SemanticScuttle - klotz.me

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1. Agentic File Search

   An AI-powered document search agent that explores files like a human would — scanning, reasoning, and following cross-references. Unlike traditional RAG systems that rely on pre-computed embeddings, this agent dynamically navigates documents to find answers.

   2026-01-17 Tags: llm, rag, document search, file exploration, gemini, llamaindex, python, document parsing by klotz
2. Building a 100% local MCP Client

   This article details how to build a 100% local MCP (Model Context Protocol) client using LlamaIndex, Ollama, and LightningAI. It provides a code walkthrough and explanation of the process, including setting up an SQLite MCP server and a locally served LLM.

   2026-01-04 Tags: mcp, llamaindex, ollama, llm, local, data science, python, sqlite, agent, rag, dailydoseofds by klotz
3. SemTools: Are Coding Agents all you Need?

   The article explores whether combining a command-line agent (like Claude Code or Gemini CLI) with Unix-like file system tools and SemTools is sufficient for complex tasks, particularly document search. It details a benchmark testing the limits of coding agents with and without SemTools, focusing on search, cross-referencing, and temporal analysis. The conclusion is that CLI access is powerful and SemTools enhances agent capabilities for document search and RAG.

   2025-09-06 Tags: semtools, coding, agents, llamaindex, rag, document search, cli, semantic search, llm, llamaparse, hallux by klotz
4. The Basics of Retrieval-Augmented Generation with Langchain and LlamaIndex

   An exploration of Retrieval-Augmented Generation (RAG) using Langchain and LlamaIndex, explaining how these tools can enhance Large Language Models (LLMs) by combining retrieval and generation techniques.

   2025-01-04 Tags: rag, langchain, llamaindex, llm by klotz
5. llamaindex_arxiv_agentic_rag.ipynb

   Jupyter notebook for using LlamaIndex with arXiv papers for retrieval-augmented generation (RAG).

   2024-12-26 Tags: llamaindex, arxiv, rag, jupyter notebook, llm by klotz
6. Llama, Llama, Llama: 3 Simple Steps to Local RAG with Your Content

   This article guides you through the process of building a local RAG (Retrieval-Augmented Generation) system using Llama 3, Ollama for model management, and LlamaIndex as the RAG framework. The tutorial demonstrates how to get a basic local RAG system up and running with just a few lines of code.

   2024-06-21 Tags: llama 3, ollama, llamaindex, rag, localllama, llm by klotz
7. RAG CLI

   A CLI tool for interacting with local or remote LLMs to retrieve information about files, execute queries, and perform other tasks in a Retrieval-Augmented Generation (RAG) fashion.

   2024-06-21 Tags: cli, rag, llm, llamaindex by klotz
8. llamaindex

   LlamaIndex comes with a built-in indexing feature, which allows developers to index large datasets efficiently. This makes it easier to search and retrieve information from these datasets, ultimately improving the overall performance of LLM-based applications.

   2024-06-18 Tags: llamaindex, llm, rag by klotz
9. Deploying LLM Apps to AWS, the Open-Source Self-Service Way

   A step-by-step guide on deploying LlamaIndex RAGs to AWS ECS fargate

   2024-01-15 Tags: llm, aws fargate, terraform, llamaindex, rag by klotz
10. Democratizing LLMs: 4-bit Quantization for Optimal LLM Inference

    A deep dive into model quantization with GGUF and llama.cpp and model evaluation with LlamaIndex

    2024-01-15 Tags: llm, gguf, georgi gerganov, llama.cpp, llamaindex, huggingface, rag by klotz

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