Welcome to Metadocs, the blog on AI software development

Discover top-notch articles designed to help you build AI applications ready for production. Our focus is on delivering straightforward and practical content that you can apply instantly. Dive into our posts today and start leveraging their insights without delay!

LLM, Open Source

Meta Knowledge: The missing link on how to integrate Reasoning models into enterprise

In this post, we are going to talk about integrating reasoning models like DeepSeek or OpenAI o3 into the company's business. It is not enough to just deploy one such model and use it. The model is capable of "reasoning" but you still need to give the what to "reason" on and how. This is the role of the meta knowledge.

Rav
February 5, 2025

Create our own Copilot style chat interface with LangChain

Copilot style interface becomes more and more mainstream as they have gained popularity with tools like Claude, ChatGPT and others that are fully using it. It is a very powerful feature but at the same time, it is not that…

Rav
January 13, 2025

Agents, Langchain, LLM, OpenAI

Building an Agent chat From Scratch: A Simple Guide with LangGraph

With so many people using LLMs, their usage becomes more and more ingrained in their everyday life. In particular, the Agent powered chat is becoming a mainstream way to use an kind of tools. It is as the same time familiar and something that is becoming more and more mandatory for a lot of applications.

Rav
December 21, 2024

Anthropic, Agents, LLM, Open Source

Anthropic Model Context Protocol: How to give wings to local mode

Explore how Anthropic's Model Context Protocol (MCP) revolutionizes local AI by enabling secure access to your data and tools. A practical guide to empowering AI models on your machine.

Rav
November 29, 2024