Uber Solved AI Scaling with Centralized Gateways and Registry
What problems did Uber face when scaling AI? There wasn't a shared way of building, security was inconsistent, opaque visibility into call patterns, and discovery was unmanaged. They added centralized MCP gateways and a registry. More ... https://t.co/pVTbFSPRR9
Hybrid Cloud Demo Showcases AI, Sovereign Core Integration
And we are at the @RedHat part of @ArvindKrishna's demo - hybrid Cloud. For AI and for Sovereign Cloud (with SovereignCore). And @HashiCorp ... And now @confluentinc With @IBMwatsonx Data... #IBMThink https://t.co/icdWDpw5D4
Show the Why, Not Just Dev
Most people walk into DevOps interviews listing tools. That’s not what gets you hired. You need to understand how everything connects—CI/CD → containers → IaC → monitoring → SRE. If you can explain the why behind each piece, you stand out immediately. This cheatsheet...
Claude-Powered AI Agents Run Boris Cherny’s Nonstop Dev Ops
Boris Cherny dev setup: - Claude mobile app is the primary work interface - has 5–10 sessions open at a time, each session can have multiple agents running - runs thousands of agents on deeper tasks overnight - he has dozens of /loops running...
Diffusion-Style Decoding Triples LLM Speed on TPUs
Supercharging LLM inference on Google TPUs: Achieving 3X speedups with diffusion-style speculative decoding https://t.co/j1QPASxHKP < some pretty amazing increases in tokens per second
Open‑source Orchestrator Finds Critical Vulnerabilities in Minutes
𝚗𝚙𝚡 𝚍𝚎𝚎𝚙𝚜𝚎𝚌 We're introducing an open-source agent orchestrator for deep security reviews. We built it for internal use, and after running it against some major OSS projects, we gained conviction to share it with the world. Coding agents can now find critical vulnerabilities...
Git Worktrees: Essential Tool for Modern Development
Do you know what git worktrees are? Do you use them? Does your agent? @kweinmeister explains them well here, and why they're valuable to modern developers ... https://t.co/vbJXFxSgQ2
AI Gets You 90%—Still Need Real Dev Skills
The real unlock is getting non-tech users proficient at some of the advanced tech skills required to get complex tasks and projects over the finish line. The models get you 90% there but still require more advanced knowledge (eg Vercel...
Human QA Staff Become AI Trainers Through Feedback
A Chinese man spent years at a tech company doing one specific thing. He reviewed AI outputs. Caught mistakes. Made the model better. His title was QA supervisor. His actual job was teaching an LLM to do his job.
Gain GitHub Control: Faster Loads, Visible Rate Limits
You don’t need another GitHub tab. You need control. 🚦 RepoBar 0.4.0 quietly fixes a problem most devs ignore: wasted API calls, slow loads, and zero visibility on limits. What changed? • Smart SQLite caching → faster access, less noise • Rate limits...
Claude Code v1.42.0 Adds Detailed Token Cache Metrics
My Claude Code session-metrics v1.42.0 release now tracks partial token cache hit rates well as usual token usage, costs, cache breaks on a session by session, turn by turn basis 😎
Extensive Edge‑Case Testing Ensures Plasmid Editor Robustness
Make a heap of edge case detection tests for my plasmid editor, even did emoji-as-input catches, lol. I take robustness and data integrity very seriously so I'm making sure all sorts of edge cases are handled gracefully. I even added...
Own Your Platform: Scale, Fail, Recover, Deploy Securely
Building a Production-Grade Multi-Tenant SaaS Platform on AWS (EKS + GitOps) From zero infrastructure to a fully operational, secure, and scalable platform. Why I Built This Most “DevOps projects” stop at deploying an app to Kubernetes. That’s not how real systems are built. In production,...
User Acceptance Testing Prevents Costly Business Failures
Many business failures could be avoided with effective user acceptance testing. Identifying problems before launch prevents costly live issues and protects the business. #QualityAssurance #BusinessTips https://t.co/1siDo3Tyf3
Performance‑First Proxy Tracking Saves Costs and Student Frustration
My students burnt 4.7 billion tokens in 30 days, and I spent over $15,000 on Anthropic credits. It was totally worth it, and here's what I learned: - Proxy tracking is good, but it needs to be performant, otherwise, your students...
Docker Ensures Your Code Runs Everywhere, Not Just Locally
Most developers write code that works on their machine. Docker makes sure it works everywhere. With Docker, you can: • Package your application with all dependencies • Run the same setup on any system • Avoid environment mismatch issues • Deploy applications faster...
