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