Cloudflare Transforms Into Full Developer Cloud Platform
Cloudflare is shifting from a CDN to a full "Developer Cloud." Workers, R2, and AI at the edge are driving higher revenue retention and usage growth. The platform is becoming sticky for developers building the next internet. 📈 Cloudflare
Two AZs = Double the SaaS Availability
You know what's really cool to realize, 2 years into running a SaaS? DB runs in us-east-2a App runs in us-east-2b 🤷 Twice as hyper-available, am I right? 🤣
GStack v1.13 Enables Cross‑Modal Synthesis with GPT‑5.5
GStack v1.13 shipped - simple feature, I'm spending a lot more time using GPT-5.5 with Conductor and so I realized I sometimes wanted to get Opus 4.7's take on a change before I kept going. Cross-modal synthesis is something I...
New OSS Tool Discovered for E2E Testing Despite Google Lag
Early warning signal for the Google execs who might follow me: Your index doesn't refresh fast enough for github repos, and so I had to use my OpenClaw and Exa to find this new and very powerful OSS for E2E...
Standardize Pipelines to Achieve SaaS‑Speed Enterprise Platforms
RT Want SaaS-level speed in the enterprise? Standardize pipelines, reduce configurations, and productize your internal platforms. #DevOps #PlatformEngineering @Star_CIO https://t.co/e4TERhpY2r
Easy Vouch Boosts PR Quality Without Slowing Flow
A couple months in and Vouch in Ghostty is working extremely well. Our PR quality is up and the rate of PRs has not gone down at all. Getting a vouch is easy, and the minimal barrier to entry easily...
Unveiling Vector DBs: Design, ANN, and Scaling Secrets
Today’s post is a collaboration I’m really excited about. I partnered with @systemdesignone to break down vector databases from both a system design and DevOps perspective. Not just what they are, but how they actually behave when you’re building real systems: • Why...
Unified Observability Bridges SOCs and DevOps
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
Auto‑configure Claude Code with Official Setup Plugin
Stop using Claude Code without this plugin. There's an official Anthropic plugin called claude-code-setup. It scans your entire project and tells you exactly what to activate. → Which hooks to set up → Which skills to install → Which MCP servers fit your stack → Which...
GitHub Actions Less Secure Than Private Lambda Deployments
Hardening GitHub Actions: Lessons from Recent Attacks | Wiz Blog ~ really good article but I wrote about why I won’t use GitHub actions at all on a cloud instance. Not as many protections as you can get with Lambda...
GPT‑5.5 Boosts Code Quality, Slower Yet Superior
Alright, so here's my current setup: Codex with GPT 5.5 with extra high reasoning. Opus 4.7 with extra high reasoning through Cursor (don't trust claude code harness atm). GPT 5.5 producing about 8-13% better code quality, 8-12% less bugs, and 27% more...
Open a PR First: Clean History, Safer Reviews
Reasons why you need to open a PR before pushing your files to the git repository, so your history doesn’t get messy, easy to review, safer and that is the standard.
Successful AI Deployments Prioritize Governance, Ops, and Culture
What separates the organizations that are successfully moving AI into production from those still stuck, and what did the successful ones do differently? https://t.co/EW9phKw1Bw
Kubernetes Roadmap for Serious DevOps: From Basics to Production
Kubernetes from zero → production mindset 🚀 If you’re serious about DevOps, this is the roadmap you actually need: • Core concepts (Pods, Deployments, Services) • Architecture (Control Plane vs Workers) • kubectl + YAML fundamentals • Networking (Ingress, Service types) • Storage (PV/PVC) • Security (RBAC,...
Open‑Source Platform Enables Self‑Improving AI Agents
Goodbye agents that silently hallucinate in production. Future AGI just open-sourced a full platform that makes AI agents self-improve... and it's wild. You literally plug in your agent and it traces, evaluates, simulates, guardrails, and optimizes it. That's it. It handles everything: - Traces across...
Enhanced Smoke Tests Ensure OpenClaw Container Recovery
I'm on a GBrain PR-spree tonight, first up smoke test improvements for when your OpenClaw container dies and you want everything to work when it fires up again https://t.co/e2p0f6NVVN
GStack v1.11.0 Atomically Stacks Versions and Changelogs
Quality of life GStack v1.11.0 release /ship now stacks VERSIONs and CHANGELOGs up atomically so you don't have to go through so much BS trying to get 10 PR's ready to go all landed on main It's a good problem to have,...
