
Did few updates to Pilot. Re-started Terminal Bench 2.0 pre-tests: 10/10 at the moment 100% correctness 💪 This technology rocks https://pilot.quantflow.studio 2 month of hard pushing and look at this, amazing results.

This guy literally just gave Claude (freaking) superpowers. Meet "Superpowers", a open-source framework that forces Claude Code to code with discipline 🦾 How it works: ✦ Refuses to blindly start typing ✦ Asks Socratic questions first ✦ Teases out a rock-solid design spec The workflow: #1. You...

First full benchmark run on terminal-bench 2.0 – 15h run. RESULTS: Pilot: 68.5% Claude Code: 58% +10.5 points, target achieved. Switched from Daytona to Modal after infra kept choking on heavy tasks. Night and day difference. 27 failures left to investigate. 7 are OOM kills 3 were...

𝗙𝗿𝗲𝗲 𝗗𝗲𝘃𝗦𝗲𝗰𝗢𝗽𝘀 𝗰𝗼𝘂𝗿𝘀𝗲 9 days. Here's what you're getting for free 👇 Day 0 — Intro to DevSecOps Day 1 — 3-Tier App Local Run Day 2 — Branching Strategy Day 3 — Jenkins CI Pipeline Day 4 — Multistage Dockerfile Day 5 — Deploy to K8s Day...
I work with Claude Code in production mostly, then sometimes I push to save for the day (as a backup kinda?) But since it's in production I don't need the deploy pipeline anymore (laptop -> push -> GitHub -> webhook...
I type /commit and my code reviews itself - three agents fix issues before two more even see the diff. One markdown file, twelve repositories. https://t.co/rbbO2Cy10R

"With plan mode, @geminicli focuses first on analyzing your request, planning complex changes, understanding the code base or dependencies, and all this happens in a read-only mode safe from accidental changes or executions." https://t.co/TMVjSdxqOC https://t.co/HrGAbtrJ7J
77% of orgs are confident in AI outputs? while many still lack secure CI/CD, automated audit trails, and even basic defect escape metrics. Your QA and DevOps maturity will make or break AI agents in production. #AI #DevOps #QA https://t.co/1JJW0fGZaG
Developers are writing more AI-generated code than ever. @AnthropicAI just launched Code Review, a tool designed to audit that code for bugs, security risks, and bad practices before it reaches production. In this week’s Future Blueprint, we break down what...
Your DevOps fears aren’t just “part of the job.” They are symptoms of outdated architecture. Stop normalizing the pain of unpredictable recovery and vendor lock-in. It’s time to change the tool. See why it’s time to modernize: https://youtube.com/shorts/NVPmzoGIcn0 #DevOps #CloudNative #Infrastructure #Plakar

𝟭𝟱𝟬 𝗧𝗲𝗿𝗿𝗮𝗳𝗼𝗿𝗺 𝗘𝗿𝗿𝗼𝗿𝘀 & 𝗧𝗿𝗼𝘂𝗯𝗹𝗲𝘀𝗵𝗼𝗼𝘁𝗶𝗻𝗴 𝗚𝘂𝗶𝗱𝗲 Save this post. Comment 𝗧𝗲𝗿𝗿𝗮𝗳𝗼𝗿𝗺 to receive the full guide in DM. Follow @devopsshack for daily DevOps content. #devops #terraform #devopsshack
Congrats @nodejs for the new release schedule. What this means for GCP: - Every Node major version will now be supported by Cloud Run - Alpha period will allow for a Public Preview phase - GA should happen at LTS

