
I'm improving the /land-and-deploy skill in GStack and I am amazed that this is going to work I recommend most GStack users get the hang of /plan-eng-review and other plan skills, but once you get it and get sick of so many decisions, I made /autoplan based on my own use of GStack to select smart defaults. Instead of 20+ questions that are in the weeds, it will verify premises and then just do the smart thing. As we build this software factory I am realizing smarter and smarter defaults CAN be written back into GStack and since it auto-updates your GStack gets smarter every day alongside mine. And with that, we can go faster.

Navigator is still #1 and the only ClaudeCode plugin I use 🧭 Built for experienced devs who care about roadmaps and thinking before execution. Screenshot is Nav loop mode in action: full cycle of execution, checks, tests before anything ships +...
Every company will become an AI factory, wherein the unit of production is the token. Tokens, however, create usage tracking billing headaches that are v unlike SaaS. ▲ AI Gateway now solves the metering problem across models & providers with...

Live OpenClaw setup this Friday, March 27 at 1:30 PM PT. I'm setting it up from scratch in real-time. Server spin-up to the first Slack message. You'll see what actually matters. Walk away with the setup guide and the config files I...
I wish Claude Code would automatically include the prompts + the full context in a repo as a git commit "note". The full conversation that led from zero to feature, and I want it in git blame, not just who did...
What are the components of cicd - code commit - triggers the ci pipeline - build starts - testing - deploy. Tools GitHub action, Gitlab, Jenkins etc. cd - delivery via Argocd. If we can complete this within a week...
Aqua Security’s Trivy vulnerability scanner compromise is trickling down into a hugely popular Python package. https://t.co/oj8J8KJrGo
AI infra tools I've been using and loving recently: - @railway - @resend - @fastmcp

We've shipped staging per branch at Senja Every PR now gets its own preview environment We can fix multiple bugs in parallel, test in real customer accounts via @retool , and invite the AI agents in Linear to review branches directly https://t.co/kyw1uGmHtV

The only GitLab CI/CD guide you'll ever need. 🔥 50 pages · 16 chapters · completely FREE. Covers everything: → Pipelines & .gitlab-ci.yml → Runners & autoscaling → SAST, DAST & DevSecOps → Kubernetes & GitOps → GitLab Duo AI (2026) Swipe through the full breakdown ➡️ Comment 𝗴𝗶𝘁𝗹𝗮𝗯𝗰𝗶𝗰𝗱...
Whomever is responsible for checking to see if the right model is being served up in Kiro CLI needs to take a look right now.
Building your own tools like GStack is an amazing experience. You come up with something you think might work and then two days later it replaces what you were doing before. Instead of /plan-ceo-review and /plan-eng-review sequentially, I find myself using...

I've scaled app servers, I've scaled HAProxy, I've scaled Postgres replica dbs, I've scaled job servers Never until today have I had to scale my local max_connections for Postgres but once you run 20 simultaneous workers doing full tests, now I...
Vercel can now intelligently pick the right hardware for your build. With new Rust-based compilers like Turbopack & Rolldown, build performance now scales with 𝒪(cpus). But too many CPUs and you waste money. Too few and agents waste time. Elastic build machines...

seriously @walden_yan cooked, this thing legitimately saves my ass 3-8x a day, and yes it sounds weird that devin can catch devin's own mistakes, but this is basically the equivalent of "sleeping on it" and looking at a PR with...
I thought there was a problem with the security group rules created by my bootstrap script initially but there was not. AWS added ids to security group rules which threw me for a loop in my tired state when I...
I keep trying to test my UI using Claude Cowork and it will do a few UI tests and then started hitting the API directly. I need more explicit instructions.
346: Zuckerberg Finally Finds His People, They Are All AI Agents One does not simply walk into cloud security - but Google just published a 60-control checklist and some Terraform to help you try. Ryan loves it, but what does...
New agent primitives are sprouting up left and right. Virtual sandboxed containers for them are one of the hot new infra components…
Maybe flip some heavy MCP servers to tiny, fast binaries that your agent can use within a Skill? That's what @iRomin did here as an experiment and I think the approach has merit. https://t.co/if8SC0djvj
Holy moly, these guys never stop shipping. 🚨 @AnthropicAI just pushed a major update to Claude Code, moving closer to true autonomous execution. Meet 'Auto Mode' This drop effectively patches the primary bottleneck in CLI-based AI agents: the constant need for human-in-the-loop authorization...
using playwrite mcp for testing data entry. I'm really glad I write all my apps as clinet-server with an API. Its will do the first few in the UI, inspect the network traffic and then start posting directly to the...
If you can't answer "who did what, when, why, and with what data,' your AI agents aren't ready for production. #DevOps #Observability https://t.co/tRGwCPc4Mb

What I've Vibe Coded 🤖 In 2.5 Weeks ~ Compared to similar code I tried to implement for years to deploy an AWS environment for running batch jobs (as AI agents or not). How I did it. https://t.co/BlXxVvHagH https://t.co/btfZ0Yw1hK
🚨 @Airweave_ai just solved one of the absolute hardest problems in production debugging and... ... they open-sourced it 🤯 Server logs are great at telling you when something broke in production. They are terrible at telling you why it happened. This new tool adds...

