- 👋 Hi, I’m @Dinesh7K
- 👀 I’m interested in distributed systems, AI inference infrastructure, scalable backend engineering, and applied AI.
- 🌱 Currently building TinyServe, an LLM inference profiler measuring prefill-decode disaggregation under simulated WAN latency — and preparing to start an MSc in Computer Science (Future Networked Systems) at Trinity College Dublin (Sept 2026).
- 💞️ I’m looking to collaborate on AI inference systems, distributed computing research, and automation frameworks.
- 📫 How to reach me:
- Email: kc.dinesh2002@gmail.com
I'm a Software Development Engineer with 3 years of production experience at Samsung Electronics, where I was sole architect of a real-time AI chat engine (Kafka, Redis Streams, SSE) serving e-commerce platforms across two regional markets. My background spans distributed backend systems, event-driven architecture, and quality-automation frameworks. I'm now shifting focus toward AI inference infrastructure — both through independent research (TinyServe) and an incoming MSc at Trinity College Dublin.
TinyServe — LLM Inference Profiler
Profiling prefill-decode disaggregation for LLM serving under simulated WAN latency (tc netem), measuring the RTT crossover point at which disaggregated inference stops being worth it. Benchmark pipeline live: prefill 262.3ms, decode 28.7ms/token, throughput 23.9 tok/s, KV-cache scaling 44MB → 704MB (128 → 2048 tokens).
- Languages: TypeScript, JavaScript (Node.js), Python, Java, SQL, Dart
- Backend & Distributed Systems: NestJS, Fastify, Kafka, Redis (Cluster + Streams), RabbitMQ, REST APIs, GraphQL, Express.js, Django, Flask, Spring Boot, Hibernate
- Databases: PostgreSQL, MongoDB, MySQL, CockroachDB, Redis
- Streaming & Real-Time: Server-Sent Events (SSE), event-driven architecture, cursor-based pagination
- AI / ML: LangChain, LangGraph, RAG, MCP, prompt orchestration
- Test Automation: Playwright, Selenium, Appium, WebDriverIO, TestNG, Rest Assured
- CI/CD & Cloud: Jenkins, GitHub Actions, Docker, AWS (EC2, S3, Lambda), Git
- Observability: Grafana, Kibana, OpenSearch
- Tools: Postman, Android Studio, VS Code, IntelliJ
Feel free to explore my repositories and reach out for collaborations or discussions!