Title: Savinay Kumar | codesark · Senior Software Engineer & Tech Lead
Open Graph Title: Savinay Kumar | codesark
X Title: Savinay Kumar | codesark
Description: Senior Software Engineer & Tech Lead building backend and AI platforms: RAG, self-hosted LLM inference, automated evals, and tool-calling agents on Go, Kubernetes, and Terraform.
Open Graph Description: Senior Software Engineer & Tech Lead building backend and AI platforms: RAG, self-hosted LLM inference, automated evals, and tool-calling agents on Go, Kubernetes, and Terraform.
X Description: Senior Software Engineer & Tech Lead building backend and AI platforms: RAG, self-hosted LLM inference, automated evals, and tool-calling agents on Go, Kubernetes, and Terraform.
Keywords:
Opengraph URL: https://codesark.me
Domain: codesark.dev
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Links:
| codesark | https://codesark.dev/#hero |
| About | https://codesark.dev/#about |
| Experience | https://codesark.dev/#experience |
| Skills | https://codesark.dev/#skills |
| Projects | https://codesark.dev/#projects |
| Blog | https://codesark.dev/#blog |
| Contact | https://codesark.dev/#contact |
| Resume | https://codesark.dev/Savinay_Kumar_Resume.pdf |
| Hire me | https://codesark.dev/#contact |
| View my work | https://codesark.dev/#projects |
| Résumé | https://codesark.dev/Savinay_Kumar_Resume.pdf |
| https://x.com/codesark | |
| https://www.linkedin.com/in/codesark | |
| https://github.com/codesark | |
| https://codesark.dev/#about | |
| Full history (résumé) | https://codesark.dev/Savinay_Kumar_Resume.pdf |
| https://neosenth.com | |
| https://pro.smlsaarthi.com | |
| https://github.com/orgs/Avarta-Life/repositories | |
| https://avarta.life | |
| June 19, 2026Reliable Tool-Calling Agents with LangGraph and MCPAn agent that calls tools in a while-loop is a demo. Making one reliable takes explicit state, real guardrails, and a clean boundary between the agent and its tools.Read more | https://codesark.dev/blog/tool-calling-agents-langgraph-mcp |
| May 21, 2026Treating LLM Evals Like Tests: RAGAS and Langfuse as a CI GateA prompt tweak can silently break an AI feature with no stack trace and no failing test. The fix is to treat evals like tests and run them in CI.Read more | https://codesark.dev/blog/llm-evals-as-a-ci-gate |
| April 13, 2026Self-Hosting LLM Inference with vLLM (and When Not To)Self-hosted inference can cut cost and latency at volume, but it is real infrastructure. Here is how we run vLLM, and when a hosted model is still the right call.Read more | https://codesark.dev/blog/self-hosting-llm-inference-vllm |
| March 16, 2026RAG in Production: Chunking, Hybrid Search, and RerankingA demo RAG stack is a weekend project. A production one earns its keep through chunking, hybrid retrieval, and reranking. Here is how we build it.Read more | https://codesark.dev/blog/rag-in-production |
| February 8, 2026Building ViHi: A Video-First Gig PlatformWhy we're betting on video and AI to reimagine how people get help and find work, and how we're building it with Go, Flutter, and ML at Neosenth.Read more | https://codesark.dev/blog/building-vihi-video-first-gig-platform |
| Email[email protected] | https://codesark.dev/cdn-cgi/l/email-protection#47242823223426352c7e7f07202a262e2b6924282a |
| LinkedIn/in/codesark | https://www.linkedin.com/in/codesark |
| GitHub@codesark | https://github.com/codesark |
| RésuméDownload PDF | https://codesark.dev/Savinay_Kumar_Resume.pdf |
| About | https://codesark.dev/#about |
| Skills | https://codesark.dev/#skills |
| Projects | https://codesark.dev/#projects |
| Blog | https://codesark.dev/#blog |
| Contact | https://codesark.dev/#contact |
| X | https://x.com/codesark |
| https://www.linkedin.com/in/codesark | |
| GitHub | https://github.com/codesark |
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