Most AI teams have a dependency problem they haven't mapped. If your compute provider had a two-week outage, what breaks in production? If you can't answer that clearly, that's your next architecture conversation. https://t.co/skfSBDmvnp
My full PHP test suite took 20+ minutes. Unbearable. Yesterday, I asked Claude Code to speed up my test suite. I knew that parallel testing would be a massive time saver, but I had set it up so that things immediately...
AI agents rarely fail where most teams expect them to. They don’t fail in development, where everything is controlled and tested. They fail later, once exposed to real-world variability. I see this repeatedly. An organisation builds an agent, the demos...

Just created my first PR into the Y Combinator codebase (1.84M lines of code total, this PR was 2400 lines) I got the YC internal/bookface codebase to run natively in @conductor_build - and it was hairy since it's a gargantuan...
If you’re starting your DevOps journey, don’t begin directly with Kubernetes. Many beginners jump into advanced tools because they are popular and in demand. But without strong basics, things start feeling difficult very quickly. Before Kubernetes, get comfortable with: • Linux • Networking...

Cooking with GStack today. I just dropped 10 PR bug fixes from the community plus a big refactor of E2E CI tests, which should help stability overall. https://t.co/xJDTIpixTy

For those of you, developing with Temporal Temporal Developer Skill - install in Claude Code using https://github.com/temporalio/skill-temporal-developer
I think the concept of building a Software Factory is now a commonplace expectation. Yay. The winner still isn’t clear but whoever does the best job reimagining the software development lifecycle in a world of agents, AI, expert knowledge, tribal...

Claude Code giving useful reminders for GitHub workflow dependabot PR recommendations that may break my app's usage on Cloudflare Workers platform 🤓 👍
We're early in a world where agents maintain the software they help you build. Ramp Labs team is proving it works at production scale and the results are only getting better as models improve. Sharing what we learned, hope it's...
You can have green DORA metrics and still have miserable developers. Speed ≠ Joy. To get real IDP adoption, we need to treat platforms like products. APIs aren't enough. Read my new article for Platform Engineering here: https://platformengineering.org/blog/the-empathy-gap-why-your-platform-needs-ux-not-just-apis #DevEx #PlatformEngineering #devopspink
Big day for Windows + libghostty-vt: - We now run the full unit tests on Windows in CI - We now build libghostty-vt in CI - We fixed a ton of issues related to MSVC with libghostty-vt - CMake now supports building libghostty-vt...
In this episode of Founder Firesides, YC's @harjtaggar talks to @wuweiweiwu and @itsjeffan, co-founders of @MomenticAI, who just raised a $15M Series A. Momentic is the verification layer for software. The AI-powered testing platform impersonates end users to catch bugs before...
still weird that after all this time, AI still tries to edit my migration files instead of just creating new ones. some database habits are apparently eternal.

We just snuck out this cool little @googlecloud paper that spells out what to think about when preparing agent-native infrastructure. What changes from a cloud-native approach? Direct link: https://t.co/10AiOuo7LG https://t.co/7Eg6IqHaJa

I released GStack 2 weeks ago and we're still growing I made it because I was realizing: every software engineering project is changing. How could I accelerate the way I saw @steipete accelerate? GStack is my gift to everyone who wants...

End-to-end ML deployment breakdown: • Train & serialize model • Build FastAPI inference layer • Containerize with Docker • Push to ECR • Deploy via Lambda + API Gateway Serverless. Scalable. Production-ready. This is real MLOps 🔥
Created a chatgpt 5.4 plugin for Claude, it automatically gets a "second opinion", forges the best results for prd/spec/implementation. Once finished and reviewed, submits to chatgpt for bug review / security review analysis. Works insanely better having two work together. ⏺...
GStack actually will use Codex for code and plan reviews and I use it 100% of the time now
Yeah. If you’re coding with either Claude Code or Codex in a macOS environment, use cmux. https://cmux.com/
The chatter about generating code with AI tools feels stuck at the "basic" level of... well, codegen, plus (perhaps) reviews and testing. I hear close to little talk about the things that come right after generating code: deploying, canarying, o11y, SLOs,...
All the complicated stuff I do with AI starts here. I still use this method with a few tweaks. Instead of writing a book I publish here. Learn to write good code with AI ~ and secure it. Implement A Simple...

What does a Secure AI Factory look like in an enterprise run by humans and AI agents? @Cisco's answer is Secure AI Factory, a full-stack architecture designed to generate tokens at scale while keeping data private and operations manageable. And it's...

Found a Github repo that 10x your Claude Code. 25 agents. 108 skills. 57 slash commands. Token optimization baked in. Agents handle architecture, security review, TDD, refactoring, E2E testing. Each one scoped to a single job. Best part: token costs cut 60-70%. Sonnet default. Thinking...
One lesson from years of DevOps work: Small changes are safer. Large changes feel efficient but carry hidden risk. That idea seems just as true with AI assisted development. Iterate quickly, but in small steps.