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Accelerating Kubernetes Intelligence: Cisco's P...

Avatar for Komodor Komodor
December 28, 2025
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Accelerating Kubernetes Intelligence: Cisco's Platform Evolution with Klaudia AI

Join Hasith Kalpage, Director of Platform Engineering , and Arthur Drozdov, Agentic AI Engineer, as they share how Cisco is using Komodor’s Klaudia Agentic AI to evolve its platform strategy, to unlock smoother developer experience, slash MTTR, and reduce bottlenecks across the enterprise. – Including a live demo of the CAIPE platform!

Through a live case study, we’ll explore:

Redefining platform sustainability by tackling bottlenecks through agentic engineering models.
Transforming AI capabilities that streamline workflows and eliminate friction.
Demonstrating adaptive platform onboarding by leveraging AI
How Komodor can help reduce Cloud-Native complexity and enable enterprises to scale their infrastructure without hampering velocity

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Komodor

December 28, 2025
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Transcript

  1. Outshift platform + ACTION S Edge AWS – CI/CD workloads

    Control MISC Active Security Vulnerability Scanning Atlantis AWS GPUS *** 3rd Party QPUS Secrets ***
  2. The Platform Bottleneck Developers & Product Teams Platform Team Delivery

    & Experience More features, environments, Requests, AI, developers Limited automation, tooling debt, manual ops, poor work-life balance, significant cognitive load Slower releases, growing frustration As developer demand rises, platform capacity can't scale linearly - delivery slows, and frustration grows.
  3. 2024 New Job 01 Project JARVIS Vision May 2024 02

    2025 JAN APR JUL OCT JAN APR JUL OCT 03 Internships May 2024 1.RAG chatbot 2. IDP 05 Exploration K8s codegen 04 Join 06 New Workflow Engine ? MCP making waves A2A 07 AI Platform Engineer MAS Success @ Outshift 08 CNOE SIG Agentic AI 09
  4. The CAIPE Vision To redefine platform engineering by creating intelligent,

    secure, and scalable multi-agent systems that empower teams to focus on innovation, seamlessly manage complex infrastructures, and shape the future of cloud-native operations through the Internet of Agents. .io Supported by:
  5. Knowledge Bases ✓ RAG: Platform Docs ✓ Live Tool Calling:

    K8s, PagerDuty, ArgoCD … ✓ GraphRAG: AWS, Backstage, Security, … … Self-Service /w LangGraph ✓ Interact with JIRA ✓ Many Self-service functions ✓ Bootstrap CI/Repo for new app ✓ Setup CD for app ✓ EC2 Dev instances, access to LLMs ✓ Access to various approved LLMs … Code Generation ✓ K8s deployments onto Outshift Sandbox with prompts, images or docker … Complexity Agentic Platform Engineering @ Outshift By Cisco Outshift Developer JARVIS Webex Backstage JIRA CLI VS Code
  6. ➢ Dedicated support desk supplements effort of ~3 engineers ➢

    Query response time reduced from hours to seconds ➢ ~30% of a day’s tasks in minutes ➢ Up to 80% reduction in MTTR for Kubernetes issues. 5 User Interfaces 20+ Agents 100+ Tool calls 10+ Self-service workflows Results & impact
  7. JARVIS K8s Sandbox – 2025 Feb JARVIS K8s Dev Experience

    @ Outshift Visual UI Outshift Developer Prompts (txt, images) Troubleshooting Prompts 1. Build this app 2. Push it to sandbox/myapp 3. Generate K8s configuration for it 4. Deploy it to K8s sandbox Outshift K8s Dev Sandbox
  8. JARVIS K8s Sandbox – 2025 Aug K8s Dev Experience @

    Outshift Outshift Developer Prompts 1. Build this app 2. Push it to sandbox/myapp 3. Generate K8s configuration for it 4. Deploy it to K8s sandbox Outshift K8s Dev Sandbox Prompts (txt, images) Deployment was successfully created for sandbox/myapp in namespace ns-foouser pods start but they don’t stay in Running and go into CrashLoopBackOff. Investigate and suggest what should be fixed? Komodor subagent