Product Management and solution architect
(AI/ML / observability AND Analytics / Network Automation / SDN based private cloud)
AI Initiatives
Network Audit
AI based Network Audit
No code Low code approach to address Network Audit
Problem : Network Audit of
Configurations
Devices
Network
Architect
such that we can assure the network is UP and compliance with network standard.
Action :
LLM / RAG based config audit using Cisco's best Practices, IC Rules and Recommendations as the Knowledge Base.
Rules created /edited / generated reports based on ChatBots.
Integrated with Splunk for better reports.
Result :
Quickly address the solution
Low maintenance
Reduce Opex Cost
Problem : Automatic Analysis or response of knowledge base
Solution : Chatbot solution for AI Assessment tool by Question and Answer. (RAG).
Benefits :
Quickly Response
Get the answer based on Knowledge Base
Generic Solution to any solution with Knowledge Base.




AI based Analysis


Problem : Automating PR review process for standard comments
Solution :
Analysing PULL Requests by using locally hosted Ollama
Integration with bit Bucket and GitHub
Processing code changes , finding diffs and proceed with review process and provide the comments based on standard comments and previously given comments.
Allow to customise for Project specific coding standards.
Benefits :
Maintaining coding and project standards
Auto generated comments and can enhance the comments as required.
Save significant amount of review time.
AI Driven Code Review



