Another day of these agents playing in my face 😤 "You're absolutely right — that's bad testing practice. I was writing tests to pass instead of writing tests to catch real bugs. Let me fix the actual tools and then write tests that properly exercise them."
When writing a script be it with bash or any programming language. Try to learn what the syntax and think of what you can use the programming language to automate. DevOps needs you to automate, implement error handling into your...

Introducing: built-in git worktree support for Claude Code Now, agents can run in parallel without interfering with one other. Each agent gets its own worktree and can work independently. The Claude Code Desktop app has had built-in support for worktrees for...
Tools can ease implementation, but some add risk. Consider the cost of licensing and integration. Models like RISE and GROW offer starter kits to test before full commitment, letting you sample features before buying licenses for everyone. #TechTools #Implementation https://t.co/YeApnMYwZC
A massive ship from the Claude Code Desktop team. We've been dogfooding this for a while, and can't wait for you to try it.

When the platform catches up to your product, you're building in the right direction. Anthropic just announced auto-merge, CI monitoring, and code review for Claude Code. Pilot has had this since day one — shipped 3 weeks ago. But we didn't stop there: -...

This headline today reads shocking, but will soon enough be a nothingburger: When AI generates most code and more config files as well, most outages caused will be *technically* done by AI. In reality they happen thanks to inadequate verification/monitoring/rollback...
Two things shipping today. 🎉 Pilot v2.0.0 → Native desktop app — macOS, Windows, Linux. → Deployment pipelines — dev/stage/prod/custom. → 3 execution backends — Claude Code, OpenCode, Qwen Code. → 200+ features. Self-hosted. Open source. Download: github.com/alekspetrov/pilot/releases/tag/v2.0.0 (docs are coming, GitLab is down) 💬 Pilot Discord → Launching...

in 2026 you no longer have an excuse to have a slow ass website. one prompt and 38-56% better LCP, FCP, and Speed Index as the youtube fengshui guy would say, "FIX IT" (this cost 5 mins and like $5. felt great)...
Another day another libghostty-based project, this time a macOS terminal with vertical tabs, better organization/notifications, embedded/scriptable browser specifically targeted towards people who use a ton of terminal-based agentic workflows. https://t.co/9SLNCxM21S
Seroter Daily Reading List – February 20, 2026 (#726): Today’s links look at 14 lessons from 14 years at Google, takeaways from a new “state of software delivery” report, and how one company reduced the size of their software component. https://t.co/BG7Xbu8k54
🌐 From Route 53 to Pod : The Real Network Flow in AWS + EKS Understanding Kubernetes networking isn’t optional in production. This diagram shows the complete request journey: Route 53 → IGW → ALB → Security Groups → Private Subnets → Ingress...
Multiple AWS outages caused by AI coding bot blunder, report claims — Amazon says both incidents were 'user error' https://t.co/3nN07yXdDj

Production DevOps is NOT about tools. It’s about how systems connect together. QA CD Repo → Testing → Manual Promotion → PROD Deployment. Observability + Security built-in from day one. If this helped you understand GitOps architecture — 👉 Save this post for later. #devops #linux...

It's not hard for software to get bloated over time. @datadoghq has a nice post about how they made an intentional effort to strip out old dependencies, dead code, and other things that made their agent too hefty. https://t.co/5OMhL4t5lr https://t.co/yXpAj3OH8w
▶ Reading unfamiliar code is exhausting. Now imagine that code is coming from an LLM that writes faster than you can think and doesn't take lunch breaks ◀ This 👆 perfectly captures the AI productivity paradox: code is written faster than...
Anthropic has alienated devs who care about using open source tools, portability between vendors and using LLM subscriptions in the tool of *their* choice This all seems deliberate: Anthropic gunning at enterprise, not caring much if these devs go elsewhere/use other...
You don’t need fancy tools for everything A few lines in Bash or Shell can: • Automate boring tasks • Move or rename files in bulk • Parse logs and extract useful info • Deploy or restart services I’ve seen engineers spend hours hunting solutions in...
Never forget that as per Garnter, in August, the best AI coding tools on were: 1. GitHub Copilot 2. AWS Kiro + Q 3. Windsurf 4. GitLab (??) 5. Gemini ... 6. Cursor No mention of Claude Code or Codex (they were all out by then) I pity the...
This is big. Agents can now monitor @vercel cloud infrastructure consumption, suggest optimizations, and run cost simulations in preview or production environments

this might be the single best timed called shot in the history of AIE. I now think about this talk almost ~daily and have direct line of sight to the nonstop onslaught of new post-IDE form factors for agentic engineering. @RealGeneKim...
Your first Terraform project will be ugly. Your second one will still be ugly. By the tenth, you’ll understand why the first nine failed. Progress in tech is cumulative. 💗
Sufficiently advanced agentic coding is essentially machine learning: the engineer sets up the optimization goal as well as some constraints on the search space (the spec and its tests), then an optimization process (coding agents) iterates until the goal is...

Recently I found a YouTube channel — TrainWithShubham He has explained Linux for DevOps in Hindi in a very clear and practical way. From basics like: • What is Linux • Commands • Users & permissions • Networking • LVM Everything is covered in one structured session. If you’re...
No because I talk directly with my sites Each of my sites (almost, I'm still migrating) is now on their own Hetzner VPS Like https://t.co/2R4tRNJF0z for example, on that VPS I have Claude Code and https://t.co/wNWBUhh9QZ I asked Claude Code to install that...

