Code Contributions Need Built‑in Robustness, Not Just MVP
Force-feeding Claude Code strange edge cases and attack surfaces to consider bc it doesnt seem to spot them automatically will hopefully be ironed out soon. Ideally robustness and hardening should be the default of any code contribution yet it seems its always minimum viable prod
OpenClaw Feels Like a Ferrari—Requires Mechanic Skills
I literally went through this today. OpenClaw messed up its own PATH and I spent the morning going into the guts of Dockerfiles and using Claude code to remove the bug... but then I was flying again by afternoon.
Claude Code's Ultrareview Redefines Code Review, Not Just AI Feedback
Claude Code shipped /ultrareview and almost nobody is talking about what's actually new about it. It's not "AI reviews your code." We had that.
Top 10 Open‑Source Tools for Harness Engineers This Weekend
10 Best open source repos for Harness engineering to try this weekend: 1. Harness: https://t.co/a7Sdo5G9pz 2. PostHog: https://t.co/VvG4OaixDH 3. Chaos Mesh: https://t.co/GKNUI0vewG 4. GrowthBook: https://t.co/4auIXIH1pv 5. Kubescape: https://t.co/L2ItY0yscK 6. Flagsmith: https://t.co/aDreSaAFmK 7. ChaosBlade: https://t.co/imG5EEMLTa 8. Litmus: https://t.co/XjWu1xwQ5M 9. Kusion: https://t.co/eZi2KIa1p8 10. Rig: https://t.co/UrvsKXG2t2
Essential DevOps Skills Every Engineer Must Master
Core DevOps Skills Every Engineer Should Learn ♾️ → Learn Linux, networking, and shell scripting → Understand Git workflows and collaboration → Build CI/CD pipelines with Jenkins and GitHub Actions → Master Infrastructure as Code with Terraform and Ansible → Learn Docker, Kubernetes, and Helm...
AI Engineers Must Master This Essential ‘Just‑in‑Case’ Guide
this is a big deal, on the order of Kelsey Hightower’s “Kubernetes The Hard Way” and probably all ai engineers should go thru this once mostly i advocate “just in time learning”, but this is one scenario you want “just in...
Google Cloud Run Provides Built‑In Zonal Redundancy
OK this is a superb characteristic of Google Cloud Run I just learned Building zonal redundancy is a bunch of work… when a platform offers it, it’s worth paying attention to (don’t know of many platforms that do) Thanks @steren
Recover Fast: MTTR Beats MTBF in Tech
Everyone in tech talks about failing fast. Fewer people talk about recovering fast. Your MTTR matters more than your MTBF. How fast can you fix it when it breaks?
Cloud Run Offers Built‑in Zonal Redundancy and Multi‑regional Failover
FYI, Cloud Run gives you *zonal* redundancy out of the box, which means that if GCP loses a zone, your worloads are automatically moved to healthy zones in the region. You can also build multi-*regional* architectures with automated fail over using...
Never Trust Cloud Defaults—Review Settings First
Working in cloud taught me that defaults are dangerous. ☁️ Default security groups are too open ☁️ Default instance sizes cost more than you need ☁️ Default retention policies keep too much or too little Always know what you're accepting when you accept a...
Async Infrastructure Paved Path to AI Agent Era
https://t.co/EAT6n7xgeL lets developers add AI agents to their products with a simple SDK, handling execution, long-running workflows, and reliability so they don't have to. Over 90% of their usage now comes from agent workflows, and they recently announced their $16M...
Self‑inflicted Slowdown: Background Tasks Ate Resources
Earlier this week, I complained that @claudeai was running painfully slow. Turns out, it was me—not Claude. I had several scheduled tasks firing throughout the day, sometimes more than one at the same time. On top of that, Screenpipe was capturing...
AWS Essentials: Core Services Simplified in Plain English
☁️ AWS in Plain English 🖥️ EC2 → Launch virtual machines on demand 📦 S3 → Save files and data securely in the cloud 🗄️ RDS → Managed databases without manual setup ⚡ Lambda → Execute code without maintaining servers 🌐...
