Feed AI Session Insights Back Into Shared Team Artifacts
NEW POST @techygarg finishes his series on reducing the friction in AI-Assisted Development with a practice that feeds back learnings from AI sessions into the team's shared artifacts, turning individual experience into collective improvement. https://t.co/sQ9bkAGlbQ
Essential DevOps Toolkit: 9 Tools Every Engineer Needs
🚀 Want to break into DevOps? Start HERE. These are the tools every DevOps engineer uses daily 👇🏿 🐧 Linux & Shell – the foundation 🔧 Git & GitHub – version control everything ⚙️ Jenkins – automate build, test, deploy 🏗️ Terraform – infrastructure as...
Enterprise DevOps Must Treat Ops Like Product
SaaS teams treat operations as part of the product. Enterprise DevOps should do the same: reliability, observability, and UX are non-negotiables, not afterthoughts. #DevOps #CIO https://t.co/e4TERhpY2r
EFS Cache Now Auto‑evicts to S3, Cutting Costs
Actually this is sick. Files fall out of EFS cache back to S3 prices after configurable expiry. Previously mounting S3 directly was buggy af, and EFS cost-prohibitive.
Google Releases Scion: Open-Source Multi-Agent Orchestration Testbed
Google Open Sources Experimental Multi-Agent Orchestration Testbed Scion https://t.co/PlBR6IEpwn < I got this running on my machine over the weekend. It's harness agnostic (comes with Gemini CLI, Codex, Claude, OpenCode) and lets you orchestrate work.
Enterprise DevOps Must Adopt SaaS Feedback Loops
Enterprise DevOps can't just ship faster. Learn from SaaS: continuous feedback loops, tight customer alignment, and product thinking around platforms. #DevOps #SaaS https://t.co/e4TERhpY2r
Skipping Git Validation Cost Three Weeks of Development
I'll give you a story of a recent Claude instance that set me back 3 weeks. I will admit mistakes on my end for not validating the git commit here, and that's 100% on me. I was working on a production implementations...
Git Worktrees Demand Automated Per‑branch DB and Redis Provisioning
Git worktrees are all the rage for even slightly parallelized agentic engineering. I wonder, how do you deal with "basic" external dev services? Who spins up a new db (w/ fresh data), or a Redis instance, for each worktree? Is this a...
Write Software with Mechanical Sympathy for Faster Hardware
NEW POST Modern hardware is fast, but software often fails to leverage it. Caer Sanders guides his work with mechanical sympathy. He distills this into principles: predictable memory access, awareness of cache lines, single-writer, natural batching https://t.co/TGXxUv8PoC
Meet Gravy: Your Snarky Claude Code Buddy Debugger
This lil brat is growing on me. Have you hatched your Claude Code buddy yet? Type in /buddy and see which one you get. Mine is a snarky dragon named Gravy. Low key kinda helpful. Caught some nuanced bugs in...
Observability Tools Built for Manual Coding Are Obsolete
Hot take for a room full of observability practitioners: Logs, traces, and metrics were designed for a world where humans wrote and reviewed every line of code. That world is gone. I'm speaking at the Observability Summit North America in Minneapolis on...
200 Essential Linux Commands Every DevOps Engineer Needs
Master Linux = unlock DevOps 🚀 This is not just commands. This is what you actually use in real projects: • Debugging pipelines • Fixing production issues • Managing servers • Working with Kubernetes 200+ commands → structured → practical Save this. You’ll need it daily. Comment linux and...
Zero‑build Libghostty Xcframeworks Now Auto‑published Each Commit
We now build binary "xcframework" packages for libghostty on every commit for macOS and iOS. They're available via GitHub releases and blob storage. Just drop them into Xcode or in a Package.swift and you're ready to go. No Zig headaches....
New Cloud Run Features Unveiled at Google Cloud Next
In two weeks, I'll be presenting "What's new in Cloud Run" at #GoogleCloudNext. Joining me on stage: Belinda who leads Cloud Run engineering, @stkenned from @Replit, and Mimi from @AnthropicAI We'll cover vibe coding, AI agents, AI inference, and scalable apps....
AI Dev Tools Converge on Orchestration Across Environments
All the AI dev tools vendor are betting on orchestration. Where does that surface live? The terminal, like Claude Code? Sandalone desktop app like Codex? As part of the IDE like Antigravity and Cursor? @janakiramm takes a good look worth checking...
Expo Simplifies Native App Testing and Deployment via QR Code
Expo is awesome for mobile apps. QR Code scan to test native app building and usable before publishing, handles full deployment to appstore/play store. Easiest thing ever.
