Once you have Docker installed, you can simply run Qdrant with an API key For testing, just make your own value without the API key you chose -> Qdrant Rust Client Create a “collection” and “upsert” some data Do a vector search Filter search Prepare a model to do embeddings with Qdrant (fastembed) *Each model […]
Revisiting A’ Level Maths – Calculus with the help of AI 🔢 What is Calculus? Calculus is the branch of mathematics that studies change. It has two big halves: 1. Differential Calculus 2. Integral Calculus Bonus: They’re Connected! They’re two sides of the same coin — and the Fundamental Theorem of Calculus links them.It basically […]
Rather than use Rig.rs or Ollama-rs let’s consider the bare bones of the frameworks that we take for granted.. We make a POST reqwest to the Ollama API and send a body specifying the model and messages ( role & content ). Next – iterate over the stream and display the chunks until there are […]
MCP is completely agnostic to HTTP (and its versions). MCP doesn’t require HTTP at all. âś… MCP Is Transport-Agnostic MCP is fundamentally about structured message passing, not the transport. It can work over: 🧠Why MCP Skips HTTP HTTP comes with baggage MCP doesn’t need, like: HTTP Concern Needed in MCP? Why Not? Verb (GET/POST/PUT/…) […]
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. […]
Documenting what I’ve learned creating a Dockerized MCP Server in Python đź‘Ť 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) […]
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 […]