💬 Having each of your sites/apps as a chat is such a logical idea once you do it It can message you if there's an error (I had this for years already, every server, PHP or JS error or unexpected problem...

Free Kubernetes Deep Dive Course. 47.4K⭐ stars on this repo that teaches you how clusters really work. Comment K8S and I’ll share it. #Kubernetes #DevOps #CloudEngineering #PlatformEngineering #K8s #CloudNative #InfrastructureAsCode #DevOpsShack
I’m really having a hard time understanding what OpenClaw does that Claude Code or Codex doesn’t. Is the point it has less rules when it comes to managing the computer but still relies on a top tier model to do...
Not all retries are created equal. Immediate retry: usually fails again Exponential backoff: gives systems time to recover Exponential backoff with jitter: prevents thundering herd Most orchestrators have this built in. But you need to understand what's happening or you'll wonder why your retries...

Vibe coded 🤖 a script to list which AWS GuardDuty features are enabled in minutes. Took 15-30 minutes to correct it. The script to enable disabled features, sub features, and create an s3 malware scan plan took about two hours. See blog...
Since I now use multiple models, I customize all of my prompt files (soul, identity, skills etc) for each model. This critically important. For example, Opus 4.6 prompt best practices says don’t use ALL CAPS to emphasize things. GPT5.2 explicitly...
What people seem to be struggling with the most is not the truly novel parts of building with AI, it's the table stakes. It's not the AI part that's so hard (turns out systems have never been wholly deterministic 😉), it's...
People think DevOps is about tools. It’s not. It’s about: • Tradeoffs • Systems thinking • Ownership • Documentation Tools change every year. Thinking lasts forever.
GitHub issue/PR navigation is significantly faster recently. Large PRs also render so much better [on Safari, especially]. It is noticeably improving my day since I navigate between them with high frequency. Thanks to whoever made this happen. ❤️

Pilot hit some CI turbulence and was fighting a stall 😁 Didn’t crash, didn’t stop — update shipped after a full recovery. Definitely need a “fasten seat belts” light for that phase, thought it was just stuck circling.
.@incidentfox is an open-source AI SRE that builds its own debugging tools. It learns each team’s unique systems and auto-generates the integrations it needs — no custom engineering required. Congrats on the launch @jimmyweiiiii and @LongYi1207! https://t.co/H68FjaBikx https://t.co/JWvl2EPJpN
openclaw has 3.2k pull requests and growing which is actually an interesting problem: it's an infeasible number of PR's to *ever* human review if the future of software eng is coordinated agents, solving this might be how agents get to...
If you're a researcher in academia using Keras 3 (PhD student, postdoc, professor...) and you want to train on TPUs, you could receive compute awards from Google for your research. Google is running a new academic grant program, separate from...

Futurum’s latest Enterprise Software Decision Maker Survey reveals Enterprise AI ROI Shifts as Agentic Priorities Surge ▪The Agentic Shift: Autonomous Agents/Agentic AI claimed the #1 technology priority for 17.1% of decision-makers, up from 13.0% in 2H 2025—a 31.5% year-over-year increase and...
E2E testing is a trap. You write the script. The UI updates. The pipeline explodes 💥 I’ve been testing Kane AI by @TestMuAI (formerly LambdaTest). It finally breaks the cycle. It’s a GenAI agent that turns plain English (or JIRA specs) into resilient, self-healing...
Presidents’ Day exposed a lot of us 😭 Tech doesn’t believe in holidays. Built a system check to prove it. What’s your real status? 👇
The most exposed lady in the cloud? Lady S3 Bucket. ☂️ If you use AWS, you know the shame. Public access is NOT a vibe. https://youtube.com/shorts/q_T0RC87aRg #DevOps #CloudComputing #Security
🚀 Building a Computer Vision app - without writing a single line of code. In this walkthrough, we used an AI coding agent to create a real-time face detection application that can blur or pixelate faces on a live video feed....

Pilot v1.40.0 delivered 📦 > Sonnet 4.6 default for simple/medium tasks > 40% cost drop on most executions > Opus 4.6 reserved for complex work > Haiku stays on classifiers > near-Opus quality — preferred 59% over Opus 4.5 > smart routing: complexity detected, model matched model_routing.enabled:...
Today our intakes learned bash scripting which is important for automation, error handling and efficiency in DevOps. Something that seems to be like magic to them now seem easy and simple for them. This could be you. Join our ongoing...
new post up: in which @martinfowler gives me the best advice ever at the worst possible time, plus... a rundown of the special guests to expect in the second edition of "Observability Engineering"! https://t.co/ZcaP1rzYib
If Claude + Cursor can ship a weekend MVP, why are we still doing 6-week sprints? Are we optimizing for shipping… or for feeling busy?
i dont find LLMs great at writing test code at all. if you're into test automation, this is your time to shine
The original plan for Fizzy was to ship the SaaS version with one sqlite database per customer. That didn't end up happening, but we built all the Rails infrastructure needed to make it possible. Mike goes through it all here:...
I made three 💛free💛 guides I wish I had earlier in my career. • Docker Essentials: from “works on my machine” to production • AWS Solutions Architect study guide (hands-on, no ai generated BS) • Vibe-Coding to App (learn how to code and...