Beyond Bugs: Observability Shapes Agentic Programming Over GPS
Fragments: code review isn't just catching bugs, what role for observability in agentic programming, what we lose with GPS over maps https://t.co/f2tfkLanN4
Production Is Real Flight; Observability Guides the Journey
"Formal methods and test suites are flight simulators. Production is flying the actual plane. Observability is how you fly it." -@mipsytipsy Important post from Charity on why you must treat production as more than a place you go to fix...
Master the CI/CD Flow, Not Just the Tools
Most people say they “know CI/CD”… until they get asked to explain it in an interview. Can you clearly break down: CI vs CD Pipelines end-to-end Artifacts + versioning Rollback & deployment strategies Secrets + security That’s where most candidates fold. DevOps isn’t about memorizing tools — it’s...
Never Manually Edit Code When Using AI Agents
One of my most painful realizations using agentic systems is that they treat all work-in-progress as ephemeral. They’ll gladly reset your branch or dev database to “try something”, because they expect to write working code eventually. Never manually add code while...
Trae AI on Linux Supercharges Development with Minimax M2.7
Honestly, @Trae_ai on Linux is exactly what I needed, an intelligent assistant that understands my workflow and speeds up development in my preferred environment. With Minimax M2.7 now built in, I can take on even more complex tasks effortlessly. https://t.co/1kmZKxIeBt https://t.co/S5QDeHBm04
New Codex Skill Boosts Bug Detection and Design
I added a /codex skill that does plan and code review in Claude Code and it has found so many more bugs and helped with far more elegant architectural designs And tomorrow I will launch native Codex support so you can...
AI Tools Amplify Devops Misconfigurations and Workflow Friction
Kiro + Opus 4.6 🤖 Struggling with - cross account lambda layer permissions and recognizing they are needed - CORS issues - maintaining correct variables and ARNs for multi-region deployments - Repeated unbound variables in complex bash scripts - making up variables that don’t exist -...
Shortening QA to Cover Design Delays Backfires
Reducing the QA phase to one day to make up for delays in the design phase is a massive trap.
Cursor AI Offers Reusable Security Templates, Sparks Trust Debate
A new release from @cursor_ai turns its internal security agents into reusable templates teams can deploy themselves. For developers, that could mean continuous security checks — but it raises questions about trusting AI to review code. 🔗Story here: https://t.co/yp2DZC9LrL https://t.co/ugKk1HaKki
Anyone Can Build AI Agents in Hours
We gave every person at Wynter 1 week to build their own AI agent. Budget of about 4 hours each. Today was demo day. Everyone presented what they built. Most had never built anything like this before. Some had zero technical background....
DataOps Engineers: The Underrated Backbone of AI Efficiency
The most underrated AI role right now: DataOps Engineer. Not the ML engineer. Not the data scientist. The person who designs automation and testing infrastructure that makes everyone else dramatically more effective. Infrastructure that runs without you. That's the whole job. https://t.co/Cng5iC1BEB
Run AI Inference Across GKE Clusters, Any Region
For those running AI/ML models on Kubernetes, do you feel pinned to one region? Not great. We just previewed the @googlecloud multi-cluster GKE Inference Gateway. Scale inference workloads across clusters, even across regions. https://t.co/t6vL4a7ZEH https://t.co/MTpFrlroKp
Vercel Slashes Build and Deploy Times by up to 30%
Last 6mo of @vercel build & deploy perf ships: ① 𝙼𝚊𝚛 𝟼 - 𝟷.𝟸𝚜 - 𝟹.𝟽𝚜 𝚏𝚊𝚜𝚝𝚎𝚛 🆕 Deployment step now 15% faster ② 𝙹𝚊𝚗 𝟸𝟹 - 𝟼𝟶𝟶𝚖𝚜 - 𝟻𝚜 𝚏𝚊𝚜𝚝𝚎𝚛 Faster deploys with improved function caching ③ 𝙹𝚊𝚗 𝟷𝟺 - 𝟸.𝟾𝚜 - 𝟷𝟸𝚜 𝚏𝚊𝚜𝚝𝚎𝚛 Reduced...
Automated Multi‑Region AWS Environment Deployment Script
So this turned into build an environment to run in. I wrote a script to deploy all the resources with guidance: Tested and deployed so far: Org root user and role Root policies Root permission boundary ou accounts - iam - KMS - dns - jobs - work - backup...
Let Claude Auto‑fix Requests over 500 Ms
If you haven't already, tail your server logs and filter by requests that take longer than 500ms. Copy paste it all into Claude and say "pls fix". Instantly faster app.
Best First DevOps Tool for Beginners
Which tool is best for beginners starting DevOps? 👇 1️⃣ Docker 2️⃣ Linux 3️⃣ Git & GitHub 4️⃣ Kubernetes
Google Engineers Reveal AI's Real Impact on Delivery
Perk up when the DORA team does research into software delivery. The surveyed Google engineers to understand how AI tools impacted their work, and where they struggled. The advice is very actionable. https://t.co/PnaUMyiBLp https://t.co/mgU4WJb8SL
LLMs Turn Server Admin Chores Into Planning Time
As someone who has burned more hours than he wants to think on server administration, a *lot* of the cruft of it gets transformatively easier with LLMs, and in lieu of an hour doing deferred maintenance you can spend an...
