How to ensure Helm chart package consistency in CI

🐍⚡ Stop manually writing requirements.txt — let Python do it for you. I just cleaned up and released AutoRequirements — a tiny, no-dependency Python tool that scans your codebase, finds all imports (including tricky from x import * and aliases), and automatically generates a clean requirements.txt. 💡 Why this matters: No more pip freeze dumping unnecessary packages No more forgetting which dependencies your scripts actually use Works across multiple files, handles aliases, and de-duplicates everything 📦 How it works: python autoreq.py file1.py file2.py # -> generates requirements.txt Your dependencies, clean and ready. 🎯 Perfect for solo devs, hackathon projects, or anyone who loves automation done right. Check it out here 👇 🔗 https://lnkd.in/ev8CfmEK ⭐ Stars = motivation 🍴 Forks = evolution 💬 Feedback = pure gold #Python #OpenSource #DevTools #Automation #Coding #SoloProject #Productivity #100DaysOfCode

FastAPI vs. Flask for a new microservice? For my recent API, I chose FastAPI for the automatic documentation (Swagger/OpenAPI) and inherent async support. Flask is great for simplicity, but FastAPI scales better for I/O bound tasks. Which do you reach for most often and why? #Python #FastAPI #Flask #BackendDevelopment

This TPT Release Talk presents the latest highlights Python API, TASMO coverage with Silver and review workflows in detail. Watch the whole presentation here: https://lnkd.in/eC4mTytz 

PyKitOps 1.4 is out for my #python lovers. It adds the ability to interact with remote registries to: * Get the kitfile without pulling the whole ModelKit - a great way to check the contents, especially if you want to grab only the model, or just the dataset * Inspect the ModelKit's manifest to check artifact sizes or signing * Delete a remote ModelKit Grab it with pip. You can learn more about PyKitOps from our docs: https://lnkd.in/eF6CdJhj

PyKitOps is a community favorite, and for good reason. It works with the tools your data scientists rely on like Project Jupyter, MLflow, and Weights & Biases creating ModelKit ‘snapshots’ as they work. Because their work is already packaged as an open source standardized artifact, it can be handed off to the ML devs and DevOps team without any further packaging. Why does this matter? ModelKits create a single artifact that spans the full ML lifecycle, it contains the full project history. Compare that to a workflow where the project is repackaged into proprietary formats as it moves from team to team. Not only is it a pain, but a lot of the history is lost.

We analyzed more than 10,000 MCP repositories for the State of Dependency Management 2025. Here’s the snapshot: • 44% built in JavaScript/TypeScript • 36% in Python • 82% use sensitive APIs • 66% have under 10 GitHub stars Lots of innovation. Little maturity. Dive into the data: https://lnkd.in/gstQaGDK #MCP #AIAgents #DMR2025

#embedanything 🦀 now supports AWS-S3 bucket 🚀 . That means you can directly use files from an S3 bucket in embedanything. Thanks for your contribution Taradepan R 🤖 Check out the Python example below. 👇

This simple #Claude Code hack has reduced token usage by ~90%. It adopts the "Code Execution with MCP" concept published by Anthropic. Remove preloaded MCP tools from context and use Python to execute tools via bash instead. BTW, this can be optimized much further. Insane!

🧠 OOPs — Encapsulation in Python Encapsulation means protecting your data like a pro! 🔐 It binds variables and methods into one secure unit — the class — and controls access through getters and setters. 👩💻 From public to protected to private, encapsulation keeps your code clean, modular, and secure. Mastering this concept = mastering Python OOPs 💪 #Python #Encapsulation #OOPsConcept #PythonProgramming #CodeWithChandru #Upsynz #LearnPython #ObjectOrientedProgramming #TechEducation #PythonDevelopers #CodeDaily #CodingCommunity #PythonTips #ProgrammingLife #PythonLearners #CodeSecurely #DataProtection #PythonBasics #PythonClasses #CodingIsFun #DeveloperMindset #CodeNewbie #InstaCode #TechLearning #PythonTutorial #WomenWhoCode #100DaysOfCode #CodeJourney #PythonLovers #TechInnovation

Kubernetes can heal itself Most apps can crash, freeze, or hang silently but in Kubernetes, you can automate recovery without lifting a finger. In my latest video, I break down Liveness Probes Kubernetes’ built-in self-healing mechanism that detects and restarts unhealthy containers automatically. 💻 What’s inside: ✅ Real demo with Python + Podman ✅ Step-by-step YAML manifest ✅ Visual proof of Kubernetes restarting unhealthy pods If you’ve ever wondered how Kubernetes maintains uptime on its own, this one’s for you 👇 🎥 Watch here: https://lnkd.in/gQ4QcNsR #Kubernetes #CNCF #DevOps #Containers #Podman #Python #K8s #CloudNative #Techinik