π₯ Senior Robustness Engineer (Real-Time Systems) | β‘ WebRTC Specialist | π Remote-First Engineer
I focus on making real-time systems reliable in the real world β where networks drop, devices change, tabs sleep, and users expect things to βjust workβ.
While I specialize in WebRTC, my robustness work is not limited to WebRTC and extends to broader real-time and distributed client systems.
- π‘οΈ Robustness & reliability engineering for real-time systems
- πΉ WebRTC audio/video pipelines (P2P & SFU-based architectures)
- π οΈ Advanced debugging & failure isolation
- π Performance & quality monitoring (latency, jitter, packet loss)
- π Reconnection, retry & recovery strategies
- ποΈ Device lifecycle management (permissions, hot-switching, fallbacks)
- π‘ Signaling resilience & real-time state synchronization
- π Cross-browser & cross-device stability
I work on preventing, detecting, and recovering from failures across real-time systems:
- π Deep debugging using metrics, logs & reproduction
- π Monitoring freezes, black video, audio drops & state desync
- βοΈ Adaptive quality & backpressure handling
- π¨ Detecting stalled pipelines and resource exhaustion
- π Seamless reconnections across network, device & lifecycle changes
- π§ͺ Reproducing failures across browsers, OSs & network conditions
- π‘οΈ Improved reliability of real-time communication platforms
- π Reduced user-visible freezes and drops via metrics-driven fixes
- π Designed reconnection and recovery flows for unstable networks
- ποΈ Increased device switching reliability across browser & Electron
- π Built observability pipelines to surface hidden client-side failures
- π Applied robustness patterns beyond WebRTC to other real-time features
- π§βπ» Fully remote & async-friendly
- π€ Own reliability end-to-end, from detection to fix
- π Comfortable across browser, Node.js & Electron environments
- π Calm, systematic, and data-driven when systems break
- πΌ LinkedIn: linkedin.com/in/ketan-k
- π§βπ» GitHub: github.com/Ketan-K
β¨ Making real-time systems boringly reliable β not just WebRTC.