Surprised No Issues Found with Anthropic AI Review
how tf are there no problems found using @AnthropicAI ultra review lol. I vibe coded this entire project there has to be at least one issue https://t.co/HmUQEDtrbo
Explore Cloud Run Sandboxes – Details & Sign‑Up Link
I heard you like sandboxes, so here is a thread with more details about Cloud Run sandboxes and a link to sign up
Migration Hardening Essential for Massive Markdown Repositories
Turns out migration hardening matters a lot when you have 50k markdown files in your brain repo https://t.co/kgoCFverRF
GStack Turns Claude Code Into Full AI Engineering Team
GStack is an open-source toolkit built by YC President & CEO @garrytan that turns Claude Code into an AI engineering team — with skills for office hours, design, code review, QA, and browser testing. In this video, Garry walks through how...
Passive Monitoring Saves Tokens Compared to Constant Polling
Most people use /loop to poll their logs every few minutes. That burns tokens the entire time, even when nothing's happening. Claude Code's Monitor tool (v2.1.98+) does the opposite. It watches in the background, zero tokens while idle, and speaks up...
Master Basics First, Then Tackle Kubernetes Confidently
🚫 Don’t jump into Kubernetes too early 🔥 Make sure you understand these first: Before Kubernetes → Linux fundamentals Before Kubernetes → Networking basics Before Kubernetes → Docker & containers Before Kubernetes → YAML files & configurations Before Kubernetes → Git basics...
DevOps Must Control, Not Just Record, Misbehaving Agents
RT "Record everything" isn't right. DevOps needs controls to throttle, quarantine, or kill misbehaving agents in real time #DevOps #AIops @Star_CIO https://t.co/tRGwCPc4Mb
Auto-Protect: 24/7 Security Engineer for Your Apps
Sometime apps you made that are secure might suddenly become vulnerable when there is an exploit in one of its dependencies. Typically you need engineers on payroll to monitor and handle this. We just automated that with Auto-Protect. It’s like your security...
Prioritize Happy‑path Performance, Avoid Needless Allocations
Observations from writing Go again, exacerbated by agents but not unique to them. First, its far too easy to allocate and agents (probably people too) do it too often. For example, to "undo" work on error, its enticing to keep...
Opik Unveils Ollie: AI Assistant Automates Agent Code Improvements
Opik just launched its most ambitious feature yet Introduces Ollie, an AI coding assistant built specifically for agents. Ollie connects directly to your codebase, analyzes massive agent traces, debugs real-world issues, generates tests, and ships improvements automatically.
Simdutf V9 Removes Libc++ Dependency for Libghostty‑vt
Simdutf released v9 which includes the ability to use it without libc++ at runtime (via a cleanup of my work). Really glad I could help get this upstream, a big win for all libghostty-vt users as we eliminate a major...
AI Code Generators Miss Runtime Monitoring, Boost Debugging Risks
AI Code Generation's Blind Spot: No Runtime Monitoring 43% of AI-generated changes need production debugging = significant post-deployment risk. Problem: AI coding tools (GitHub Copilot, Claude Code, Cursor, etc.) generate code but lack runtime visibility. What engineering leaders want: AI that...
Build Once in OpenClaw, Automate Forever with /Skillify
Basically how I'm building all my features these days: Do it once in OpenClaw, then just run /skillify and it does it like that forever
Seeking Best Practices for Managing Multiple AI Coding Agents
Are you managing multiple AI coding agents? If so, how are you doing it? Are you using an orchestration tool? Another agent to manage the agents? I'm starting to work with Claude Agent Teams and as well as just running multiple...
AI Bot Automates Bug Fixes and Launch Prep
Brad had our bugs channel agentmaxxed where our internal builderbot would fix issues with alignment, spacing, copy, etc etc with very little human involvement. Channel also checked for dupes, researched bigger issues, and gave weekly readouts to prep for launch...
Effective Harnesses Unlock Model Potential, Not Just Architecture
.@addyosmani shares hot takes: "A decent model with a great harness beats a great model with a bad harness" "The gap between what today’s models can do and what you see them doing is largely a harness gap." "A harness is a living...
