Master Core AWS Skills for DevOps Interview Success
Master AWS fundamentals the smart way ☁️🚀 From EC2 and S3 to Auto Scaling, CloudWatch, and real-world architecture questions—these are the core concepts every DevOps/Cloud engineer needs to know. If you can confidently answer these, you’re already ahead of most candidates. Save this for interview prep 📌
Telemetry Opt-Out Bug Drained Users' Token Allowance
Claude Code had a bug where opting out of telemetry silently dropped your cache TTL to 5 minutes. Every cache miss meant full token re-ingestion. Users on the $200 Max plan were burning through a week's allowance in 2 days. Boris (Claude Code...
Run Claude Code Locally, Zero Cost, No Cloud
RIP Anthropic API fees. Someone just made Claude Code run 100% locally on a MacBook for $0/month. 122B parameter model. 65 tokens per second. Nothing touches the cloud. The trick everyone else missed: Every other local Claude Code setup uses a proxy to translate...
GBrain v0.11 Introduces Minions: 10× Faster Queues
Now launching GBrain v0.11 with Minions I got sick of OpenClaw's subagents timing out and not getting things done So I built a queue/jobs system that uses GBrain's Postgres/PGLite based on BullMQ to give your OpenClaw/GBrain setup wings. Minions are 10X faster,...
Claude Cowork: Promising Concept, Frustratingly Buggy Experience
Maybe it’s me but I find Claude Cowork to be fascinating in theory (Claude Code abstracted in a user friendly interface, with MCP integrations) but unusably buggy in practice Maybe a skill issue on my part
Isolate Each Agent Thread with Separate Local Environments
How are people running multiple agents at the same time? I’ve tried separate worktrees but things still get messy. I want separate environments for every agent thread. How can I accomplish this locally?
Rust-Powered LLM Framework Delivers 3× Speed, Cross‑platform
He trained a 12M parameter LLM on my own ML framework using a Rust backend and CUDA kernels for flash attention, AdamW, and more. The framework features: - Custom CUDA kernels (Flash Attention, fused LayerNorm, fused GELU) for 3x increased throughput - Automatic...
Casual Contributors Rely on AI, Skip Safety; Maintainers Double‑check
Does this research surprise you? Casual codebase contributors use AI agents to do the heavy lifting (and skip safety checks more often) while core maintainers use agents to take on toil, while still double-checking work themselves. https://t.co/VQUivyGjju
Share Your Ideal AI Stack for Optimal Performance
I have a constant feeling of being behind on AI and having a suboptimal stack What’s your optimal setup - post below
Google's Ultra‑slow Rollouts Ruin Excitement, Switch to Orion
FWIW i have just updated chrome and do not see this. google has this big issue of ultra slow incremental rollouts. it really kills the vibe - i see stuff they launch, i am excited to try out, "oh its still...
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
Agents Accelerate Work, Scheduling PRs Prevents Overload
My coworkers are moving at human speed. I'm using agents to run ahead and do next week's work in branches. Then I'll schedule PRs to drip out at a regular pace so I don't overwhelm the process. This...
WOZCODE Slashes Claude Code Costs by 54%
Someone built a plugin that cuts Claude Code's cost by 54% on the same task, same model. Not a different model. Not a different harness. Just smarter tools underneath. It's called WOZCODE and the benchmark numbers are genuinely CRAZYYYY. https://t.co/OUoCq9J5ep
Grok's Near‑AGI Power Simplifies Complex Cron Jobs
@Grok helped me to solve a few issues with website cron jobs. Not easy for the average person. Overall Grok was operating near AGI levels.
Seeking Real‑World CTEM Platform Success Stories
What is your favorite CTEM platform right now and why? Less interested in feature lists and more interested in what is actually working in production.
