Bug Whisperer is an AI-powered debugging assistant that listens to error logs in real time, classifies their severity, explains the cause, and suggests practical solutions.
This tool stores embeddings of each incident to instantly retrieve similar cases and offer pre-existing suggestions, optimizing costs and response times.
Main features
• Real-time error ingestion using Redis Streams.
• Suggestions generated by language models such as Google FLAN-T5.
• Semantic search with Redis Vector Store and Sentence Transformers models such as all-MiniLM-L6-v2.
• Semantic cache to avoid repeated model calls and reduce latency and cost.
• Fallback templates for common errors and an interactive dashboard developed with Streamlit to visualize recent errors and chat with the assistant.
How it works in action
1 Producer or simulated application publishes an error to the Redis stream bug_logs.
2 A consumer processes the new error, classifies its severity, and queries the semantic index in Redis to detect similar bugs.
3 If there is a relevant match, a stored solution is retrieved; if not, the model generates a recommendation that is stored as a new embedding for future searches.
Redis technologies used
• Redis Streams for real-time ingestion and processing.
• Redis Hashes and Lists to store structured reports and maintain an ordered index of recent errors.
• Redis Vector Store to store semantic embeddings and enable cosine similarity searches.
• Semantic caching mechanisms that reduce cost and latency when the same error reappears.
Demo repository
https://github.com/Thabasvini/Bug-Whisperer-AI-Powered-Debugging-with-Redis-Vector-Search
About Q2BSTUDIO
Q2BSTUDIO is a company specialized in custom software and application development with extensive experience in artificial intelligence, cybersecurity, and AWS and Azure cloud services. We offer result-oriented custom software solutions, artificial intelligence integration, and business intelligence services to transform data into actionable decisions. Our services include AI implementations for companies, creation of AI agents, custom application development, migrations and management in AWS and Azure cloud services, and advanced dashboards with Power BI.
Why choose us
• Experience in artificial intelligence and automation projects for companies.
• Cybersecurity solutions integrated from the design stage.
• Custom software development focused on scalability and maintenance.
• Business intelligence and Power BI services to improve decision-making.
Keywords to improve positioning
custom applications, custom software, artificial intelligence, cybersecurity, AWS and Azure cloud services, business intelligence services, AI for companies, AI agents, Power BI
If you want to learn how to implement a similar solution or adapt Bug Whisperer to your systems, contact Q2BSTUDIO and discover how we can integrate artificial intelligence, security, and cloud services to optimize the detection and resolution of errors in real time.
