https://sabit-shaikholla.github.io/categories/llm/Recent content in LLM on Sabit Shaikhollahttps://sabit-shaikholla.github.io/images/profile.jpghttps://sabit-shaikholla.github.io/images/profile.jpgHugoen-usTue, 24 Feb 2026 00:00:00 +0000https://sabit-shaikholla.github.io/projects/agentic-file-query/Tue, 24 Feb 2026 00:00:00 +0000https://sabit-shaikholla.github.io/projects/agentic-file-query/How I built an agentic document search system that replaces the traditional retrieve-and-generate pipeline with an AI agent that scans, reasons, follows cross-references, and backtracks — just like a human researcher would.https://sabit-shaikholla.github.io/projects/gemini-api-file-search-tool/Wed, 19 Nov 2025 00:00:00 +0000https://sabit-shaikholla.github.io/projects/gemini-api-file-search-tool/How the Gemini API File Search Tool works as a fully managed, scalable and cost-effective RAG service for developers.https://sabit-shaikholla.github.io/projects/corrective-rag-openevals/Tue, 20 May 2025 00:00:00 +0000https://sabit-shaikholla.github.io/projects/corrective-rag-openevals/A deep dive into building more reliable LLM agents by combining Corrective Retrieval-Augmented Generation (CRAG) with OpenEvals. Learn how self-checking retrieval, automated evaluation, and iterative refinement can dramatically reduce hallucinations and improve answer accuracy in AI-powered assistants.https://sabit-shaikholla.github.io/projects/ai-document-engine-rag/Sun, 02 Mar 2025 00:00:00 +0000https://sabit-shaikholla.github.io/projects/ai-document-engine-rag/A type-safe AI document analysis engine built with RAGhttps://sabit-shaikholla.github.io/projects/ai-news-agent/Wed, 19 Feb 2025 00:00:00 +0000https://sabit-shaikholla.github.io/projects/ai-news-agent/A type-safe AI news research agent built with Pydantic-AI, Gemini 2.0 Flash, and Tavily Search