DevOps Social Media and Updates
DevOps Social Media and Updates
DevOps Pulse
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Daily
Every morning
Weekly
Tuesday recap
So, I built more or less complete platform to test whether I could match the core features of commercial vendors with a zero-trust, BYO-VPS platform. Zero-trust: The control plane stores no credentials, only metadata. A worker running next to your server holds the credentials and connects through Cloudflare Tunnel. BYO VPS: Your VPS does the actual work, so you are only paying your VPS provider rather than a platform vendor for bandwidth and compute. Are you interested in something like this?
I've built: A zero-trust BYO VPS platform. It has feature parity with commercial alternatives, but it still needs a lot of polish. 😀
Claude Code pro tip 💡 Have Claude ask Codex to review its plan and implementation. Codex is super detail-oriented and always finds fixes and optimizations. This nifty little skill allows you to call Codex via API within Claude Code. It's become one of my...
When someone asks how you manage your Terraform infrastructure, the answer goes beyond just writing code it’s about understanding the core building blocks that make everything work efficiently. Before provisioning any infrastructure, there are 6 key concepts you need to have...
RT AI agents are stateful with memory and feedback loops. If your tracing stops at APIs, you're flying blind. #SRE #Observability @Star_CIO https://t.co/tRGwCPc4Mb
DevOps isn’t learned… it’s built. This roadmap is 50 real-world scenarios covering: Terraform → AWS → Kubernetes → CI/CD → Security → Monitoring Basically everything you’ll touch on the job. If you can complete these assignments, you’re not “learning DevOps” anymore — you’re doing...
DROP EVERYTHING. This GitHub repo just hit 136K stars and it’s the fastest way to ship an AI app: Dify helps you go from prototype to production without writing 1,000+ lines of glue code and using 6 other tools. Here’s what it handles...
Set up two AI agents before bed last night. - Pilot (executor) — picks GitHub issues, writes code, ships. - ClaudeCode (/loop to monitor) — checks status every 30 min, reports. Morning: everything wired, tested, parity checks passing I review with a coffee...
Trying to figure out when to stop the ai 🤖 wheel spinning and when to just investigate manually. Right now I have my whole environment and job management site on the verge of working and tonight Opus 4.6 in Kiro...
llama-server -hf ggml-org/gemma-4-26b-a4b-it-GGUF:Q4_K_M openclaw onboard --non-interactive \ --auth-choice custom-api-key \ --custom-base-url "http://127.0.0.1:8080/v1" \ --custom-model-id "ggml-org-gemma-4-26b-a4b-gguf" \ --custom-api-key "llama.cpp" \ --secret-input-mode plaintext \ --custom-compatibility openai \ --accept-risk
I make tools on GStack for myself, so I am releasing /plan-devex-review today to help you create amazing Developer Experiences. Big thanks to Addy Osmani's DX framework for the inspiration here. https://t.co/i5Qy553Q8Q
What if instead of spinning up yet another parallel agent, you reviewed some of your team members' PRs while your primary agent is working? idk just a thought
"The platform engineering market didn’t outgrow the idea of Backstage. It outgrew the architecture." https://t.co/A1tIlwohC6 < Backstage needs to reimagine itself to match what platform engineers need? That's the argument here from @ZoharEiny.
Any chance you're losing your best AI/ML experiments in a sea of notebooks or manual spreadsheet trackers? Sounds like that's a real issue for many teams. This post looks at how to better track your model training experiments with @googlecloud Vertex...
RT SOCs and DevOps will need shared observability for agents: data access, tool calls, MCP interactions, and risk levels in one view. #Security #DevOps @Star_CIO https://t.co/tRGwCPc4Mb
Perhaps the craziest thing that was introduced on the Keras community call today: Keras Kinetic, a new library that lets you run jobs on cloud TPU/GPU via a simple decorator -- like Modal but with TPU support. When you call a...
This past week I wrote a lambda troubleshooter using the concept on this blog post where it deterministically queries a bunch of logs and sends them to an ai 🤖 agent for analysis and troubleshooting. I had to redact...
Okay honestly this makes vibe coding into production very dangerous, you guys were all right I think what I'll do is cut off all access to DBs and run it as a user with almost no privileges
Which tool is best for beginners starting DevOps? 👇 1️⃣ Docker 2️⃣ Linux 3️⃣ Git & GitHub 4️⃣ Kubernetes
AI agents are genuinely useful until you see the API bill or realize your ports have been exposed the whole time. @PAIOBot just fixed both problems in one shot sandboxed security built-in, 50% token reduction, deploys in 60 seconds, and free...
1/ Last year I was running a 6-hour alignment job on a remote server. Then I realized: I forgot to start screen or tmux. My laptop was about to die. Panic mode. Here's exactly how I saved that process without killing it:...
Most DevOps interviews don’t test tools… they test how you think. This cheat sheet covers the core: CI/CD, Kubernetes, IaC, monitoring, networking, and SRE fundamentals. If you can connect these together in real-world scenarios, you’re already ahead. Don’t memorize—understand the system. What area are you...
Engineering question How do I emulate different customer account types on staging? I want the ability to review changes by plan and permissions? What's best practice here?
not sure if this is a new thing, but seeing this be very effective for code review at @remote: instead of submitting line-by-line comments, get AI to generate a large markdown file with all suggested changes, including some extra context on...
