AI Engineer and Claude Certified Architect building agentic AI systems, multi-agent workflows, and enterprise LLM platforms. Writing about LangGraph, MCP, RAG, and production AI engineering.https://sarveshtalele.org/en-ushttps://sarveshtalele.org/blog/prompt-engineering-lessons/https://sarveshtalele.org/blog/prompt-engineering-lessons/What actually moves the needle on agent reliability, distilled from a year of shipping agentic workflows in production.Fri, 20 Mar 2026 00:00:00 GMTPrompt EngineeringAgentic AIhttps://sarveshtalele.org/notes/prompt-engineering-checklist/https://sarveshtalele.org/notes/prompt-engineering-checklist/A pre-flight checklist before shipping a new agent prompt to production.Sat, 14 Feb 2026 00:00:00 GMTPrompt Engineeringhttps://sarveshtalele.org/tutorials/langgraph-multi-agent-pipeline/https://sarveshtalele.org/tutorials/langgraph-multi-agent-pipeline/Design a research-write-review loop as a LangGraph state graph, with conditional routing for revisions.Sun, 08 Feb 2026 00:00:00 GMTLangGraphAgentic AIhttps://sarveshtalele.org/tutorials/build-your-first-mcp-server/https://sarveshtalele.org/tutorials/build-your-first-mcp-server/A hands-on walkthrough of building and connecting a Model Context Protocol server from scratch.Sun, 25 Jan 2026 00:00:00 GMTMCPPythonhttps://sarveshtalele.org/blog/what-is-mcp/https://sarveshtalele.org/blog/what-is-mcp/The Model Context Protocol standardizes how LLMs connect to tools and data. Here's why that matters for anyone building agentic systems.Mon, 12 Jan 2026 00:00:00 GMTMCPAgentic AITool Usehttps://sarveshtalele.org/notes/mcp-tool-calling/https://sarveshtalele.org/notes/mcp-tool-calling/Practical notes on exposing and consuming tools through the Model Context Protocol.Mon, 05 Jan 2026 00:00:00 GMTMCPAgentic AIhttps://sarveshtalele.org/notes/langgraph-basics/https://sarveshtalele.org/notes/langgraph-basics/Core concepts for building stateful, multi-agent workflows with LangGraph.Fri, 05 Dec 2025 00:00:00 GMTLangGraphAgentic AIhttps://sarveshtalele.org/blog/graph-rag-vs-vector-rag/https://sarveshtalele.org/blog/graph-rag-vs-vector-rag/Vector search alone misses multi-hop relationships. Here's when Graph-RAG earns its added complexity — and when it doesn't.Mon, 03 Nov 2025 00:00:00 GMTRAGLangChainGraph-RAGhttps://sarveshtalele.org/notes/fastapi-patterns/https://sarveshtalele.org/notes/fastapi-patterns/Dependency injection, background tasks, and streaming patterns for production FastAPI services.Thu, 02 Oct 2025 00:00:00 GMTFastAPIPythonhttps://sarveshtalele.org/notes/azure-llm-proxy-setup/https://sarveshtalele.org/notes/azure-llm-proxy-setup/Notes on architecting a traced, audited LLM proxy for enterprise API consumption.Sun, 14 Sep 2025 00:00:00 GMTAzureLiteLLMhttps://sarveshtalele.org/notes/docker-cheatsheet/https://sarveshtalele.org/notes/docker-cheatsheet/Everyday Docker commands for containers, images, volumes, and networks.Fri, 01 Aug 2025 00:00:00 GMTDockerhttps://sarveshtalele.org/notes/git-cheatsheet/https://sarveshtalele.org/notes/git-cheatsheet/Common Git commands for branching, rebasing, and cleaning up history.Tue, 15 Jul 2025 00:00:00 GMTGithttps://sarveshtalele.org/notes/linux-essentials/https://sarveshtalele.org/notes/linux-essentials/File permissions, process management, and networking commands used daily.Tue, 10 Jun 2025 00:00:00 GMTLinuxhttps://sarveshtalele.org/notes/regex-patterns/https://sarveshtalele.org/notes/regex-patterns/A short reference of regular expressions that come up repeatedly in day-to-day scripting.Thu, 22 May 2025 00:00:00 GMTRegexhttps://sarveshtalele.org/notes/python-quick-reference/https://sarveshtalele.org/notes/python-quick-reference/Idioms and standard-library tricks worth remembering.Fri, 18 Apr 2025 00:00:00 GMTPythonhttps://sarveshtalele.org/notes/sql-window-functions/https://sarveshtalele.org/notes/sql-window-functions/ROW_NUMBER, RANK, and running totals — the window functions that come up most often.Sun, 09 Mar 2025 00:00:00 GMTSQL