🤖 Improve AI Response Quality and Consistency

[skdas20]

🎯 Issue Description

The AI responses from Gemini sometimes lack consistency and could be more structured for better user experience.

🎯 Goals

• Improve prompt engineering for better responses
• Add response validation and formatting
• Create more realistic development goals
• Better error handling for AI failures

📋 Tasks

• Analyze current AI prompts and responses
• Redesign prompts for better consistency
• Add response validation and sanitization
• Implement fallback responses for AI failures
• Create templates for different project types
• Add response caching for similar requests

🛠️ Technical Details

• Files: backend/agents/task_planner.py, backend/agents/dev_bot.py
• Improve prompt engineering techniques
• Add response parsing and validation
• Implement retry logic for failed requests

💡 Research Areas

• Prompt engineering best practices
• AI response validation techniques
• Context management for longer conversations

🏷️ Skills Required

• Python
• AI/ML understanding
• Prompt engineering
• API integration

[Parvv04]

Hi @skdas20,
I’m interested in working on improving the AI response quality and consistency as described. I have experience with Python and prompt engineering, and I’d like to help redesign prompts, add validation, and improve error handling. Please assign this issue to me.

Thanks!

[skdas20]

Hi @skdas20,
I’m interested in working on improving the AI response quality and consistency as described. I have experience with Python and prompt engineering, and I’d like to help redesign prompts, add validation, and improve error handling. Please assign this issue to me.

Thanks!

Please wait till the official start of gssoc and admin approval

[ArkitaBarua]

hey @skdas20 ,
I am a third year B-Tech CSE Core student at VIT, Chennai, i have been selected as a contributor for GSSoC'25.
I have worked in projects based on RAG based Chatbots (https://github.com/ArkitaBarua/bodhini) and used gen-AI in my project inFormula (used gemini) (https://informula-2.vercel.app/).
i have experience in prompt engineering and would like to redesign and improve the prompt for better responses along with fallback responses.
please assign this issue to me!
thankyou!