Tired of wrestling with messy bash scripts? 😅
Meet Script - a Go library that brings the elegance of shell-style pipelines into modern, typed Go code.

Instead of juggling grep, awk, and subshells, you can write clean, composable pipelines:
File → Match → Exec — all in pure Go.

Perfect for DevOps automation, CI utilities, or small internal tools that need the flexibility of shell scripting without the chaos.
MIT-licensed, dependency-free, and built for engineers who value readability and safety.

Just remember: never feed raw user input to Exec 😉

https://github.com/bitfield/script

#Go #Golang #DevOps #Automation #SRE #OpenSource

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If you haven’t broken prod because of Git - are you even a dev? 😎

Git builds character.
Mostly through pain, panic, and git reset --hard.

One wrong command, and suddenly you’re a digital archaeologist, digging through commit history like “who did this?”
(It was you. It’s always you.)

GitKraken decided we deserve peace.
83 short lessons. 1.5 hours.
Zero missing branches, zero terminal tears, zero regrets.

https://learn.gitkraken.com/courses/git-foundations

#Git #DevOps #GitKraken #FreeCourse

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Google launched Pomelli - an AI experiment that turns your website into structured creative data.

It analyzes your site’s design, tone, and content style - then generates visuals and text that stay true to your brand identity.

For engineers, founders, and product teams - it’s a new way to prototype ideas, test messaging, and keep consistency across projects.

https://labs.google.com/pomelli/about

#AI #Google #Pomelli #Innovation #Startup #Tech #Automation #Design #Web

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Well, it’s happening. 👏

Neuralink just reached a new milestone - the first patient in the UK received a brain chip implant and is already controlling a computer using only his thoughts. 🤯

Not a movie. Not a concept.
Real human-computer interface, tested and working.

From gaming and work to possible next-gen accessibility tech - this is one of those “we’ll tell our kids we saw it happen” moments.

https://www.uclh.nhs.uk/news/first-uk-patient-uses-thought-control-computer-hours-after-neuralink-implant

#Neuralink #Innovation #FutureIsNow #AIreality #BCI #MindTech #TechNews #NextLevel #HumanAugmentation

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Elon Musk launched X Chat - a new messenger inside X.

Files, calls, “Bitcoin-style” encryption, no ads
(he promises 👀).

So yeah, Telegram finally has a rival - built by a guy who already makes rockets, cars, satellites, and now… apparently messengers too.

If history tells us anything, it’ll crash twice, go viral anyway, and end up chatting with astronauts. 🚀😂

https://www.coindesk.com/tech/2025/11/01/tesla-ceo-elon-musk-says-x-chat-s-new-p2p-encryption-system-is-similar-to-bitcoin-s

#Tech #AI #ElonMusk #XChat #DevOps #Innovation

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New week - new tool worth your time!

Meet Networking Toolbox - a clean, self-hosted web app packed with 100+ tools for DNS checks, pings, TLS tests, IP math, converters, and config validation.

Offline-first, open-source (MIT), runs locally, no trackers, no cloud - just reliable tools that make your job easier.

Because sometimes the best DevOps magic is having everything that actually works in one place. ✨

https://github.com/Lissy93/networking-toolbox

#DevOps #Networking #SysAdmin #Linux #OpenSource

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Reaper - not a killer, but a powerful open-source framework from Ghost Security for modern application security testing.

It combines recon, proxying, and fuzzing into one lightweight workflow - and can even collaborate with AI agents.

Originally released over a year ago, Reaper keeps evolving fast and shows what the next generation of AppSec tools might look like: human-friendly, automatable, and built for hybrid (human + AI) testing.

Licensed under Apache 2.0 and open for everyone to experiment with.

https://github.com/ghostsecurity/reaper

#infosec #appsec #devsecops #opensource #ai #cybersecurity #devops

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Run Firefox… in Docker 🐳
A browser inside a browser - pure DevOps inception 😎

The magic comes from the open-source project, which turns Firefox into a fully containerized desktop app.

Perfect for testing, isolation, or secure browsing - one «docker run» gives you GUI, sound, and dark mode.

If it fits - Docker ships ❤️

https://github.com/jlesage/docker-firefox

#Docker #DevOps #Firefox #OpenSource #Containers

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New article: Inside Helm - How Charts, Releases, and State Work in Kubernetes 🩷

We all love helm install - but few actually know what happens behind the scenes.

Helm isn’t just a YAML renderer. It’s a stateful release manager that:
• renders and applies manifests,
• tracks releases inside your cluster,
• stores state as Secrets or ConfigMaps,
• and handles upgrades with a 3-way merge.

Let’s open the black box of Helm.

https://www.devops.pink/inside-helm-how-charts-releases-and-state-work-in-kubernetes/

#Helm #Kubernetes #DevOps #IaC #CloudNative

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My new video is live! 🔥

Ever wished AWS could just tell you why nothing works? 😅

Meet Amazon Q - the AI assistant built into AWS that finally speaks cloud like we do. 🙃

In this video, I break down what Amazon Q really is, how it helps with IAM, Lambda, and VPC configs, and why it actually matters for every DevOps engineer who’s ever yelled at the console. ⚡️

🎥 Watch here → https://youtu.be/4Ke8eQWKfzs

What’s the one AWS thing you wish an AI could fix for you? 👇

#AWS #AmazonQ #DevOps #AI #Cloud #Automation #TechCommunity

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Mobile Tester Agent - AI that runs your Android tests for you.

It clicks, swipes, and validates app flows through ADB - while chatting in plain English.

Think of it as your new QA teammate (that never sleeps ☕).