Most Docker tutorials teach how to run containers. Almost none teach how to debug them. So we built: 𝟭𝟱𝟬 𝗗𝗼𝗰𝗸𝗲𝗿 𝗘𝗿𝗿𝗼𝗿𝘀 & 𝗙𝗶𝘅𝗲𝘀 𝘄𝗶𝘁𝗵 𝗥𝗼𝗼𝘁 𝗖𝗮𝘂𝘀𝗲 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀 Comment 𝗗𝗼𝗰𝗸𝗲𝗿 to receive the full guide in DM. Follow @devopsshack #docker #devops #kubernetes #cloudcomputing #platformengineering #sre #devopsengineer #dockercontainer #softwareengineering #cloudnative #aws #linux #programming #techcareers #devopsshack
Autoresearch works even better for optimizing any piece of software. make an auto folder, add program.md and bench script, make a branch and let it rip.
Docker → builds and packages your application Kubernetes → runs and manages containers at scale Docker solved portability. Kubernetes solved orchestration. That’s why most modern cloud-native stacks use both. Build once Run anywhere Scale everywhere If you're learning DevOps, start with Docker → then move to...
I’m working on this but got hung up on networking once again The cost to deploy private networks on AWS is prohibitive for small businesses just trying out an idea. My solution is an alternate network for different environments like testing...
If your AIOps and SecOps tools can't share context, play nicely with AI agents, or support protocols like MCP, you're going to struggle with the next wave of automation and cross-team convergence. #CIO #AI #CISO https://t.co/e3w3lXkvfc
Are you paying your cloud provider for... air? 💸☁️ Storing 50 copies of the exact same OS means you're paying for the same data 50 times over. It’s pure infrastructure bloat. Watch how smart deduplication cuts the fat and makes your CFO...
MLOps surged 514% in structural influence this week across 32 articles. Not the models. Not the benchmarks. The operational layer. The companies that can run AI in production are pulling away from the companies that can only demo it. Source: https://t.co/KNtNLIRTOQ
When deploying MCP servers, DevOps and security leaders must define compliance, logging, and rollback requirements up front, not after the first incident. #AI #DevOps #MCP https://t.co/7dcoLIKa0K
Linux runs the internet. If you work in DevOps, Cloud, Security, or SRE, knowing your way around the terminal is essential. This carousel covers critical commands for: • file management • process monitoring • permissions • networking • system services • automation Master these and you’ll move through Linux...
I have a chapter in the 2nd ed that argues that o11y is not a cost center, it inherits the properties of the software it observes. * infra is a cost center? so is infra o11y * product is an investment? so...
Fun with coding agents. 🤖 Told it to check if a tool was installed and if not install it. Wrote code to use curl to get a common tool from some sketchy GitHub repo instead of using yum on EC2. People not paying...
The Ethereum Foundation is using DVT-lite to stake 72,000 ETH: https://t.co/V5x9TrdXoU My hope for this project is that in the process, we can make it maximally easy and one-click to do distributed staking for institutions. Choose which computers run your nodes, make...

I made something dumb and delightful. It's in a repo for any of my PMs to reference when they want to know how our code gets to prod. 💚 https://t.co/XHPY1GlHRT

This test drove me crazy. A solid proof that Pilot works but each pass takes forever when you're debugging infra. 4 days... - Python wrapper to run Pilot (Go) inside Harbor's benchmark harness - Migrated to Daytona sandboxes - ~50 failed attempts on config, wrapper...
I’ve been using this daily for the last month or so, and now couldn’t imagine landing code without it. Extremely good code reviews

Google still runs on gRPC, and many other companies embrace this high-performing RPC framework. Here's a good two-part series about using gRPC on @googlecloud Kubernetes Engine. https://t.co/Um5PI6PsQo https://t.co/HhT8uOKo1J https://t.co/GvyEdyt78G

TIL that when you turn a bunch of AI-SRE agents loose on your system, with access to three pillars style telemetry, they... turn up their noses and refuse to use it. They go back to the source and fetch the raw...
Me building a simple deployment pipeline for a silly app is very different than what it takes to manage CI/CD at scale. Here's a @semaphoreci post about how large companies do it ... https://t.co/rZx1GYWl3E https://t.co/tp8cbLsFZW
Instead of configuring backend services manually, let your AI agent do it. InsForge 2.0 from @insforge_dev makes that possible. Fully open-source. ⭐ Star the repo https://t.co/9waINXkV1M
if you've noticed dead code or messy refactors from claude or codex, tell them to dump the related AST branch from a tool before starting this'll give it every class & function name instead of it relying only on search as...

