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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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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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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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
— ⭐ By DevOpsPink
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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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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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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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YouTube
When AWS Becomes Your Second Home
Ever feel like you’ve spent more time in AWS than on vacation?Same here 😅 — that’s the DevOps life!I’m Tatiana — a Docker Captain and DevOps engineer diving...
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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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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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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YouTube
This AI Knows Why Your AWS Setup Is Broken
What if your AWS console could talk back? 🤯Meet Amazon Q — the new AI assistant built directly into AWS.It doesn’t just chat — it debugs, analyzes, and expl...
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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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
— ⭐ By DevOpsPink
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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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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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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
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
YouTube
Amazon Q Just Killed My YAML Headache
Spinning up a VPC with NAT and subnets used to mean 30 minutes of Googling and YAML pain.Now? Amazon Q — AWS’s new AI assistant — builds your entire cloud in...
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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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
— ⭐ By DevOpsPink
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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
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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
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🚀 New short is out!
Struggling with IAM? Forgetting YAML?
New to AWS or already a pro — Q saves hours.
Fewer sync calls. More releases. Less pain.
Watch here 👉 https://youtube.com/shorts/x6jLEIFtMZg
#aws #amazonQ #devops #cloud #devlife
Struggling with IAM? Forgetting YAML?
New to AWS or already a pro — Q saves hours.
Fewer sync calls. More releases. Less pain.
Watch here 👉 https://youtube.com/shorts/x6jLEIFtMZg
#aws #amazonQ #devops #cloud #devlife
YouTube
Tired of YAML Hell? Amazon Q Has Answers
You know the pain: IAM configs that never work, YAML that never ends, and sync calls that kill your flow. Amazon Q, the new AI-powered DevOps assistant, fina...
Wanna one day smell The Witcher 3?
Velen swamps, ghoul breath, damp drowner caves, Geralt’s potions…🔥
A small neurotech team just used focused ultrasound on the olfactory bulb to trigger 4 scent-like sensations in the brain (fresh air, trash, ozone, campfire) - no nose involved.
It’s a tiny early experiment, but if this evolves, VR and gaming might literally get a smell slider.
https://writetobrain.com/olfactory
#AI #Neurotech #VR #Gaming #Innovation
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Velen swamps, ghoul breath, damp drowner caves, Geralt’s potions…🔥
A small neurotech team just used focused ultrasound on the olfactory bulb to trigger 4 scent-like sensations in the brain (fresh air, trash, ozone, campfire) - no nose involved.
It’s a tiny early experiment, but if this evolves, VR and gaming might literally get a smell slider.
https://writetobrain.com/olfactory
#AI #Neurotech #VR #Gaming #Innovation
— ⭐ By DevOpsPink
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My new video is out! 💖
Backend + DevOps are the new cloud-native core, AI is playing catch-up, and Kubernetes… is no longer the star 🫣✨
Come see the real numbers, not the hype 🙃
https://youtu.be/tBK5rA8xvTc
#DevOps #CloudNative #CNCF #Kubernetes #Backend #SRE #Observability
Backend + DevOps are the new cloud-native core, AI is playing catch-up, and Kubernetes… is no longer the star 🫣✨
Come see the real numbers, not the hype 🙃
https://youtu.be/tBK5rA8xvTc
#DevOps #CloudNative #CNCF #Kubernetes #Backend #SRE #Observability
YouTube
Kubernetes Is No Longer #1 — The REAL 2025 Cloud Native Report (CNCF x SlashData)
The 2025 State of Cloud Native report by CNCF + SlashData is here — and the numbers flip the narrative.
Kubernetes is no longer the most interesting metric. The real story is in backend, DevOps maturity, and how far behind AI/ML actually is.
In this video…
Kubernetes is no longer the most interesting metric. The real story is in backend, DevOps maturity, and how far behind AI/ML actually is.
In this video…
The Cursor community put together a resource that’s incredibly useful for anyone working with AI-assisted development.
Cursor Directory is a central hub with:
✅ ready-to-use prompt rules for different stacks and workflows
✅ MCP servers for connecting external tools and APIs
✅ a generator that can create custom rules tailored to your project
Everything is curated, easy to browse, and free.
If you’re working with Cursor or experimenting with MCP integrations, this can save a lot of setup time and give you a strong starting point.
https://cursor.directory/
#AI #Cursor #MCP #prompts #developers #softwareengineering #productivity #techlife #devlife
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Cursor Directory is a central hub with:
✅ ready-to-use prompt rules for different stacks and workflows
✅ MCP servers for connecting external tools and APIs
✅ a generator that can create custom rules tailored to your project
Everything is curated, easy to browse, and free.
