We were able to join the #SiG-Docs. We are now part of the kubernetes open source community.
Supply chain attacks are becoming more frequent, and far more serious. What are sensible practices to protect against these when using Node or Python packages? I assume pinning versions is the bare minimum; for those with security teams / tools: why else...
When I joined Google, I found it annoying that: 1. Everyone works in the same repo at head 2. All dependencies are explicitly declared 3. External dependencies are copied in a central third_party folder 4. Everything can be re-built from source I had changed my...
my cofounder and I did a live code review today and I gave Claude Code the transcript. It also has all the reviews he has ever given our code base, all his comments, and I am using it to make...
Day 13 of AWS while being a mom AWS load balancers finally clicked for me when I thought about them like this: ALB → smart routing (Layer 7) NLB → speed & performance (Layer 4) GWLB → security checkpoint (Layer 3) Same goal (handle traffic)… completely...
When Opus 4.5 came out, it was a one-way door to a new way of engineering. Agents now do most of our coding. Knowing the inherent flaws and over-confidence of LLMs, we sent a clear message to our teams. Vibing and...
Wow. Starting today you can use Codex in Claude Code 🤯 /plugin marketplace add openai/codex-plugin-cc you can try it with: /codex:review for a normal read-only Codex review /codex:adversarial-review for a steerable challenge review /codex:rescue to let codex rescue your code https://t.co/hSOe0Kldt4
This AI code review tool just outperformed Claude on its own benchmark. It's called Qodo and Fortune 100 engineering teams are using it to catch what Cursor, Copilot, and Claude Code quietly miss. 800+ issues prevented per month Here's how it works 👇...
RT 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 @Star_CIO ...

Mastering DevOps on AWS 🚀 From code to production, AWS gives you everything you need to build, automate, deploy, and monitor at scale. 🔹 CI/CD: CodeCommit → CodeBuild → CodePipeline → CodeDeploy 🔹 Containers: ECS & EKS 🔹 Serverless: Lambda & Step Functions 🔹 IaC:...

Absolutely insane week for agentic engineering 37K LOC per day across 5 projects Still speeding up https://t.co/VR3utsduYx
When doing a code review with Codex, instead of just asking it to review the code, say this instead: “Review the code and keep fixing the findings in a loop until only one finding remains.” Otherwise, you will just iterate, iterate, and...
Just made a Claude skill that lets me remote in to my accounts via phone, assigns the issue to the Intern (our junior dev agent), update the fix and put to code review (agent) for testing in dev. Vacation won’t...
Google introduces TurboQuant, a compression method that reduces memory usage and increases speed, though results depend on benchmarks and real-world implementation variability. https://t.co/Li0QNGhDo4
"A single character typo broke the build for a 1,000,000 line code base" <-- this can easily happen and isn't a big deal. Version control + automated testing fix this. Those two things are generally weak in CAD...

Master Linux like a pro 🐧💻 From basic commands to networking, permissions, automation, and scripting—this is your all-in-one Linux cheat sheet. Whether you’re in DevOps, Cloud, or Cybersecurity, these commands are your daily toolkit 🔧 Save this post 📌 — you will need...
FireworksAI has released FirePass subscription to access Kimi K2 Turbo - a faster Kimi K2.5 serverless API $7/week unlimited tokens with first week free for use with agentic coding harnesses like OpenCode, Cline, Roo Code, Kilo Code, and OpenClaw...

GitHub Actions Complete Documentation What's covered: ✅ Core concepts (Workflow, Event, Job, Step, Action) ✅ Triggers — push, PR, schedule, dispatch & more ✅ Matrix builds — test across 9 environments at once ✅ Caching — cut build times by 80% ✅ Reusable workflows & composite...
It's wild that every time you run a Codex code review from Claude Code, it finds critical issues. Not 95% of the times, 100%.

🚨 Claude Code just got superpowers. Someone built a multi-agent orchestration layer on top of Claude Code that gives it 5 execution modes, 32 specialized agents, and 3-5x faster output. Zero learning curve. No new tools. No new subscriptions. Just Claude Code...

Holy moly... This AI just made every scattered Postman setup look embarrassing. It's called Requestly and its API client syncs your entire team's collections through Git automatically. No stale docs. No "which base URL are you on." No individual setups drifting apart. Here's...
Here's how we cut $5k/mo in token spend to $800 for one person. Steal these. Did a full cost audit last week. Cut it to $800. Same output. That is an 84% reduction. The biggest waste? A recruiting cron job running every...
Adopting coding agents isn't about replacing engineers or handing over critical systems on day one; it's about gaining a competitive edge by offloading low-risk tasks like migration scripts and test generation. By starting small with tools like Codex and Cloud...

