Cut AI Costs 58% With Smart Model Routing
2) It stops wasting your money: Most agents use expensive models for everything. ClawXRouter changes that. It acts like a smart traffic cop, it figures out how hard your task is and sends it to the cheapest model capable of handling it. The result? 58% lower costs with no drop in quality.
Keras Kinetic: Decorator‑Based TPU/GPU Jobs Made Simple
Perhaps the craziest thing that was introduced on the Keras community call today: Keras Kinetic, a new library that lets you run jobs on cloud TPU/GPU via a simple decorator -- like Modal but with TPU support. When you call a...
AI-Driven Lambda Troubleshooting Auto‑detects Missing VPC Security Group
This past week I wrote a lambda troubleshooter using the concept on this blog post where it deterministically queries a bunch of logs and sends them to an ai 🤖 agent for analysis and troubleshooting. I had to redact...
Restrict DB Access; Run with Minimal Privileges
Okay honestly this makes vibe coding into production very dangerous, you guys were all right I think what I'll do is cut off all access to DBs and run it as a user with almost no privileges
Start with Git & GitHub for DevOps Beginners
Which tool is best for beginners starting DevOps? 👇 1️⃣ Docker 2️⃣ Linux 3️⃣ Git & GitHub 4️⃣ Kubernetes
Secure AI Agents Deploy in 60 Seconds, Cut Token Usage.
AI agents are genuinely useful until you see the API bill or realize your ports have been exposed the whole time. @PAIOBot just fixed both problems in one shot sandboxed security built-in, 50% token reduction, deploys in 60 seconds, and free...
Rescue a Running Remote Job Without Killing It
1/ Last year I was running a 6-hour alignment job on a remote server. Then I realized: I forgot to start screen or tmux. My laptop was about to die. Panic mode. Here's exactly how I saved that process without killing it:...
DevOps Interviews Test Thinking, Not Tool Memorization
Most DevOps interviews don’t test tools… they test how you think. This cheat sheet covers the core: CI/CD, Kubernetes, IaC, monitoring, networking, and SRE fundamentals. If you can connect these together in real-world scenarios, you’re already ahead. Don’t memorize—understand the system. What area are you...
Test Multiple Account Plans and Permissions on Staging
Engineering question How do I emulate different customer account types on staging? I want the ability to review changes by plan and permissions? What's best practice here?
AI-Generated Markdown Streamlines Code Review Feedback
not sure if this is a new thing, but seeing this be very effective for code review at @remote: instead of submitting line-by-line comments, get AI to generate a large markdown file with all suggested changes, including some extra context on...
AI-Generated Code Merges Plateau at ~30%, Growth Slower than Expected
AI-generated merged code holds steady at ~30% https://t.co/vvEzTtKd4c < self-reported today. Going up, but not at the expected rate.
Pilot Ships with Short Video and GIF Demos
Pilot on delivery duty today. Cutting short videos and gifs to show how it ships. https://github.com/qf-studio/pilot
Multi‑region Backups Essential; Can Backblaze B2 Set Region?
I guess this really proves you need multi-region backups of your servers, DBs, sites etc I wonder if you can set region in Backblaze B2?
Don’t Trust Your Supply Chain Blindly—Follow Docker’s Guidance
These recent software supply chain breaches are worrisome. How can we avoid assuming trust where we shouldn't? @Docker has a good post up with recommendations for engineering teams ... https://t.co/O5Mfag8N4y
Direct Code, Let Agents Handle Execution
Stop writing code. Start directing it. Cursor 3 is built for a world where agents do the heavy lifting and you stay focused on decisions, not syntax. Run multiple agents across local, SSH, worktrees, and cloud. Collaborate through a dedicated interface that...
Deploy Dashboards to Vercel for AI-Powered Data Queries
Here's a trick most people miss when they build dashboards with AI: ↓ Don't just host it locally. Deploy it to Vercel. With a free Vercel account your dashboard gets it's own API endpoint. Which means Claude Code can query the dashboard...
Unsupervised Coding
We’re likely < 12 months from unsupervised software development. Not just better models. Full closed loops: generate → run → evaluate → fix → repeat. Using @openclaw you can already see it. Once loops + models improve together, supervision will stop making sense.
Structured Prompting Can Supplant Execution Environments in Code Review
Meta's Semi-Formal Reasoning Shows How Structured Prompting Can Replace Execution Environments in Code Review https://t.co/Y9sW9DKSmx
Fix Real-Time AI Voice Lag with Right APIs
Got a hitch in your real-time AI voice app? That little lag throws off the experience. @anniewangtech figured out what was going on, and did a deep dive into the right APIs and patterns to apply. GREAT post. https://t.co/Xz0J6M0tcL https://t.co/Rmp0xlERUq
A New Mental Model for Harness Engineering
NEW POST Birgitta Böckeler wrote some initial thoughts about Harness Engineering last month. Since then she's been researching more and has now written a thoughtful mental model for understanding the topic. https://t.co/ChuxpRqjHQ
Claude Optimizes Lambda, Cuts AWS Bill by $1K Monthly
Claude helped me reduce my AWS bill by about $1000 / mo. Just by tightening up a lambda which kept timing out, adding in better exception handling etc. Very pleasant surprise when I went to pay the bill today.