Use S3 and DynamoDB for Terraform State Management
How do you manage your terraform infrastructure ? S3 + dynamo Db for your tfstate. Thats the foundation to your infrastructure. Just a gentle reminder
Open‑source CrabTrap Secures AI Agents with Policy‑Based Proxy
Brex just open-sourced CrabTrap. A transparent HTTP proxy that sits between your AI agent and every external API it calls. Okta, but for agents. AI agents in production are getting real credentials now. API keys. OAuth tokens. Database access. Write privileges to...
AI Will Soon Replace Git, End Developer Frustration
God I hate git. I can't wait for the AI revolution to replace git with something better so completely that I never have to think about it again.
Instrument AI Agent Interactions Like Distributed Traces
RT Treat every AI agent interaction like a distributed trace: prompts, tools, model calls, actions, and outcomes - all instrumented #DevOps #AI @Star_CIO https://t.co/tRGwCPc4Mb
AI Agents Boost Productivity 50% and Empower All
Global AI Agents Day @ @wayve_ai 🌏🎉 Last Friday, I asked our company to clear calendars to get hands-on with AI agents. Why? If we want to stay at the frontier of AI, it’s not just about what we build — it’s how...
Onyx: Self‑Hosted AI Keeps Your Enterprise Data Private
Nobody is talking about this. There's an open-source AI platform with 17.3K stars that connects to 40+ of your internal tools and runs completely on your own servers. It's called Onyx. Most companies using ChatGPT Enterprise are feeding sensitive internal data to OpenAI's...
Guide to GBrain Migrations for Seamless Version Upgrades
I wrote my friend @chrysb a quick note on how to implement GBrain style migrations for people who upgrade to new GBrain versions and want their setups to stay in sync as the core setup changes This is for Alphaclaw but...
Auditing AI Code Exposes Chaos; New Tools Prevent Repetition
I spent two weeks auditing my own AI-generated code. It was a train wreck. A taxonomy of the slop I found, and the tools I built to stop repeating it. https://t.co/XZj5NEHjZI
All Dev Platforms Will Converge Into Similar Tools
There are many ways to approach the "build an app" problem Consider Replit, Figma, Vercel, Claude in Excel, and Claude Code as examples Ultimately, they all converge. Anthropic is building out a back end scaling team (see bun acquisition) to automate server deployments...
Embedding AI Quality Gates Boosts Output Reliability
Great, practical talk by @nnennahacks on embedding AI quality gates such as agent rules and skills to get better output #AIEngineer https://t.co/8LjOBvffTG
Master Linux & Shell Scripting for Scalable Automation
Master Linux & Shell Scripting in one scroll 🐧⚡️ From basic commands → process monitoring → powerful tools like grep, awk, find, curl… this is the foundation every DevOps engineer needs. If you can automate it, you can scale it. What you’ll learn: •...
100 Kubernetes Challenges: From Beginner to Advanced
100 Kubernetes assignments Beginner → Advanced 💬 Comment K8S 📌 Save this 👀 Follow @devopsshack #kubernetes #k8s #devops #cloud #aws #docker #cicd #cloudnative #sre #platformengineering #devsecops #softwareengineering #backend #techlearning #devopsshack
GBrain v0.14 Adds Jobs Server, Boosting Throughput, Easing Gateway Load
GBrain v0.14 now has a jobs server for OpenClaw that significantly increases throughput and reduces gateway load, based on proven patterns from BullMQ. https://t.co/Nd11e6gDUR
Guardrails, Policy-as-Code, Self-Service Drive SaaS Agility
RT Enterprise release boards won't get you SaaS agility. Shift to guardrails over gates, policy-as-code, and self-service delivery. #DevOps #Cloud @Star_CIO https://t.co/e4TERhpY2r
Git as Source of Truth Stores All Config State
When we say Git is a source of truth what do we mean? The first thing is in Git there is a repository that holds all the configuration files you commit, so it describes the infrastructure and application state. As...
ArgoCD: Single Source of Truth, Self‑Healing GitOps
When you use Gitops in a project, what exactly made you use it and why not other tool? For me using Argocd as my Gitops tool is because it is a single source of truth, it’s a self healing system...
Step-by-Step Cloud Engineer Roadmap for Career Success
☁Cloud Engineer Roadmap Step 1: Learn Linux & Networking Basics Step 2: Understand Cloud Fundamentals Step 3: Pick a Provider (AWS, Azure, GCP) Step 4: Work with Core Services (Compute, Storage, DB) Step 5: Learn Containers (Docker) Step 6: Orchestration with Kubernetes Step 7: Monitor &...