GenAI Bridges Divergent Multicloud APIs, IAM, Pricing
RT Multicloud != "just more clouds." It's divergent APIs, IAM models, pricing, and PaaS semantics across AWS, Azure, GCP, Oracle, and others. GenAI introduces a translation layer for configs, code, and policies. #MultiCloud @Star_CIO https://t.co/vBzM21vM14
Missing MCP Safeguards Turns Experiments Into Production Vulnerabilities
If your MCP server doesn't enforce data scopes, PII controls, and environment isolation, you're not "experimenting with agents" - you're opening side doors into production. #AI #DevOps #MCP https://t.co/7dcoLIKa0K
Build End‑to‑End ML with AWS: Glue to SageMaker
A real AWS Data Science pipeline looks like this: Raw data → S3 ETL → AWS Glue Query → Athena Training → SageMaker Deployment → Endpoints Monitoring → CloudWatch Add streaming with Kinesis and orchestration with Step Functions, and you have a full production ML platform. This is...
Built Automated Batch Job Framework in Two Weeks
If you followed my journey to try to build a batch job framework (below) for like three years well, here’s what I got done vibe coding 🤖 as a chaperone for naughty AI agents and chatbots in two weeks. To...
Semantic Layer Gives Agents Backend Context, Free Open‑source
Agents fail at backends because they lack context. @insforge_dev V2 fixes this via a semantic layer & MCP 👀 → Connects Claude/Cursor directly to your backend → Auto-configs Postgres DBs, Auth, & S3 Storage → Deploys edge functions seamlessly Free and open-source 🧵↓ https://t.co/BZmifQ1pqL
Skip Lengthy Guides—Use Agentic CLI for GKE Fixes
I don't want to read a giant troubleshooting guide, even a great one like this for GKE clusters. https://t.co/13E0PvzrMI Feed this as context into your agentic CLI (or use our @googlecloud Docs MCP) and send your agent down the right path faster.
Automate Ticket Ops: Empower Developers with Platform Tools
Have you ever worked in a company where developers get stucked in “ticket ops” this is meant for platform engineers, where developers need the manual approvals as a platform engineer you will be tasked to develop a system or product...
Deploying Models Beats Training for Real Impact
Deploying a model is harder than training it. 🚀 Here’s a simple ML → Production pipeline on AWS: Train model → Build API → Dockerize → Push to ECR → Deploy with Lambda → Serve predictions. Notebook models don’t create impact. Production models do.
Garry Tan's Gstack Turns Claude Into Engineering Team
Wow. @GarryTan (@ycombinator's CEO) just dropped the ultimate cheat code for software engineers. 🔥 He just open-sourced gstack, his personal toolkit that transforms Claude Code from a basic chatbot into an entire virtual engineering department. Instead of asking Claude to "build a feature"...
Redesign Feedback Loops, Don’t Just Add AI
Your new backlog shouldn't "add AI." It's redesign feedback loops so models, pipelines, and platforms learn together. Think: model drift to incident response, feature flags to guardrails, SLOs to AI behavior. #AI #DevOps #Agile https://t.co/7dcoLIKa0K
Autoresearch Cuts Liquid Parse Speed by 53%
OK, well. I ran /autoresearch on the the liquid codebase. 53% faster combined parse+render time, 61% fewer object allocations. This is probably somewhat overfit, but there are absolutely amazing ideas in this. https://t.co/dpEJw7NpL4
QodoAI's Extended Mode Reduces False Alarms, Sharpens Code Reviews
Impressive work from @QodoAI Their extended mode does a great job finding more real code issues without adding lots of false alarms. That means code reviews stay accurate and less noisy. If your dev team deals with messy PRs, this could help you...
Custom AI Bot Built on Cloudflare May Be Costly
Created my own custom AI chat bot trained on my site data using Cloudflare AI Search/Workers and Cloudflare AI Gateway which has firewall, Guardrails option feature. Seems could be quite expensive to enable 🤔
CLAUDE.md: The New Essential Dev File for AI
Writing crystal-clear instructions for machines is the new 10x dev skill. The most important file in your repo is no longer your code. It’s your `CLAUDE.md` 🔥 Top devs are using this file as an onboarding doc for AI. Instead of typing lines,...
AI Amplifies Existing DevOps Flaws—Refactor Culture First
AI won't fix broken DevOps. It amplifies whatever culture, architecture, and practices you already have. If you're shipping chaos today, AI will just ship it faster. Time for leaders to refactor ways of working, not just toolchains. #AI #DevOps https://t.co/7dcoLIKa0K
Debugging Wins With Session‑First Unified Timeline
System-first o11y has its function, but more and more devs are realizing that effective debugging requires a session-first approach with a single timeline that correlates: • User interactions • Console errors • Network req/res • Backend traces and spans
AI-Crafted IAM Policies Require Careful Human Review
This AI chatbots 🤖 do while vibe coding: I have a complex bootstrap script to set up an environment for my batch job framework. It needs to create accounts with a role in the root account. And that is all it...