"Sony Interactive recently rebuilt Entitlements from the ground up on Google Cloud Spanner, cutting storage by 91%, reducing costs by half (~48%), and completing the entire migration with zero downtime on a live production system." https://t.co/KpfYKfgaSE https://t.co/N2JO6jwxkn

I deployed a @Blender render farm to Google Cloud Run worker pools. Each worker renders a frame of the video scene. I can go from 0 to 100 and back to 0 workers (even with GPUs) in just a few seconds as...

20 Kubernetes Scenario Based Q&A ☸️ Save the Post. Follow @devopsshack for more. #k8 #Kubernetes #k8qa #devopsshack #devops

GitHub Actions vs GitLab CI. We're settling this once and for all. 🔥 Follow @devopsshack | Save this post 🔖 #DevOps #CICD #GitHubActions #GitLabCI #DevOpsShack #SoftwareEngineering #CloudNative #DevOpsCommunity
This is why we built Software Factory. Human guardrails that are built thoughtfully and maintained accurately prevent drift and are crucial for production software to work over long time horizons. Otherwise it’s just vibe theater. Software Factory has replaced Agile,...
9 interesting observations from my conversation with Mitchell Hashimoto (@mitchellh, creator of Ghostty, founder of HashiCorp): 1. Vagrant was created because dev environment setup was an unbillable time sink at a consultancy. At the Ruby on Rails shop where Mitchell worked, jumping...
This is essentially my workflow of coding in production on the server with Claude Code It's instant and extremely high velocity and I think that's where it's going AI lets us dev extremely fast and the bottleneck now is slow deployments many...
We’re still grinding through Harbor’s tests 🤦♂️ Overnight run died on my Mac, so I moved everything to Daytona’s Claude – amazing service with a clean CLI, Opus was back up in under a minute. I’ll keep you updated – next results...

Terraform vs Ansible ⚔️ Both automate infrastructure — but they solve different problems. Terraform → Infrastructure Provisioning Ansible → Configuration Management In real production environments, teams often use both together. Save this post 📌 Comment devopsshack to receive the detailed doc in DM. Follow @devopsshack For more...
You can definitely apply SRE principles and practices to your security efforts. Here's a good post at things we do—eliminate toil, alert on symptoms, blameless postmortems, embrace gradual change—that you can do too. https://t.co/4lHNmUkQ52
Joel Griffith spent 8 years running into the same browser automation problems at every company. PDF generation, testing, scraping. Nobody was fixing it. So he built Browserless. 🎧 Full episode: https://t.co/x0lrONdL0q https://t.co/3Pt9xg7IdH
GenAI-enhanced CI/CD and IaC can move from static rules to intent-aware flows. Auto-generate recommended actions on failures, attach risk/accuracy scores, and let devops decide which branches auto-remediate vs. require human approval. #AI #DevOps https://t.co/vBzM21vM14

Focusing on Harbor’s benchmark to prove Pilot’s efficiency. The tests are fascinating, real challenge 💪 and Pilot already has first results. Each run takes 30–40 minutes and costs about ~$1 for Pilot. Now waiting for the full report to see where we land...

Terraform cheat sheet with 45 useful commands. From: • infrastructure creation • state management • debugging • automation Save it for future reference. Follow @devopsshack for more. #terraform #devops #infrastructureascode #cloudengineering #awscloud #platformengineering #kubernetes #cloudnative #devopsshack #iac
It's hard for me to describe how different things are than they were a week ago. I'm moving into more of a player coach role, and in the last 7 days, my team of PMs have been: - creating a "Cash...
A lot of people think AI will replace engineers. But AI still needs: 🩷 infrastructure 🩷 pipelines 🩷 monitoring 🩷 security 🩷 deployment systems ✨ AI runs on top of DevOps. Not instead of it ✨
So here’s a couple of fun things I tried that show how counting on AI 🤖 to do the right thing can go terribly wrong if you are not testing and paying attention. I tested automatically creating some AWS infrastructure scripts...
Ok, I had been sleeping on Opencode. How does this compare to Claude Code if both are using Opus 4.6?