, the system also enables auto-notification and conversaional timely updates of their roadmaps. They can save their roadmaps offline for ease of use and even share with others for better opinions.
To summarize the problems and their solution:

• Reduction of incorrect and repetitive prompting to just a few go-to questions.
• Slow response and outdated recommendation of resources to Fast, accurate and trustworthy resources for better understanding.
• Lazy tasks completion to adequate timely notification services.
• Last but not least, conversational Q&A for solving or modifying different doubts about roadmaps.

Challenges we ran into

• Finding a reliable open-source solution for query retrieval
  We used Gemini Pro open source platform
• Finding the best prompts to provide fast and accurate roadmap as out.
  We did manual one shot prompting for hours to figure out the perfect prompt
• Memoization chat system for better context, we used Llama2-index