Stop Redundant Map Lookups to Save CPU
You might not notice, but this way you're accessing maps in code is wasting CPU cycles. They add up! Here's quick advice on avoiding redundant lookups ... https://t.co/uOpmIOwM5r
Observability Crucial as AI Code Becomes Unreadable
At some point soon, we're going to have to admit that we no longer truly understand the systems we're building. Companies are openly bragging that their developers don't bother looking at the code their agents produce; and it's so much of...
AI Agents Now Automate Every GitHub PR Review
Want AI agents on EVERY GitHub PR? @Macroscope just dropped `Check Run Agents` and it's WILD 🤯 How? Write a markdown file, connect your tools, and let Macroscope enforce your rules, label PRs, and drop inline comments. Time to say goodbye to manual PR...
Automate Entra SCIM Sync for Seamless IAM Provisioning
Building seamless identity workflows doesn’t have to be complicated. I just published a quick breakdown of Entra SCIM Sync to IAM Identity Center, how to automate user and group provisioning, reduce manual overhead, and keep access aligned across systems. If you’re working...
Cloud Mastery Requires Engineering, Not Just Button Clicks
Most people think learning Cloud is only about using services. It’s not. Real Cloud skills mean: • Understanding how Linux servers work • Managing networking between systems • Securing access with IAM and permissions • Automating infrastructure with code • Monitoring performance and failures • Optimizing cost and...
Bot-Driven OpenClaw Updates Frequently Break
Is there a better way to update OpenClaw than do this? Shit breaks half the time when I tell my bot to update itself. https://t.co/vvHrCq4xwW
Fully‑managed Remote MCP Servers Accelerate Google Cloud Integration
0-to-50 in record time. We've now got dozens of fully-managed remote MCP servers that let your agents easily interact with your favorite @googlecloud services. Infra, AI, databases, ops, security, docs, Workspace, you name it. https://t.co/u7LZhEnT1B https://t.co/wt2CQODKq4
Test Everything, Harden Interfaces, Avoid Sloppy Code
To all the vibecoders making tools for real world scientists, please test for edge cases, harden your critical paths, log events, and make your interfaces robust. Test everything. Test often. Manually go into your app and try to break it...
Rapid Storage Integration with PyTorch Keeps GPUs Busy
"By integrating Rapid Storage, powered by Google’s Colossus storage architecture, directly with PyTorch via the industry-standard fsspec interface, we are enabling researchers and developers to keep their GPUs busier than ever before." https://t.co/T0oMWbNKkc https://t.co/xS9wXRcmyi
AI Agents Can Now Auto‑Create Cloudflare Accounts and Deploy Apps
What could go wrong? :) -> Cloudflare says AI agents can now create Cloudflare accounts, start paid subscriptions, register domains, and deploy apps on behalf of users
AI‑generated Tests Need Human Trust, Not Just Automation
🌶️ Hot take: just because agents can easily generate tests doesn't mean they're any good. In fact, I still spend quite a bit of human effort ensuring that my tests are trustworthy, as these are my guardrails for current and future...
Agent Orchestration: A Living Decision Framework, Not Static Architecture
developers talk about agent harnesses/orchestration like it's back-end architecture and that if they could only get it right, they can keep building on top of it but what if it's more like personal/organizational decision making processes and org charts, and it's...
Biology Knowledge Crucial for Debugging Bio‑code Edge Cases
Vibedebuggin and vibehardenin and checking edge cases and making user inputs holy and tracking off-by-one errors that could kill a bioproject and and and... Good thing I know enough biology to test and check and know what matters to users. How...
Managing State and Coordination for Long‑Running Agents
Long-running agents pose fresh challenges. Where and how do you persist state? Who does compute coordination and completion verification? @addyosmani wrote a fantastic deep dive that lists the patterns, solutions, and limits. A must read: https://t.co/Gg7apYKJuG https://t.co/XEBSbYnzTe
AI Code Raises Critical Bugs 1.4×; QA Still Essential
AI-generated code comes with a hidden tax: 1.4x more critical issues in pull requests, including basic security flaws. You can't skip QA just because AI wrote the code. #DevSecOps #CIO https://t.co/p7yRF5nHjg
Master Kubernetes by Grasping Its Core Flow
Kubernetes broken down—simple. From kubectl → API Server → etcd → Scheduler → Controller Manager → Nodes → Pods, every piece works together to keep your apps running smoothly, scaled, and resilient. If you understand this flow, you understand Kubernetes. Save this for...