KubeCon EU Highlights AI Surge, GitOps, Sovereignty
I'm seeing some KubeCon EU recaps trickling out. This one from Intuit Engineering looks at the AI blitz, open source challenges, GitOps advances, sovereignty, and more. https://t.co/tTaMhZXIGx https://t.co/0rfCH0GJcS
Self‑host OpenClaw on a VPS: Guide, Security, Hardware
A step-by-step guide to self-hosting OpenClaw on a VPS using Hostinger, with security tips, hardware requirements, and alternative provider options. https://t.co/Ab5bu8anjm
Red‑team Your AI: Guard Against Fraudsters and Edge Cases
Your AI harness needs to handle adversarial inputs Financial services aren't just about helpful customers asking good-faith questions It's fraudsters, edge cases, and people trying to break your system for profit. If your testing doesn't include red-teaming, you're not ready
AI Coding Agent Lets Me Deploy Fixes Solo
Another small AI win: I'm now able to ship stuff to our production app by myself. Previously had to go through engineers, shit had to be prioritized, and small stuff never was. Now I tell the coding agent what small feature/change...
Microsoft's Xbox PC Remote Tools Accelerate Game Testing
Microsoft has launched new Xbox PC Remote Tools that are designed for developers to deploy, test, and debug PC games to remote Windows devices. Devs don’t need to use the GDK with these tools and they should help speed up...
AI‑Assisted Development: Small Gains or Ten‑fold Leap?
What is the actual impact of AI-assisted development in large enterprises? On my own projects, it feels like a step change. But at scale? Is it 10 percent faster or 10x?
Vercel Integration Now Live: Unified Deploy Pipeline
Vercel integration is live. Connect your account and the agent can manage deployments, check build status, and update project settings. For teams where marketing and engineering share the same deploy pipeline. Waitlist invite emails going out soon https://t.co/tBod9BqJKd
The Ultimate Open‑Source Handbook for Building Real LLM Systems
This GitHub repo is an actual LLM engineer's bible. It covers everything serious builders need: → RAG pipelines and retrieval architecture → LLM evaluation frameworks → Agent design patterns → Fine-tuning and training workflows → Production deployment and optimization Not a tutorial collection. Not a curated links...
Secure Hybrid Self‑Managed and Managed MCP Server Setup
You could use a mix of self-managed and managed MCP servers. Here's an example of using both, and securing them in a production-ready way. https://t.co/reHeaq6QEV https://t.co/5pLxHwGKWv
Pilot v2.86.3 Adds Crash Cleanup, Dashboard Graph, Repo Migration
Pilot v2.86.3 released. Fixed: — Stale worktrees after OOM/SIGKILL never cleaned up (818MB each) — Squash merges dropped PR titles → broke release tagging — GoReleaser pointed to old repo after migration New: — Dashboard git graph follows active task's project — Worktree cleanup on crash and...
Datadog Launches AI‑Powered Observability Layer with MCP Server
Datadog is turning observability into an AI operating layer $DDOG made MCP Server generally available, pushing live logs, metrics, and traces directly into AI coding agents and developer environments. Datadog is moving closer where AI systems do not just assist engineers,...
Treat AI Prompt Standards as Versioned Infrastructure
NEW POST The quality of what AI coding assistants produce depends on how well the prompter articulates team standards. @techygarg proposes treating such instructions as infrastructure: versioned, reviewed, and shared artifacts. https://t.co/fqAeB6irlB
Scenario-Based DevOps CI/CD Q&A – DM for Details
DevOps CICD Scenario Based Q&A ✅ Comment 𝗗𝗲𝘃𝗢𝗽𝘀 To Get it in DM. #devops #devopsshack
Document Successful Commands Immediately, Never Postpone
You ran 15 commands. One worked. You moved on. In 6 months you'll need to re-run it and you won't remember which one. Write the working command down right after it works. Not later. Later is never. https://t.co/JLnbmkFUoA
OpenAI Adds Codex Plugin to Claude Code
Inception for AI :) -> OpenAI introduces a Codex plugin for Claude Code, letting users invoke Codex from inside Claude Code to review code or delegate tasks https://t.co/TBBjbwpSgL
Six Viable Deployment Paths for OpenClaw AI Agent
From Mac Mini M4 to cloud VPS and edge AI hardware, these are the six deployment options worth considering for hosting your OpenClaw AI agent. https://t.co/QJsc243Cjq
Joined SiG-Docs, Now Part of Kubernetes Community
We were able to join the #SiG-Docs. We are now part of the kubernetes open source community.
Beyond Pinning: Harden Node and Python Supply Chains
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...
From Annoyance to Appreciation: Google’s Monore
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...
Turning AI Code Reviews Into a Personal Coaching Tool
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...
Load Balancers: Same Goal, Different Layers, Different Jobs
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...
Responsible AI Agents: Prioritize Security, Durability, Availability
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...
Claude Code Now Supports OpenAI Codex Plugin
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
Qodo AI Beats Claude, Prevents 800+ Monthly Bugs
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 👇...
AI Success Hinges on QA and DevOps Maturity
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 ...
Rust Powers Ultra-Fast AI Automation for VC Workflow
I needed AI-powered automation that could actually keep up with my day. Existing tools were too slow, too error-prone. So I rewrote everything in Rust — 45+ APIs that Claude Code uses to run my VC workflow end-to-end. I'm presenting the architecture...
Master Docker First, Then Tackle Kubernetes
Learn Docker before Kubernetes. Learn Docker before Kubernetes. Learn Docker before Kubernetes. Learn Docker before Kubernetes.
Treat AI as Junior Developer to Spot Code Bugs
RSAC 2026: Treat AI like a ‘junior developer’ to catch coding errors | news | SC Media https://t.co/3YTxTJOxYF
AWS Provides End‑to‑End DevOps Toolchain Mastery
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:...