Let me break down the process of creating this chat application into three phases, explaining the shared state aspect and unique challenges compared to typical Arc/Mutex tutorials. Phase 1: Setting Up the Basic Structure In Plain English: First, you’ll need to establish the foundational structure of your application. This means creating the basic server that […]
Let’s extend our MCP server’s capabilities using resource templates – one of the most powerful features of the Model Context Protocol (MCP) ecosystem. What Are Resource Templates? Resource templates allow you to define dynamic resources using URI patterns. Unlike static resources with fixed URIs, templates let you create resources whose URIs and content can be […]
Question: Where is this held? As tokens in the LLM? (Maintains a conversation history list with message roles and content) Answer: The conversation history is held in memory as a Python list variable, not as tokens in the LLM. In the code, you can see this implementation: This is a regular Python list that contains […]
This article covers using the MCP Python SDK and using the Model Context Protocol Inspector It’s new, but it’s likely to be around a long time, due to it being a protocol – not a framework! What actually is MCP? How can I develop with it? https://github.com/modelcontextprotocol/python-sdk credit : https://github.com/modelcontextprotocol/python-sdk To run as a server […]
In this tutorial, we’ll demonstrate how to generate and execute a Python script dynamically using OpenAI’s API. The script will fetch the latest Bitcoin price from the Gemini API and display the result. This approach leverages AI to automate script creation, reducing manual effort and enhancing efficiency. Prerequisites To follow along, ensure you have: Step […]
Writing Data to a File When working with Rust, interacting with external APIs like OpenAI’s ChatGPT or writing data to files is common. In this article, we’ll address a couple of important questions regarding writing a Python script generated from the ChatGPT API to a file and converting data between types in Rust. Specifically, we’ll […]
Dockerfile FROM debian:latestRUN apt-get update && apt-get install -y \iputils-ping traceroute dnsutils curl iperf3 nmap \&& apt-get cleanCMD [“/bin/bash”] Build the Docker Image Verify the Image Was Built Run the Container Now, you can run networking tools inside the container: ping 8.8.8.8traceroute google.comcurl https://example.com Remove a Specific Image To remove an image by its name […]
Rust’s asynchronous capabilities are powerful, allowing developers to execute multiple tasks concurrently with ease. In this article, we’ll explore how to use the futures::future::join_all function along with tokio to manage multiple asynchronous tasks efficiently. Understanding join_all The join_all function, provided by the futures crate, enables us to execute multiple async tasks concurrently and collect their […]
https://github.com/0xPlaygrounds/rig/blob/main/rig-qdrant/examples/qdrant_vector_search.rs In the tuple |(d, embeddings)|, the components correspond to the values yielded by documents.into_iter() Thus: Example of OneOrMany Utility Type in Rust Breakdown: Example Output: In this case, OneOrMany makes it flexible to handle cases where you might have a single embedding or multiple embeddings, while keeping the code concise and readable.
Let’s make something more than the basic WASM example that adds 2 numbers together! https://doc.rust-lang.org/rustc/platform-support/wasm32-wasip1.html We’ll do a toy Bitcoin address validator. (Note, it’s not a real one, we’ll just use SHA256 twice). https://github.com/RGGH/tool_sigcheck 🚀 Rebuild & Run (WASI Preview 1) 1️⃣ Build for wasip1 2️⃣ Run with Wasmer 🔧 Fix: Add _start for WASI […]