Alias: cws.dev / codewithsam110g
Machine Learning Researcher @ IISc (TANUH/CBR) | B.Tech ECE @ RGUKT Systems Engineer | Edge AI Architect | Open Source Maintainer
Bridging the gap between low-level hardware constraints and high-performance inference.
Curious systems engineer who thrives on solving real-world architectural challenges. My work spans from writing custom Linux kernels to deploying lightweight credal networks on-edge. I focus heavily on memory management, system reliability, and making sure infra doesn’t fall apart.
- Currently engaged in a long-term ML Research Appointment at IISc, modeling neurodegenerative diseases and deploying pipelines via ONNX/NNAPI.
- Obsessed with designing systems around direct memory management, EDA, HA, and K8s-first principles.
- Not a deploy monkey—I architect for observability, reliability, and sheer performance.
- 📫 Email: [email protected]
- 💼 LinkedIn: linkedin.com/in/samba-siva-rao-kovvuru
- Edge AI & Research: Engineering self-calibrating evidential-credal networks for medical imaging (manuscript submitted to IEEE TMI).
- rusty86: Building a hyper-performance, binary-compatible 8086 CPU emulator and parser written in Rust.
- dart_bindgen: Engineered a TypeScript-to-Dart transpiler from scratch to replace legacy tooling.
- SpectreOS: Built a custom Linux OS from scratch, handling custom kernel compilation and driver troubleshooting.
- Open Source: Active maintainer of Uber's H3 bindings for Dart (
h3_flutter_plus), officially recognized by upstream docs.
- Rust (Tokio, parsers, emulators), C/C++
- Linux internals, custom kernel compilation, Arch Linux + Hyprland native
- Terminal-native mindset: Bash, SSH, Make/CMake
- PyTorch, MONAI, Evidential-Credal Networks
- Edge Deployment: ONNX, NNAPI (Snapdragon hardware acceleration), Sensor Fusion
- Kubernetes (CKA in progress), AWS (SAA in progress), Docker, Helm
- NGINX (custom ingress), Redis, Kafka
- Hosting & DNS: VPS setups, bypassing standard load balancers
- Go: chi, REST APIs, Docker-first dev
- Python: FastAPI, Django, async/multi-thread
- Strict adherence to Domain-Driven Design (DDD) and microservices
- PostgreSQL, MongoDB, SQLite
- Dart/Flutter (mobile + web), modern FFI bindings
Docs-first. Systems-first. Hype-last. RTFM is religion. Design before deploy.