Math-Powered API Guarantees Break‑Free Code
How can math make better code? "We want a world where vibe coding for complex systems and backends can be unlocked with the guarantee that you actually did it," says Axiom Math CEO Carina Hong. The $1.6B-valued startup's founder pictures a future...
One Prompt, 24 Agents, 22 PRs Merged
One prompt. 24 parallel agents. 22 PRs merged. Claude Code /batch takes a single instruction and fans it out into a multi-agent swarm. Each agent gets its own git worktree. Each opens its own PR.
AI Code Generators Accelerate Ops, Demand Strong Standards
RT AI coding tools can now generate "weeks' worth of code in a matter of hours." That should change your digital operating model more than your headcount plan. Speed without standards is a liability. #CIO #AI @Star_CIO https://t.co/p18hdtdbZn
Agents Need Full MLOps Stack to Scale
AgentOps = MLOps for autonomous AI. 🧠⚙️ To scale agents in production you need the full stack: 🗺️ planning 🧠 memory/context 🤖 execution (tools/APIs/code) 📈 monitoring 🔁 optimization 🛡️ governance 🏗️ infrastructure Agents don’t scale without operations. #AgentOps #AIAgents #AgenticAI #LLMs #Automation
Live Prompt Injection Accelerates Anti‑Gravity Build Iterations
being able to inject additional prompts during the build has been a game-changer within anti-gravity. if you see the thought process slightly off (maybe b/c of an imperfect prompt...) you can quickly course correct instead of waiting. you can also...
Adyen Boosts Model Training 195× with NVIDIA
@Adyen — 195x speedup in model training with NVIDIA accelerated computing. Real-time routing & conversion optimisation at $1T+ in payment volume. https://t.co/HxmnbS6Y8V
All Essential DevOps Tools Are Free—Just Start Building
Linux is free. Docker is free. Kubernetes is free. Git and GitHub are free. GitHub Actions is free. Python is free. AWS, GCP, Azure are free (with limits). Terraform is free. ArgoCD and Flux are free. Prometheus and Grafana are free. Open your laptop and start building.
Nightly Skill Drift Detector Workflow Keeps OpenClaw Files Tidy
Keeping OpenClaw markdown files tidy was a headache. Skill files, prompts etc would constantly get bloated. It got worse when I started keeping multiple versions of each file for different models. The solution? A nightly skill drift detector workflow. Published...
Qmd 2.1 Launches with Code‑aware Splitting, Performance Boosts
qmd 2.1 is out with all sorts of goodies. Code aware splitting, performance, official benchmarks etc etc
14 Releases in One Day, Delivery Fully Automated
14 releases one day. Delivery on autopilot 🛩️ Just checked reports, Claude and Pilot are building.
Free Goose Beats $200/Month AI Code Assistants
$200/month vs $0 guess which one is more powerful? Claude Code and GitHub Copilot give suggestions. Goose (by Block Inc.) actually runs, fixes, and ships your code. Same LLMs. No lock-in. Full control.
Add Guardrails, Not Just Prompts, for Better AI
I let Claude Code loop for 45 minutes while I was at the gym. Came back. It told me the feature was done. It wasn't. It hadn't even run the tests. Not because the model is dumb. Because I wrapped it in nothing but...
KiloClaw Replaces Costly Mac Mini AI Setup
The $600 Mac Mini AI agent setup is already dead. KiloClaw runs 5,000+ skills in a browser tab with one click and zero configuration. No Mac Mini. No Docker. No servers. No config. https://t.co/uAhVZIwhre
Seeking Tools that Scan Repos for Malicious Dependencies
What are vendors that offer scanning of PRs or repos to protect against malicious dependencies? I know of Sonar (Advanced Security), Socket .dev, JFrog. What else do you know of or use and what does it do? (At some point, you want...
Simplify Branching to Accelerate Releases
Bad branching = slow releases. This carousel covers what actually works: • Git Flow vs Trunk-Based vs GitHub Flow • PR & CI/CD best practices • Naming + governance • Common mistakes (and fixes) Want the full 12-chapter guide? Comment “BRANCH” — I’ll DM it. #devops #git #cicd...
Closing Release Gaps to Prevent Repeat Mistakes
Love this response from GPT 😂😂 The native admin coverage is committed. Next I’m closing release-process gaps: build pipeline readiness, QA safety, and the Codex/Claude guardrails so future sessions don’t repeat the mistakes we already paid to find.
