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elcome to the ATS site — AI Techniques, Tools & Samples |
Introduction
This site covers AI related topics that I use, as a developer, to develop software and include in the applications that I create.
The focus is on a complete picture of the AI Technique and related Tools/Agents so that one has a clear picture of how things work. While I believe that the ‘Black Box’ concept is a nice idea, I also feel that a developer or user should have a good conceptual understanding of how things work together.
Features
I will categorize the items I add into one of these three categories. Each category has its own section in this document. To provide broader knowledge as described in the introduction, items in one category will link to related items in other categories. For example, an item in the ‘Agents’ category may link to ‘RAG’ in the ‘Techniques’ category.
- Techniques: General description of AI techniques
- Tools: Tools used to prepare AI-related data or information
- Template Samples: Template samples based on the above categories, that can be used during development or that can be included in your application
Techniques
This describes relevant AI techniques needed to understand the tools and template samples.
ℹ️ RAG
RAG stands for Retrieval Augmented Generation
More information here
ℹ️ LangChain Framework
LangChain is a Framework to create agents while using RAG to include your locale documents
More information here
Tools
These tools are used in the samples that prepare or process AI-related data.
⚙️ Docling
Document intelligence tool that converts complex documents More information here
⚙️ Ollama
Ollama is an open-source, local framework for running, creating, and customizing large language models (LLMs) efficiently on your own machine. More information here
Samples & Template project
This section provides practical, ready-to-use samples that apply the techniques and tools to your development or applications.
🧩 Docling Agent
This is a template RAG agent sample that can be used to include your documents and source code in LLM results.
Repository
🔶 RAG Agent for documents/mp3 & source codes
🧩 Ollama Agent
This is a template RAG agent sample that used Ollama and the LangChain Framework More information here
Repository
🔶 Ollama RAG Agent
License
All repositories are MIT licensed and free to use. For optional commercial support, customization, training, or long-term maintenance, see COMMERCIAL.md.
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