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as_ref
April 30, 2025 / Last updated : April 30, 2025 admin Rust Programming

as_ref and Cow

Despite serving different roles, as_ref and Cow share a common goal: enabling flexibility in how data is handled, especially with respect to ownership and borrowing. Both allow your code to work with a broader range of types—as_ref by accepting inputs that can be referenced as a common type, and Cow by returning data that may […]

what-are-resources
April 23, 2025 / Last updated : April 23, 2025 admin Python Code

Protected: Dynamic Resources – MCP protocol

There is no excerpt because this is a protected post.

April 21, 2025 / Last updated : April 22, 2025 admin Rust Programming

GitHub Workflows – Rust

So this first version, (helped by Claude) persistently did the build but failed to do the release….. Then, after some more experimentation: This complete workflow solution: Key changes I made: This approach eliminates the need to manually create tags. Now every push to your main branch will automatically create a new release with all your […]

rust-mcp-servers
April 18, 2025 / Last updated : April 22, 2025 admin Rust Programming

Protected: Rust MCP Servers

There is no excerpt because this is a protected post.

March 28, 2025 / Last updated : April 4, 2025 admin Rust Programming

Tokio Async in Rust: tokio::join! vs tokio::spawn()

Rust’s Tokio async runtime provides two common ways to execute multiple async tasks concurrently: tokio::join! and tokio::spawn(). Choosing the right one is crucial for efficiency and proper task management. In this article, we’ll break down their differences, advantages, and when to use each with examples. Later on in the article well use JoinSet Understanding tokio::join! […]

March 27, 2025 / Last updated : March 27, 2025 admin Rust Programming

Understanding await in Rust Async

Challenge: Race Condition & Mutex Fix 🏎️🔒 You’re building an async counter where multiple tasks try to update a shared number at the same time. But there’s a problem: Rust doesn’t allow shared mutable access without safety measures. Your Mission: Hints: When you use await, it pauses the task, not the thread. Here’s the distinction: […]

March 25, 2025 / Last updated : March 25, 2025 admin AI ML

Llama3.2 local LLM query

1. gossipsub 2. mdns (Multicast DNS) 3. noise 4. swarm::{NetworkBehaviour, SwarmEvent} 5. tcp 6. yamux Summary Table Name Type Purpose gossipsub PubSub Message propagation in P2P networks. mdns Discovery Finds peers in local networks. noise Encryption Secure communication between peers. NetworkBehaviour, SwarmEvent Core API Defines P2P behavior and handles events. tcp Transport Reliable peer communication. […]

How to Create a Docker MCP Server in Python
March 21, 2025 / Last updated : March 24, 2025 admin AI ML

How to Create a Docker MCP Server in Python

Documenting what I’ve learned creating a Dockerized MCP Server in Python 👍 In this article I give the links and show the syntax to build the server inside a Docker image ready for you to provide to users of Claude, Cursor and all clients capable of using an MCP server. Create Model Context Protocol (MCP) […]

websockets in rust
March 16, 2025 / Last updated : March 16, 2025 admin Rust Programming

Creating a WebSocket Chat Room with Rust and Warp

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 […]

Building Dynamic MCP Resources with Templates
March 12, 2025 / Last updated : March 12, 2025 admin AI ML

Building Dynamic MCP Resources with Templates (Python)

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 […]

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