Run Google Gemma 4 Locally with LM Studio & CLI
More local AI testing with Google Gemma 4 26B-A4B via LM Studio desktop app and also via headless CLI and using Claude Code https://ai.georgeliu.com/p/running-google-gemma-4-locally-with 🤓
AI-Powered OpenClaw Automates Developer Tasks at Startup
Wall Street Journal: Startup Uses AI and OpenClaw to Automate Developers ... our secret weapon at @getjustpaid . https://t.co/K5Zx4gPVl2 https://t.co/TcLCMfkdMl
C Regex Boosts Transcript Loading Speed Over Biopython
Music to my ears. Finally squashed a slowdown by focusing on a C regex instead of the slower biopython bits. Took a lot of back and forths to find a solution but thats a substantial speed difference. This becomes substantial...
Zero‑Trust BYO‑VPS Delivers Commercial Features
So, I built more or less complete platform to test whether I could match the core features of commercial vendors with a zero-trust, BYO-VPS platform. Zero-trust: The control plane stores no credentials, only metadata. A worker running next to your server...
Zero‑Trust BYO VPS Platform Matches Commercial Features
I've built: A zero-trust BYO VPS platform. It has feature parity with commercial alternatives, but it still needs a lot of polish. 😀
Let Claude Call Codex for Code Reviews
Claude Code pro tip 💡 Have Claude ask Codex to review its plan and implementation. Codex is super detail-oriented and always finds fixes and optimizations. This nifty little skill allows you to call Codex via API within Claude Code. It's become one of my...
Master Terraform: Six Core Concepts Every Engineer Needs
When someone asks how you manage your Terraform infrastructure, the answer goes beyond just writing code it’s about understanding the core building blocks that make everything work efficiently. Before provisioning any infrastructure, there are 6 key concepts you need to have...
Trace Beyond APIs: Observe AI Agents' Stateful Loops
RT AI agents are stateful with memory and feedback loops. If your tracing stops at APIs, you're flying blind. #SRE #Observability @Star_CIO https://t.co/tRGwCPc4Mb
Build DevOps Skills with 50 Real-World Scenarios
DevOps isn’t learned… it’s built. This roadmap is 50 real-world scenarios covering: Terraform → AWS → Kubernetes → CI/CD → Security → Monitoring Basically everything you’ll touch on the job. If you can complete these assignments, you’re not “learning DevOps” anymore — you’re doing...
Dify: One‑Click AI App Deployment, 136K Stars
DROP EVERYTHING. This GitHub repo just hit 136K stars and it’s the fastest way to ship an AI app: Dify helps you go from prototype to production without writing 1,000+ lines of glue code and using 6 other tools. Here’s what it handles...
AI Agents Delivered Fully Tested Code Overnight
Set up two AI agents before bed last night. - Pilot (executor) — picks GitHub issues, writes code, ships. - ClaudeCode (/loop to monitor) — checks status every 30 min, reports. Morning: everything wired, tested, parity checks passing I review with a coffee...
Know When to Stop AI and Debug Manually
Trying to figure out when to stop the ai 🤖 wheel spinning and when to just investigate manually. Right now I have my whole environment and job management site on the verge of working and tonight Opus 4.6 in Kiro...
Deploy Gemma 4.26B via llama.cpp OpenAI API
llama-server -hf ggml-org/gemma-4-26b-a4b-it-GGUF:Q4_K_M openclaw onboard --non-interactive \ --auth-choice custom-api-key \ --custom-base-url "http://127.0.0.1:8080/v1" \ --custom-model-id "ggml-org-gemma-4-26b-a4b-gguf" \ --custom-api-key "llama.cpp" \ --secret-input-mode plaintext \ --custom-compatibility openai \ --accept-risk
New Tool Empowers Better Developer Experience Planning
I make tools on GStack for myself, so I am releasing /plan-devex-review today to help you create amazing Developer Experiences. Big thanks to Addy Osmani's DX framework for the inspiration here. https://t.co/i5Qy553Q8Q
Let Team Review PRs While Primary Agent Runs
What if instead of spinning up yet another parallel agent, you reviewed some of your team members' PRs while your primary agent is working? idk just a thought
Platform Engineering Surpasses Backstage Architecture, Demands Rethink
"The platform engineering market didn’t outgrow the idea of Backstage. It outgrew the architecture." https://t.co/A1tIlwohC6 < Backstage needs to reimagine itself to match what platform engineers need? That's the argument here from @ZoharEiny.
Track AI/ML Experiments Efficiently with Vertex AI
Any chance you're losing your best AI/ML experiments in a sea of notebooks or manual spreadsheet trackers? Sounds like that's a real issue for many teams. This post looks at how to better track your model training experiments with @googlecloud Vertex...
Shared Observability Unites SOCs, DevOps, and Risk View
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