GenAi meets DevOps
Vikas Rimmalapudi
GenAI Cloud engineer
I design fault-tolerant AI systems, agentic workflows, and scalable Kubernetes environments. Let's see if you can handle the infrastructure.
system.architecture()
> agents: autonomous & sandboxed
> retrieval: sub-second hybrid search
> deployment: event-driven & immutable
> orchestration: distributed microservices
status: open_to_consulting
Interactive Skills
Play the Architecture
Four snappy visual metaphors show what automation does in seconds: shield alerts, extract answers, stretch capacity, and reject risky code before production.
The 3 AM Shield
🎯 Mission: Drag the alert stream from the Manual Pager to the Autonomous Agent to see how I eliminated 3 AM wake-up calls.
Alert queue
Drag the stream endpoint between Manual Pager and Autonomous Agent to switch routing.
The Semantic Magnet
🎯 Mission: Tune the slider to 50% (Hybrid) to see how I fixed AI hallucinations and achieved exact enterprise search matches.
User query
Find exact policy detail.
Literal Match / Context Missed
Keyword Focus
literal match
Policy newsletter archive
Keyword hit: policy, but wrong business unit
literal match
Printer access policy
Literal match, irrelevant context
literal match
Legacy onboarding FAQ
Old wording, stale answer
High Relevance
Exact policy detail found
Hybrid Search: keyword precision + vector meaning + reranking.
The Autoscaler
🎯 Mission: Crank up the traffic to overload the system, then click [+] to see how I use horizontal scaling to save crashing pods.
Active Connections
0
Dropped Requests
0
The Event-Driven Gauntlet
🎯 Mission: Toggle the architecture switch to see how I decouple legacy bottlenecks into high-speed parallel processing lanes.
Toggle to scale the architecture and clear the queue.
Queued Events
0
Consumed Events
0
Events physically pile up in Monolith mode, then drain through 4 worker sensors in Event-Driven mode.
Flip the architecture switch to remove the choke point and let the queued events drain through parallel workers.
Offline Mode
Outside the Cluster
A small terminal window for the human behind the architecture diagrams.
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