PolyMCP Enables Cross-Server AI Orchestration in Python & TypeScript

Developer Launches Code Landscape Viewer for Multi-Language Codebase Visualization 📌 Code Landscape Viewer revolutionizes codebase exploration by visualizing multi-language projects as interactive, semantic dependency graphs-spanning Python, JavaScript/TypeScript, and beyond. Unlike language-specific tools, it maps real relationships like API calls, database models, and inheritance, helping developers instantly grasp system structure and change impact. 🔗 Read more: https://lnkd.in/dKm6SdQz #Codelandscapeviewer #Forcedirectedgraph #Opensourcetool

The Async Performance Paradox ⚡ Performance tuning isn't always about writing 'faster' code; it's about picking the right concurrency model. 🏎️ In Python, switching from synchronous Gunicorn workers to an asynchronous ASGI setup like Uvicorn can drastically reduce latency for I/O-bound tasks. 📉 Understanding when to use asyncio vs. multi-threading is the key to scaling distributed systems without exploding your infrastructure costs. 💰🚀 #Python #BackendEngineering #PerformanceTuning #AsyncIO #SoftwareEngineering #Scalability #SystemDesign #CloudComputing

🚀 The Power of FastAPI While exploring FastAPI, I’m genuinely impressed by how powerful and developer-friendly it is for building modern APIs with Python. ⚡ High performance with async support ⚡ Automatic interactive API documentation ⚡ Strong data validation using Pydantic ⚡ Clean and scalable architecture FastAPI truly makes backend development faster, efficient, and enjoyable. Looking forward to building more with it. #FastAPI #Python #BackendDevelopment #APIDevelopment #SoftwareEngineering

𝗔 𝗣𝘆𝘁𝗵𝗼𝗻 𝗦𝗢𝗠𝗘/𝗜𝗣 𝘀𝘁𝗮𝗰𝗸 𝘆𝗼𝘂 𝗰𝗮𝗻 𝗶𝗻𝘀𝘁𝗮𝗹𝗹 𝘁𝗼𝗱𝗮𝘆 Looking for a Python SOME/IP stack aligned with the open SOME/IP specification? You can install one today: 𝘱𝘪𝘱 𝘪𝘯𝘴𝘵𝘢𝘭𝘭 𝘰𝘱𝘦𝘯𝘴𝘰𝘮𝘦𝘪𝘱 It’s still early-stage, but the basics are already working. Under the hood it leverages the OpenSOMEIP C++ stack, while exposing a Python interface useful for tests, service simulation, and quick experiments. Code is here: https://lnkd.in/eayrmrC9 Feedback and contributions are welcome. #automotive #sdv #someip #embeddedsoftware #opensource

Python Virtual Environments: What I Wish I Knew Earlier Just set up my first production-ready development environment, and here's why venv is non-negotiable: Before venv ❌ → One Python installation → Package version conflicts → Projects breaking randomly → Dependency nightmare After venv ✅ → Isolated environments per project → Zero conflicts → Team-ready code → Professional workflow The Command That Changes Everything: python -m venv venv venv\Scripts\activate Current Project: Building an AI Book Builder SaaS Stack: Python | FastAPI | Clean Architecture Are you using virtual environments in your Python projects? Drop a ✅ if yes!

You heard it from Kelsey Hightower on our live stream yesterday: "TUI's are back for the win" You can get your local ML and AI Agent terminal user interface (TUI), caching, reports, and retries by just pip installing the Flyte SDK in your python environment! Flyte SDK: https://lnkd.in/gy5XtyWk

New Video in the Model Context Protocol (MCP) Series. In Episode #2, we set up the Python development environment needed to start building MCP-based applications. In this video, I walk through: ✅ Exploring the UV documentation ✅Installing UV using pip ✅Setting up a project in VS Code ✅Initializing the project ✅ Creating and activating a virtual environment ✅ Installing and managing Python libraries This setup will be the foundation for the upcoming videos where we start building real MCP servers and tools. If you're interested in AI engineering, LLM integrations, and modern Python development workflows, this series will guide you step by step. #MCP #ModelContextProtocol #Python #AIEngineering #MachineLearning #SoftwareDevelopment #UV #AI

Most of us never question how much memory a simple Python object actually carries ☠️. At small scale it is invisible, but at millions of instances it becomes a structural problem. While reading and coding, I found that a small change in how a class is defined can significantly reduce per instance memory and avoid painful OOM situations in production. I wrote a short Medium article breaking down what is really happening under the hood and when that tradeoff actually makes sense from an engineering perspective. https://lnkd.in/dg52HVkg

Rembus Introduces Async-first RPC and Pub/Sub with Synchronous Python API 📌 Rembus introduces a lightweight, async-first messaging system for Python that seamlessly blends RPC and Pub/Sub with a simple synchronous API-perfect for edge and embedded applications. Built with CBOR for speed and DuckDB for persistent, ACID-compliant storage, it enables real-time DataFrame sharing and hierarchical topic routing, all without heavy infrastructure. 🔗 Read more: https://lnkd.in/dF9JHama #Rembus #Python #Rpc #Pubsub #Asyncfirst