Browserbase /Browser-Trace Grants Agents Full Browser Observability
Okay, you need to see @Browserbase's new /browser-trace skill. 🤯 It literally gives your agent 100% observability into its browser. We are talking full access: network requests, DOM content, screenshots, and CDP logs. Everything gets dumped straight into a searchable filesystem 💥
AI Agents Streamline Open‑source Contributions, Freeing Creators From Process
Open-source doesn’t break from bad ideas it breaks from messy workflows. @warpdotdev just fixed that. They built an agent-powered contribution flow where AI handles triage, planning, coding, review, and verification. So contributors focus on ideas, not process. And yes they open-sourced the entire stack. Would...
Pick One Tool, Master It in Seven Days
Only 7 days. One tool. Full focus: A) Kubernetes B) Terraform C) Docker What are you choosing — and why?
Mastering DevOps Basics Isn’t Enough to Land Jobs
I have been so busy from the start of the week to this moment, so this concerns anyone trying to get a job, gig or freelance. There is something called the basics, for example as a DevOps you have to...
AI‑Powered Claude UI Builds Production‑Ready Apps with Security
Beyond spec driven development. AI-Assisted Development through a Claude UI - it’s getting a full application ready for production with security groups/roles built. #AppianWorld https://t.co/xTRDZL4MmD
AI Pair‑programming: Contextual Coder Vs. Cold Reviewer
I have Claude write my code. Then I have Codex review it. Then I let them discuss what needs to change. Here's why this works. Claude understands the implementation. It knows the project context. The architecture. The decisions that were already made. Codex is...
Focus on Building Systems, Not Endless Tutorials
Stop overthinking. - Build a CI/CD pipeline that deploys a basic app - Containerize an app with proper networking and volumes - Set up a Kubernetes cluster and deploy a real service - Create a monitoring stack using Prometheus + Grafana...
AI Agents Will Drive Massive Load Spikes Across Services
We now know AI agents broke a lot of past assumptions at. GitHub on expected service load + growth. What other services / domains are next where load could/should surge thanks to more AI agents used to do stuff?
AI Integration Hurts Dev Process; Replace Workflow Entirely
AI Bolted Onto Your Dev Workflow Made It Worse. IBM Bob Thinks the Fix Is Replacing the Workflow Entirely. https://t.co/NgS9s8qnYr
Real‑time Training Metrics Now Built Into ML Intern
Added native metric logging + @TrackioApp integration to ml intern so that you can follow every training run it kicks off in real time. Try it by asking "train a tiny model on a tiny dataset, find something super small/super...
AI Adoption Stalls in CI/CD Over Trust and Integration Gaps
Why is AI adoption inside the CI/CD workflow lagging? Is it a trust issue, as called out here? Or are the products (or integration points) lacking what today's AI apps and teams demand? I don't know. https://t.co/edozQzlVba
Exponential Growth: Cloud Run Scales Replit From 150k to 1M+
The nice thing about an exponential is that is exponential, no matter the scale. At #GoogleCloudNext, @stkenned shared how Cloud Run powers @Replit's deployments: - A year ago: 150k apps - Today: > 1M apps And the chart looks exactly the same, just a...
AWS AgentCore Cuts Setup to Three API Calls
Three API calls. That's the new agent-setup cost on AWS AgentCore. If you're still debating whether to build or buy the agent runtime layer, that debate is over. The moat moved. It's in orchestration and governance now, not the runtime.
Honeycomb's Lightning Speed Continues to Wow Users
Honeycomb's speed is one of those things we just get used to and forget about, but it's fun to watch people discover it all over again. ☺️
Software Development Needs Multiplayer AI, Not Solo Tools
every AI coding tool on the market is a single-player game. cursor, copilot, claude code. they all make the individual developer faster at writing code. And they are brilliant at it. 2-5x individual velocity, sometimes more. but software isn't a single-player game. software...
Master Shell Scripting to Automate and Scale Faster
Master Shell Scripting from zero to production ⚡🐧 From shebang → variables → loops → functions → Docker automation… this is the roadmap most devs skip. If you can script it, you can automate it. If you can automate it, you scale faster. Save...
Rate Limiting Essential to Curb Runaway API Costs
i have the minimax ultra plan that gives me 30,000 api calls/5 hours. i had to build a rate limiter to keep it from maxing out and getting other 429 rate limits. several times claude code unfortunately added opus as...
100% Coverage ≠ Bug-Free: Quality Matters More
I’ve seen an app crash with 100% test coverage It’s easy to assume that 100% test coverage means a bug-free app, but that’s not always true What does 100% test coverage actually mean? It means you’ve written a test for every line of...