Claude Code Generates 90% of PRs After 2X Initiative
In June 2025 @darraghcurran announced our 2X initiative (link in thread). Below @brian_scanlan shares where we're at today (~90% of PRs created by Claude Code). It's exciting to see all this work come to fruition.
AI QA Must Move Beyond Pixel‑Perfect UI Testing
We're racing to build AI agents, but many are still stuck in the "app testing" era. Gen AI QA must validate non-deterministic outputs, data readiness, and real-world risk - not just pixel-perfect screens. #AI #DevOps #QA https://t.co/1JJW0fGZaG
Scale to 1M Users: Simplicity Over Over‑Engineering
If I had to scale an app from 0 to 1 million users, here's what I'd do (step by step): There are different ways to scale & this is just one of them. The best solution & numbers will depend on your needs. Keep...
Pilot's Terminal Bench 2.0 Achieves 100% Accuracy
Did few updates to Pilot. Re-started Terminal Bench 2.0 pre-tests: 10/10 at the moment 100% correctness 💪 This technology rocks https://pilot.quantflow.studio 2 month of hard pushing and look at this, amazing results.
Superpowers Framework Forces Claude to Code Reliably
This guy literally just gave Claude (freaking) superpowers. Meet "Superpowers", a open-source framework that forces Claude Code to code with discipline 🦾 How it works: ✦ Refuses to blindly start typing ✦ Asks Socratic questions first ✦ Teases out a rock-solid design spec The workflow: #1. You...
Pilot Hits 68.5% Benchmark, Surpassing Claude Code
First full benchmark run on terminal-bench 2.0 – 15h run. RESULTS: Pilot: 68.5% Claude Code: 58% +10.5 points, target achieved. Switched from Daytona to Modal after infra kept choking on heavy tasks. Night and day difference. 27 failures left to investigate. 7 are OOM kills 3 were...
Free 9‑Day DevSecOps Course: From Setup to Monitoring
𝗙𝗿𝗲𝗲 𝗗𝗲𝘃𝗦𝗲𝗰𝗢𝗽𝘀 𝗰𝗼𝘂𝗿𝘀𝗲 9 days. Here's what you're getting for free 👇 Day 0 — Intro to DevSecOps Day 1 — 3-Tier App Local Run Day 2 — Branching Strategy Day 3 — Jenkins CI Pipeline Day 4 — Multistage Dockerfile Day 5 — Deploy to K8s Day...
Editing Live Code Directly Eliminates Deploy Pipeline
I work with Claude Code in production mostly, then sometimes I push to save for the day (as a backup kinda?) But since it's in production I don't need the deploy pipeline anymore (laptop -> push -> GitHub -> webhook...
AI Agents Auto‑review Code Before Humans See Diff
I type /commit and my code reviews itself - three agents fix issues before two more even see the diff. One markdown file, twelve repositories. https://t.co/rbbO2Cy10R
Gemini CLI's Plan Mode Safely Plans Changes Read‑Only
"With plan mode, @geminicli focuses first on analyzing your request, planning complex changes, understanding the code base or dependencies, and all this happens in a read-only mode safe from accidental changes or executions." https://t.co/TMVjSdxqOC https://t.co/HrGAbtrJ7J
AI Confidence Gaps Expose Need for DevOps Maturity
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 https://t.co/1JJW0fGZaG
Anthropic's Code Review Audits Surge in AI-Generated Code
Developers are writing more AI-generated code than ever. @AnthropicAI just launched Code Review, a tool designed to audit that code for bugs, security risks, and bad practices before it reaches production. In this week’s Future Blueprint, we break down what...
Outdated Architecture Fuels DevOps Pain—Modernize Now
Your DevOps fears aren’t just “part of the job.” They are symptoms of outdated architecture. Stop normalizing the pain of unpredictable recovery and vendor lock-in. It’s time to change the tool. See why it’s time to modernize: https://youtube.com/shorts/NVPmzoGIcn0 #DevOps #CloudNative #Infrastructure #Plakar
150 Terraform Errors & Troubleshooting Guide
𝟭𝟱𝟬 𝗧𝗲𝗿𝗿𝗮𝗳𝗼𝗿𝗺 𝗘𝗿𝗿𝗼𝗿𝘀 & 𝗧𝗿𝗼𝘂𝗯𝗹𝗲𝘀𝗵𝗼𝗼𝘁𝗶𝗻𝗴 𝗚𝘂𝗶𝗱𝗲 Save this post. Comment 𝗧𝗲𝗿𝗿𝗮𝗳𝗼𝗿𝗺 to receive the full guide in DM. Follow @devopsshack for daily DevOps content. #devops #terraform #devopsshack
Node.js Releases Now Fully Backed by Cloud Run
Congrats @nodejs for the new release schedule. What this means for GCP: - Every Node major version will now be supported by Cloud Run - Alpha period will allow for a Public Preview phase - GA should happen at LTS