New Open‑Source SRE Extension Boosts Gemini CLI
Want a little Site Reliability Engineering help from your agentic CLI? @palladius just open sourced a new SRE extension for the @geminicli. It's got a handful of useful skills for investigations, anomaly detection, and mitigations. https://t.co/euwVVEOK6r https://t.co/dnjWoIdlmD
Trace Beyond APIs: Observe Stateful AI Agent 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
Combine Claude, Gemini, and Codex for Unstoppable Automation
Having Claude Code and Gemini do the work and having Codex review is OP. You can literally have this setup for anything
HCI Cuts Infrastructure Setup From Months to Minutes
My friends in infrastructure and operations geek out over HCI, and for good reasons. Months to configure infrastructure for new applications were reduced to minutes. #ITOps #Cloud https://t.co/v3MPhHTyuw
DevOps Is Becoming Data Engineering’s New Data Science Role
Is DevOps the new data engineering of data science? As in the old days, when you spent 80% of your time on data engineering instead of data science. https://www.ssp.sh/brain/the-state-of-devops-in-data-engineering
Workflow SDK Delivers Next.js‑Level Reliability for Backends
The hardest thing about agents and backends is durability. @workflowsdk fixes this. That LLM you're calling *will* go down. That service *will* rate limit you. That database *will* unexpectedly slow down. You *will* get paged 💀 I've been looking for a unicorn...
New Multi‑Region Endpoint Boosts Availability, Preserves Data Residency
You want @AnthropicAI Claude Opus 4.7 served from a single @googlecloud region? Got it. Oh, you want the global endpoint for max availability? Do that. What's new is the multi-region endpoint with more availability, but respecting data residency. https://t.co/CSUJhvOCMX
Boost Productivity with Opus 4.7: Proven Tips
Dogfooding Opus 4.7 the last few weeks, I've been feeling incredibly productive. Sharing a few tips to get more out of 4.7 🧵
Opus 4.7 Launches on Bedrock; Kiro CLI Integration Pending
Taking a bit of a break today because Opus 4.7 is already available in Amazon Bedrock and hoping it will be in the Kiro CLI today as well (or soon).
Only 28% of AI I&O Projects Meet ROI, 20% Fail
"Results of a Gartner study released Tuesday reveal that only 28% of AI use cases in infrastructure and operations (I&O) fully succeed and meet ROI expectations, and a full 20% end up failing outright." https://t.co/zFS0Cy2PEy
Quality Engineering Returns: Balance AI Trust and Review
"I started this article by talking about a false choice: either we surrender our judgment to the AI, or get stuck reviewing every line of code it writes." https://t.co/3RYvR9XCVJ < doesn't have to be one or the other. Quality engineering...
Europe Launches First Kill‑switch‑proof Cloud Recovery Stack
Europe builds its first “kill-switch proof” cloud recovery stack https://t.co/QMZVcROJjW >> Congrats. Interesting pan EU collaboration - BUL / D / I and LUX. Good to see. Bow let's look for adoption.
OpenClaw Secured with Docker Sandbox and Clawvisor
It’s April now OpenClaw with docker sandbox, logging mitmproxy firewall and Clawvisor and you are good to go The days of “it’s insecure” for OpenClaw are over
Testing Opus 4.6: Is VPC Security Deployment Restored?
Ok…let’s try again and see if Opus 4.6 🤖 is any better than the last time I tried it and if it can deploy my VPC endpoint security groups correctly now. Is it still nerfed for everyone else or only...
Use Google Cloud Vertex AI for Fast Anthropic Models
If you're prioritizing latency and throughput for @AnthropicAI models (https://t.co/V3922AstdD), you probably choose @googlecloud Vertex AI. Here's a guide for setting up Claude Code with Anthropic models on Vertex: https://t.co/HpeF994xXd
Run OpenClaw in the Cloud, Not on Your Laptop
OpenClaw is the best AI agent I've ever used. I run it every single day. But if you asked me to run it on my laptop full-time, I'd say you're making a mistake. OpenClaw is brilliant for accessing your files, reading your apps,...
AI Outpaces Teams in Bug Detection; Adapt Response
AI discovers bugs faster than teams can respond https://t.co/2YNTbiuIjn < call me crazy, but I don't think the solution will be "stop finding bugs." We need to change how we respond to the valid influx.
Track Security Compute Like Stars for Open-Source Trust
If finding security flaws is fully automated with frontier models à la Mythos, then GitHub should have a metric, like stars, showing how much compute is spent securing/hardening an open-source package. Example: 📦 linus/linux ⭐️ 200k 🦾 $239M Only way OSS can...