What’s inside:
⚙️ Core Agent (Kotlin + Koog)
🖥️ Frontend Dashboard
📱 Demo app to play with

An interesting open-source step toward AI-driven mobile testing.

https://github.com/maikotrindade/mobile-tester-agent

#Android #AI #Testing #Automation #DevTools #OpenSource

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When Python runs faster than C++ - meet Codon.

Codon is a high-performance Python compiler that transforms your scripts into native machine code, running 10–100× faster than CPython.

No GIL.
Real multithreading.
Even GPU acceleration.
And the best part?
It keeps the same Python syntax - just turbo mode engaged. 🐍💨

If performance ever held your Python back - Codon changes the game.

https://github.com/exaloop/codon

#Python #DevOps #AI #MachineLearning #HPC #Performance #SoftwareEngineering

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Ever feel like you’ve spent more time in AWS than on vacation? Same 😂☁️

That’s the real DevOps life - juggling cloud, AI, and chaos like a queen 👑💻

Watch my new Short 💕👇

https://youtube.com/shorts/yaAZBIy4FUQ

#AWS #Cloud #AI #DevOpsGirl #TechHumor

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Do your containers ever behave like cats - sleep all day and create chaos at night?

Some services feel exactly like that: almost no traffic, but still running 24/7 and eating resources.

I found Sablier, a simple tool that pauses idle containers and starts them again on the first request.
Basically: “I’ll nap here. Call me when you need me.” 😌

It works with Docker, Kubernetes, Traefik, Nginx, Caddy and Envoy, so it fits into most setups without extra complexity.

Great for homelabs, side projects, demo environments or anything that doesn’t need to stay running all the time.

Nice way to keep the cluster lighter and cleaner.

https://github.com/sablierapp/sablier

#DevOps #Kubernetes #Docker #Cloud

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What if your AWS console could talk back?

Meet Amazon Q - your new ✨AI DevOps assistant✨ inside AWS.

It actually understands your infra and your IAM pain 😭

🎥 Watch now 👉 https://youtube.com/shorts/3-HCs1ow7g4

#AWS #DevOps #AI #CloudNative #AmazonQ

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A beautiful little AI demo worth your time.

A developer built a tiny neural network trained on MNIST - and turned it into a fully interactive 3D visualization that shows how the model “thinks” in real time.

You draw a digit, and you immediately see how activations move through the layers, which connections light up, and how the network arrives at its prediction.

Simple, visual, and surprisingly insightful - especially for anyone learning or teaching ML.

https://nn-vis.noelith.dev

#AI #MachineLearning #NeuralNetworks #Visualization #OpenSource #Education #TechDemo

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Ever look at your life and think “wtf is this?” 🤪

An app called Perfice can audit your week - and the verdict can be brutal:

“You’re not cursed - you’re just running on 3 hours of sleep and pure delusion.”

Perfice is a local-first, open-source self-tracking tool that helps you see how your sleep, mood, habits and daily chaos actually connect.

Key things about it:
✅ All analytics run locally - no random cloud sucking up your data
✅ You can track whatever matters (sleep, mood, food, focus, etc.)
✅ Data can be exported (CSV / JSON) if you want to plug it into your own stack
✅ Feels more like a tool for engineers than another generic “wellness” app

For anyone into quantified self, self-hosting, or just tired of guessing why they feel exhausted all the time, Perfice looks like a solid option.

https://github.com/p0lloc/perfice

#opensource #selftracking #sleep #localfirst #QuantifiedSelf #devlife #techlife #productivity

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AI in the browser is moving fast - and it’s starting to do the work for you, not just auto-complete text.

Fuji-Web is an open-source web agent that can take a task you type and execute it directly on a website:

✅ clicks buttons and navigates pages
✅ fills forms and inputs
✅ extracts or finds information on the page
✅ explains every action as it goes

Everything runs inside your browser, powered by your own OpenAI or Anthropic API key.

The team is already working on workflow automation, saved actions, and a built-in knowledge base.

https://github.com/normal-computing/fuji-web

#AI #automation #opensource #webagent #browser #techlife #devlife #productivity

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New Shorts just dropped! 🤪

If your infra ever made you question your life choices… yeah, this one’s for you 😉✨

Watch 👉 https://youtube.com/shorts/4X36HM1shEA

#devops #cloud #aws #shorts #techhumor

Found something unfairly useful and of course I’m sharing it here 😊

A GitHub repository with almost 100 free AI & LLM courses and guides - including Stanford lectures, RAG tutorials, LLM architecture breakdowns, interview prep resources, and practical notebooks.

If you’re learning AI or leveling up your LLM skills, this collection is basically a full roadmap in one place:

https://github.com/aishwaryanr/awesome-generative-ai-guide

#AI #LLM #MachineLearning #RAG #DeepLearning #techlife #devlife #learning #education #opensource

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Running Android on Linux is no longer a niche hack - it’s becoming a practical part of modern workflows.

redroid (Remote-Android) is an open-source solution that lets you run full Android instances on a Linux host using Docker, Podman or Kubernetes.

It’s designed for:
✅ device virtualization
✅ cloud gaming
✅ large-scale automated testing
✅ CI pipelines and device farms

Supported architectures: ARM64 + AMD64
Android versions: 8.1 → 16

Display settings, GPU modes, and GMS integration (Open GApps / MicroG) are all configurable.

Documentation also covers required kernel modules and deployment specifics across Linux distributions.

https://github.com/remote-android/redroid-doc

#android #virtualization #docker #kubernetes #cloud #devops #techlife #devlife

— ⭐ By DevOpsPink
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