If you’re working with Cursor or experimenting with MCP integrations, this can save a lot of setup time and give you a strong starting point.
https://cursor.directory/
#AI #Cursor #MCP #prompts #developers #softwareengineering #productivity #techlife #devlife
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My new short is live! 💖⚡
Ever tried to run a Lambda and got… silence?
Q checks your IAM chaos and tells you exactly what’s missing.
Watch 👉 https://youtube.com/shorts/oxt1bzRb5II
#DevOps #AWS #Cloud #Serverless #AIassistant
Ever tried to run a Lambda and got… silence?
Q checks your IAM chaos and tells you exactly what’s missing.
Watch 👉 https://youtube.com/shorts/oxt1bzRb5II
#DevOps #AWS #Cloud #Serverless #AIassistant
YouTube
AWS Lambda Not Working? Amazon Q Knows Why
Ever run a Lambda function… and nothing happens? No errors. No logs. Just silence.That’s where Amazon Q steps in — the new AI assistant built right into AWS....
Proton rolled out Proton Sheets - a privacy-first alternative to Google Sheets.
Gemini: “Show me your data?”
You: “No.”
Sheets: “Also no, but in Swiss.” 🇨🇭🔐
End-to-end encryption, zero-knowledge architecture, encrypted metadata - even file names stay private.
You open a spreadsheet - and Big Tech immediately cries. Because for the first time in a long time, your data actually belongs to you.
Privacy 1 : 0 AI
https://proton.me/blog/sheets-proton-drive
#Proton #CyberSecurity #Privacy #Encryption #AI #BigTech #InformationSecurity #Cloud #ProductivityTools
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Gemini: “Show me your data?”
You: “No.”
Sheets: “Also no, but in Swiss.” 🇨🇭🔐
End-to-end encryption, zero-knowledge architecture, encrypted metadata - even file names stay private.
You open a spreadsheet - and Big Tech immediately cries. Because for the first time in a long time, your data actually belongs to you.
Privacy 1 : 0 AI
https://proton.me/blog/sheets-proton-drive
#Proton #CyberSecurity #Privacy #Encryption #AI #BigTech #InformationSecurity #Cloud #ProductivityTools
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Looking for developer tools that don’t require your credit card, your personal data, or your last bit of sanity? 😇
I found a fantastic resource: Free for Developers - a curated list of hosting, databases, APIs, CDNs, domains, monitoring tools, and more.
All legit. All actually free. All neatly organized so you don’t cry in the docs or in the billing dashboard.
It’s open-source and community-maintained on GitHub.
https://github.com/ripienaar/free-for-dev
#DevTools #FreeForDev #Cloud #Developers #OpenSource #Engineering #DevOps #Productivity
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I found a fantastic resource: Free for Developers - a curated list of hosting, databases, APIs, CDNs, domains, monitoring tools, and more.
All legit. All actually free. All neatly organized so you don’t cry in the docs or in the billing dashboard.
It’s open-source and community-maintained on GitHub.
https://github.com/ripienaar/free-for-dev
#DevTools #FreeForDev #Cloud #Developers #OpenSource #Engineering #DevOps #Productivity
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GitHub
GitHub - ripienaar/free-for-dev: A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev
A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev - ripienaar/free-for-dev
Want to “hack a bank” - legally? 😇
Here’s your chance.
A deliberately vulnerable banking web app on GitHub, packed with 40+ intentional security flaws, created specifically for training.
A perfect playground for:
• cybersecurity engineers
• pentesters
• DevSecOps
• developers learning to think like attackers (and code like defenders)
Safe, isolated, educational - and way more fun than another theory course.
https://github.com/Commando-X/vuln-bank
#Infosec #Pentest #DevSecOps #AppSec #CyberSecurity #SecureCoding #CTF #Training
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Here’s your chance.
A deliberately vulnerable banking web app on GitHub, packed with 40+ intentional security flaws, created specifically for training.
A perfect playground for:
• cybersecurity engineers
• pentesters
• DevSecOps
• developers learning to think like attackers (and code like defenders)
Safe, isolated, educational - and way more fun than another theory course.
https://github.com/Commando-X/vuln-bank
#Infosec #Pentest #DevSecOps #AppSec #CyberSecurity #SecureCoding #CTF #Training
— ⭐ By DevOpsPink
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