Dual Agents Ensure Checks, Hermes Auto‑revives Dead Gateways
Every business needs a dual agent system to serve as checks and balances. Seeing Hermes automatically revive a dead OpenClaw gateway on its own was magic. Here’s a system you can deploy:
AI Accelerates Strategy Execution to Near-Real-Time
2025: “Strategy” *Takes weeks to ship a new page* Uses ChatGPT to “do research” “I don’t have enough time.” “That’s too hard. I’m going to need more headcount.” 2026: Strategy and execution Ships a new page in an afternoon and continually optimizes it Uses Claude Code, OpenClaw, Hermes, to...
All‑in‑One Claude Desktop Unifies Parallel Development
One window. Multiple Claude sessions. Total control. The new Claude Code desktop experience lets you manage parallel workflows without losing context. Built-in terminal, file editing, HTML and PDF previews, and a faster diff viewer make it a complete workspace. And your CLI...
All Top AI Models, Fully Managed on Google Cloud
All the best models in one place. We just lit up @grok 4.20 and Grok 4.1 Fast as fully-managed APIs on @googlecloud. Pay as you go, no infrastructure to provision or manage. Party on. https://t.co/UsUQzqy8sv https://t.co/Zi4ooO3471
Agents Don’t Need Instant Spin‑up; Seconds Don’t Matter
I keep hearing "agents can't wait". Sandboxes and DBs must spin up as fast as possible. But I don't understand why. Agents typically work in the background. Few extra seconds won't matter. And I see Codex use Docker, waiting for...
Explore Software Factory: A New Control Plane for Enterprises
Here is a very detailed walkthru of Software Factory. This is best suited for PMs and Engineers who want to start tinkering with a potential new control plane for how software is made... ...we've made a lot of inroads into establishing...
Scaling AI Feature From One to 8000 Customers
Thrilled to see this one ship to everyone. It's one thing to hand roll an AI feature once for one customer. Rolling this out reliably to 8000 customers is a different type of challenge. Kudos to Pratik & Team...
Open‑source AI Tool Detects Real Bugs Automatically
Open sourced simple AI model that finds real bugs, from the folks at @Aisle_Inc . Is it getting hot in here? 🔥
Nearly Half of AI-Generated Code Fails in Production
43% of AI-generated code changes need debugging in production, survey finds https://t.co/OoNEi3VQ03 < maybe all that unattended agent-generated code going to prod will work out fine. Or, it won't.
Unified Dev Ops Fuels AI Agent Success
Just adding one thing regarding Google... AI agents thrive when the whole company has: - unrestricted token to access next gen frontier models - all its codebase in a monorepo - the best code search - a common build and test infra - standardized its code...
AI Builds MVP, Humans Fix Production‑critical Bugs
AI coding tools handle 90% of development perfectly. The other 10%? • Race conditions in payment webhooks • Memory leaks in long-running containers • SQL injection in "vibe-generated" auth logic That 10% is where your startup dies. Vibe coding got you to MVP. It won't get...
Deploy GPU Kernels as Easily as Models
Introducing Kernels on the Hugging Face Hub ✨ What if shipping a GPU kernel was as easy as pushing a model? - Pre-compiled for your exact GPU, PyTorch & OS - Multiple kernel versions coexist in one process - torch.compile compatible - 1.7x–2.5x speedups over...
Host Your App at Home with Free Cloudflare Tunnel
Oh, I forgot to mention that you can even host your app at home if you have a spare PC lying around. PostGrip uses Cloudflare Tunnel, which is free, to securely expose your app to the internet.😀
Deploy PostGrip: VPS, Docker Worker, Simple Setup
So, how does PostGrip work? It’s very simple. You go to a VPS provider like Hetzner and provision a VPS for your app(S). You download the worker Docker image from Docker Hub, run it on your VPS, and then follow the...
Evaluating Trust, ROI, and Risks of Anthropic's Security Model
Mythos ~ Anthropic released a new model they claim is scary good at finding security vulnerabilities. What questions should we be asking? No hot take. Just pondering how we can trust a model, the ROI, and how we can evaluate the...
Solo Founder’s Daily Tech Stack for Side Project
My actual tech stack for building BlackTwist as a solo founder with a full-time job. No fluff. Just the tools I use every day and why.
AI Agent Builds, Tests, and Ships Code Solo
I thought Cursor was the end game. CatDoes v4 just dropped an AI agent that lives in the cloud on its own machine. It writes the code, runs the tests, catches the errors, fixes them, and ships. https://t.co/SSgaM4kAJu https://t.co/WcrDDHD6pw