Automate Contest Tracking with CPAgent for Codeforces, AtCoder, LeetCode

We’re proud to be a sponsor at PyTexas Foundation 2026. If you're building modern Python apps, this hands-on lab is worth your time: Building a Full-Stack FastAPI App with open source DocumentDB via Docker You’ll build a full-stack app using FastAPI and open source DocumentDB, all running in Docker—focused on rapid prototyping, scalable APIs, and clean dev workflows. This one is very practical: containerized development, CI/CD patterns, and real-world debugging in reproducible environments. https://msft.it/6045Q7RZL #DocumentDB #Python #AzureDocumentDB

Day 14: TIL Today was all about Array , the logic behind inserting and removing elements. unlike Python where you can just .pop() or .insert(), in C you have to manually shift every single element to make room or close a gap. It’s a bit tedious, but it gives you a crystal-clear understanding of how much work the computer is actually doing behind the scenes. I officially on CodeChef today, starting the roadmap to becoming a 5-star coder. I’m starting in the 500-800 difficulty range, and it feels good to add another platform to the mix. Between practicing Greater Average and diving into the Module 9 lessons on array manipulation. I'm only 1% into the roadmap. #phitron #C #CodeChef

Tip of the day: Want to give non-coding teammates a way to build internal tools without making them install anything locally? A customer asked for exactly that today. Lovable is great for websites, but the moment you need Python (or anything beyond the browser), things get tricky, and you don't have terminal access in most other vibe coding plaforms. Just saying: Let them use Diploi.

We spent years asking Python to orchestrate, sandbox, schedule, and run concurrent tasks while pretending the GIL wasn't there laughing at us. Two shifts are quietly fixing that... 1.) Hybrid runtimes like #OpenFANG let Rust handle sandboxing and execution while Python defines the workflow. Declarative glue,,, which is what most of us were using it for anyway. 2.) #Agents now generate Python instead of chaining tool calls. The old loop, #LLM tool LLM tool LLM tool, burned tokens for sport. Now the model emits one small program, runs it once, and several reasoning steps collapse into a single cycle. The two fit together. A hardened runtime makes generated code less terrifying, and generated code makes the runtime worth having. #Python is the language of intent. #Rust is where intent actually runs. Still chaining one call at a time... fair enough. Your token bill will tell you when...

I wanted to share this cool super trending fre program that was released this morning and already has over 100k stars on GitHub hub, the fastest yet. It cannot be DMCA from claudes "accidental" release of their internal files. They turned the typescript to python but it's going to get optimized next on rust. 💨🏎️ https://lnkd.in/ewdsDmv6 #github #program #ai #claude #codex #lobster 

What happens when the most powerful tools in the world leak… even briefly? Yesterday, Claude Code’s source map was accidentally exposed. Within hours, a developer grabbed it, used Codex to spin up a Python version… and it hit 80K+ stars in under 24 hours. Just search "claw code" Let that sink in. The same class of tooling that just shook markets is now open source… and you might just be sitting there with the tools to trigger the next market rout 😄 #claude #code #codex #claw

Most LangChain apps should just be 40 lines of raw API calls. I've refactored three production LangChain projects this year. Every time, ripping out the framework cut latency, halved the debugging time, and made the code readable again. Chains, runnables, callback handlers - layers that exist to manage complexity they created. If your agent fits in one file, you don't need an orchestration framework. You need httpx and a system prompt. Tell me I'm wrong. #langchain #llm #python

Stop waiting for pip. Start using uv. ⚡ If you’re still using traditional tools to manage Python environments, you’re losing hours to loading bars. I’ve been diving into uv lately, and it’s a total game-changer for Python development. It’s a single tool (written in Rust) that replaces pip, venv, pip-tools, and pyenv. Why I’m switching: Insane Speed: It’s 10x–100x faster than pip. No hyperbole—it’s nearly instant. All-in-One: It manages your Python versions, virtual environments, and packages in one place. Reliability: It creates a uv.lock file by default, making deployments to VPS or containers 100% reproducible. Modern Features: It can run single-file scripts with inline dependencies automatically. Whether you're building FastAPI bots or complex data pipelines, your time is too valuable to spend watching packages install. Have you made the switch to uv yet, or are you sticking with the classic pip? #Python #SoftwareEngineering #Rust #DeveloperTools #OpenSource #Programming

Write code that doesn't break in production...! When building end-to-end pipelines, reading data from GitHub or external URLs is common. But relying on a "happy path" is a mistake. For robust development, always implement: Logging: To track the flow and capture specific error details. Exception Handling: To prevent the entire app from crashing and get clear "Unable to load" alerts. It’s a simple habit, but it’s what separates a beginner from a Pro Developer. #Python #MLOps #CleanCode #SoftwareEngineering #DataScience #CodingTips

Just created my new tool and named it "ZIGBACK" for obvious reasons. It's a small red-team style experiment: dynamically generating a Zig-based reverse shell via Python and compiling it in real time. Chose Zig specifically for its low-level control, minimal runtime footprint, and ability to produce lean, dependency-free binaries ,which makes it very useful when you want to precisely understand how detection engines react to specific behaviors. Tested it against default Windows Defender to observe detection behavior. With careful API usage and structure, it remained Undetected , highlighting how much detection still depends on patterns rather than intent. Currently it is the first release, will be updating with a few more features. More to come!! 🤖 #redteaming #redteamtool #defenderbypass