Most people building AI agents hit the same wall: training is slow and expensive. Here's why — and what @nvidia just did about it. When you train an AI agent, two very different things happen at the same time: • The agent runs...
This is why on GStack I usually just run /plan-eng-review and /ship and it works
Ok. I’ve developed a PostgreSQL database client similar to Neon’s. I need to test it thoroughly before using it in production.
Next.js is popular, but not easy to deploy outside of Vercel. But thanks to teamwork across companies, there's a new stable Deployment Adapter API. And @Firebase is deeply involved and giving you a great way to run these apps. https://t.co/8Nk7k90yTY
From Friction to Flow: How Great DevEx Makes Everything Awesome https://t.co/mInTjuCShW < I'm so glad I get to work with @nicolefv and learn from her. Everyone gets her wisdom in this @InfoQ video/transcript.
Preston is the brains behind Scion, this self-organizing agent orchestration tool. Run local, remote, or both. Give us feedback if you try it out. I'm aiming to take it for a swing this weekend.

Am I supposed to talk about this yet? It's Friday, let see what happens. We quietly open sourced Scion, a new multi-agent orchestration tool for deploying and managing swarms of containerized AI agents Describe the rules, agents self-organize. All in...
Next week I'm presenting at AIM Innovation Week in Podgorica. EU-backed event bringing together startups, investors, and corporates around Montenegro's innovation ecosystem. Showing how AI builds software autonomously. Our tool Pilot is scoring 82%+ on the global industry benchmark, built right here...
By shrinking their monorepo from 87GB to 20GB, clone times dropped from an hour to under 15 minutes, onboarding became faster, CI pipeline started faster, and they saw fewer timeouts. The story from @Dropbox engineering ... https://t.co/XLOcCvbJeu
Sherwood Callaway (@shcallaway) is a second-time YC founder building @sazabi, an AI-native observability platform that helps engineers understand and fix production issues using AI. After years debugging production systems at companies like Brex, and building and exiting his first startup, he...
I won’t pretend I don’t use MCP - I do! But facts are facts: the ecosystem is getting way too bloated. If @composio’s universal CLI can actually just work in one command and remove the config nightmare... .. I’m 100% sold 🫡
SOCs and DevOps will need shared observability for agents: data access, tool calls, MCP interactions, and risk levels in one view. #Security #DevOps https://t.co/tRGwCPc4Mb
We’re moving from a monthly release schedule to daily. That means we need to have a clean pipeline from merged PR to public message. It seems like this could be an end-to-end mini app. If you’d like to help us build, refine...

🚨 A startup got $117M to build an AI app hacker. An open-source alternative just dropped that does the exact same thing. It breaks into your app, steals your data, and hands you the fix. Now running directly in your CI/CD pipeline. 100% Free...
Gumroad’s test suite of 16,000 tests has been flaky for years. This slowed down shipping tremendously. This week, Gianfranco used @karpathy’s autoresearch and @steipete’s OpenClaw to stabilize our test suite overnight. And his code is open source, so you can (have...

Great little story from @danshapiro about how he asked a coding agent to fix the official webcam software from Canon that kept crashing. He woke up to a new, fully functional Rust webcam app that has worked ever since. ...

Feature branches? Trunk-based development? How do you think about your branching strategy for source code? Here's a good look at some proven patterns: https://t.co/8o8FCGewx8 https://t.co/QYIYdtQ1eX
Now extrapolate this into the future: instead of just reactively fixing issues when they occur, the next step is to proactively fix them as they are detected by a background agent that scans the codebase 24/7 and simulates error scenarios.

I guess gstack is now in distribution in Claude Code You can just open a blank window and say install gstack and it works now https://t.co/w4ERSXrjFC
Struggling to get a production stack together? Just get Claude to do it. Need to pay for it? Just get Claude to do it. Bit by bit autonomy is coming.

I know we're somehow now talking about AI agents that just ship code directly to prod whenever, but yeah, you may still care about your software engineering rigor. Here's a post with common deployment strategies and how to choose the right...
Wrote up how we built a Claude Code skill that audits project docs against source code. The most interesting finding? Your CLAUDE.md can silently misdirect your agent.
RT Inside IT, many teams are still running pre-AI agile and DevOps playbooks while sprinkling in copilots and vibe coding. That mismatch will quietly cap your AI ROI until you redesign roles, rituals, and pipelines. #AI #Agile #DevOps @Star_CIO https://t.co/rZYa7HdIa8

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...

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...