AI-generated merged code holds steady at ~30% https://t.co/vvEzTtKd4c < self-reported today. Going up, but not at the expected rate.
Pilot on delivery duty today. Cutting short videos and gifs to show how it ships. https://github.com/qf-studio/pilot
I guess this really proves you need multi-region backups of your servers, DBs, sites etc I wonder if you can set region in Backblaze B2?
These recent software supply chain breaches are worrisome. How can we avoid assuming trust where we shouldn't? @Docker has a good post up with recommendations for engineering teams ... https://t.co/O5Mfag8N4y
Here's a trick most people miss when they build dashboards with AI: ↓ Don't just host it locally. Deploy it to Vercel. With a free Vercel account your dashboard gets it's own API endpoint. Which means Claude Code can query the dashboard...
We’re likely < 12 months from unsupervised software development. Not just better models. Full closed loops: generate → run → evaluate → fix → repeat. Using @openclaw you can already see it. Once loops + models improve together, supervision will stop making sense.
Meta's Semi-Formal Reasoning Shows How Structured Prompting Can Replace Execution Environments in Code Review https://t.co/Y9sW9DKSmx
Got a hitch in your real-time AI voice app? That little lag throws off the experience. @anniewangtech figured out what was going on, and did a deep dive into the right APIs and patterns to apply. GREAT post. https://t.co/Xz0J6M0tcL https://t.co/Rmp0xlERUq
NEW POST Birgitta Böckeler wrote some initial thoughts about Harness Engineering last month. Since then she's been researching more and has now written a thoughtful mental model for understanding the topic. https://t.co/ChuxpRqjHQ
Claude helped me reduce my AWS bill by about $1000 / mo. Just by tightening up a lambda which kept timing out, adding in better exception handling etc. Very pleasant surprise when I went to pay the bill today.
I'm seeing some KubeCon EU recaps trickling out. This one from Intuit Engineering looks at the AI blitz, open source challenges, GitOps advances, sovereignty, and more. https://t.co/tTaMhZXIGx https://t.co/0rfCH0GJcS
A step-by-step guide to self-hosting OpenClaw on a VPS using Hostinger, with security tips, hardware requirements, and alternative provider options. https://t.co/Ab5bu8anjm
Your AI harness needs to handle adversarial inputs Financial services aren't just about helpful customers asking good-faith questions It's fraudsters, edge cases, and people trying to break your system for profit. If your testing doesn't include red-teaming, you're not ready
Another small AI win: I'm now able to ship stuff to our production app by myself. Previously had to go through engineers, shit had to be prioritized, and small stuff never was. Now I tell the coding agent what small feature/change...
Microsoft has launched new Xbox PC Remote Tools that are designed for developers to deploy, test, and debug PC games to remote Windows devices. Devs don’t need to use the GDK with these tools and they should help speed up...
What is the actual impact of AI-assisted development in large enterprises? On my own projects, it feels like a step change. But at scale? Is it 10 percent faster or 10x?
Vercel integration is live. Connect your account and the agent can manage deployments, check build status, and update project settings. For teams where marketing and engineering share the same deploy pipeline. Waitlist invite emails going out soon https://t.co/tBod9BqJKd
This GitHub repo is an actual LLM engineer's bible. It covers everything serious builders need: → RAG pipelines and retrieval architecture → LLM evaluation frameworks → Agent design patterns → Fine-tuning and training workflows → Production deployment and optimization Not a tutorial collection. Not a curated links...
You could use a mix of self-managed and managed MCP servers. Here's an example of using both, and securing them in a production-ready way. https://t.co/reHeaq6QEV https://t.co/5pLxHwGKWv
Pilot v2.86.3 released. Fixed: — Stale worktrees after OOM/SIGKILL never cleaned up (818MB each) — Squash merges dropped PR titles → broke release tagging — GoReleaser pointed to old repo after migration New: — Dashboard git graph follows active task's project — Worktree cleanup on crash and...
Datadog is turning observability into an AI operating layer $DDOG made MCP Server generally available, pushing live logs, metrics, and traces directly into AI coding agents and developer environments. Datadog is moving closer where AI systems do not just assist engineers,...
NEW POST The quality of what AI coding assistants produce depends on how well the prompter articulates team standards. @techygarg proposes treating such instructions as infrastructure: versioned, reviewed, and shared artifacts. https://t.co/fqAeB6irlB
DevOps CICD Scenario Based Q&A ✅ Comment 𝗗𝗲𝘃𝗢𝗽𝘀 To Get it in DM. #devops #devopsshack
You ran 15 commands. One worked. You moved on. In 6 months you'll need to re-run it and you won't remember which one. Write the working command down right after it works. Not later. Later is never. https://t.co/JLnbmkFUoA
Inception for AI :) -> OpenAI introduces a Codex plugin for Claude Code, letting users invoke Codex from inside Claude Code to review code or delegate tasks https://t.co/TBBjbwpSgL
From Mac Mini M4 to cloud VPS and edge AI hardware, these are the six deployment options worth considering for hosting your OpenClaw AI agent. https://t.co/QJsc243Cjq