Catch AI‑induced React Performance Bugs Before Production
Most AI-generated React code looks fine… until performance tanks in production. React Doctor v2 by milliondev is built to catch the issues your agent introduces before they become real problems. Supports Next.js, Vite, and React Native. Run it: npx react-doctor@latest
When Optimization Costs More Than Redesign, Rethink the Tool
There's a point where optimizing a system costs more than redesigning it. Most engineering teams reach it and keep optimizing anyway — because redesign feels risky. Cloudflare hit that point with LLM inference and did something unusual. They stopped tuning vLLM for their...
Kubernetes 1.36 Launches with 70+ Upgrades, Now on GKE
Kubernetes v1.36 came out a couple of weeks ago and has over 70 enhancements. https://t.co/iMLh6dcHvg Oh, and it's already been available in @googlecloud GKE for a week. https://t.co/HjvEHc0GQh
Will AI Ever Produce Trustworthy, Fully Autonomous Code?
What do you think? Will you ever get to "write-only code" that's never skimmed, reviewed, or tweaked by a human? What would have to be true to trust the output? That's the idea here, and it's happening in some places. https://t.co/xVaMIq7HM7
Google Cloud Cuts Cold Starts, Adds Sub‑ms Bigtable Tier
It's apparently "faster performance" Friday at @GoogleCloudTech. With faster node startup for GKE, say goodbye to cold-start latency https://t.co/NU88mzkOPj New Bigtable in-memory tier for sub-millisecond read latency https://t.co/s0GBEMEBQr https://t.co/2JdqpUcLmO
Environment Variables Aren't Secure; Switch to a Secrets Manager
Environment variables are not a secret management strategy. • They leak into logs • They end up in version control • They get copy-pasted into Slack Use a secrets manager. ✨ Please ✨
Clone TB‑scale Postgres in Under 6 Seconds
Ardent (@ArdentAI) let's you clone any Postgres DB <6s at TB scale so coding agents can test their code and engineering teams can ship fast without fear of taking down production. It's already being used by dozens of teams like Supermemory...
Run 5M‑monthly‑visitor Sites for Just $5/Month
So @loaibassam asked me my stack recently, I replied: FREE: Nginx web server on Ubuntu (free) Auto upgrade with unattended-upgrade (free) Scheduled workers with Cron (free) Vanilla PHP for site backend (free) Vanilla CSS (free) Vanilla JS for code (free) Game servers I do in vanilla Node JS...
Sonnet Leads; Opus Powers Planning
Flexing on the stat after 9 releases. Sonnet is dominant model now, Opus – planning and research. Harness: ClaudeCode (opus) + Pilot agent (sonnet).
Docker Basics: Containers, Images, and Orchestration Explained
🐳 Docker in Plain English: • Docker → runs apps in isolated environments called containers • Container → lightweight package with your app + dependencies • Image → blueprint of your app (used to create containers) • Dockerfile → step-by-step instructions to build an...
GStack v1.28 Adds Download, Headed Mode, llms.txt
Just dropped GStack v1.28 GStack Browser can now download items, and run in headed configuration mode with anti-bot detection in using Xvfb on headless Linux containers (like your claw/hermes) Added llms.txt so agents of all kinds can use all the skills...
Avoid Circular Dependencies: Separate Monitoring From Observed Systems
Your status page or observability system probably shouldn't be using the same system it's supposed to be monitoring. Airbnb found some circular dependencies and made changes to ensure they could do monitoring reliably at scale. https://t.co/rmSAeYTZF2
AI Success Depends on Robust 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 ...
Mythos Boosts Firefox Bug Fixes: April Beats 15 Months
Skepticism of corporate marketing and AI boosterism is always warranted, but I think the folks who accused Anthropic of overrating Mythos should check out this post by Mozilla developers indicating that the Firefox team fixed more security bugs in April...
GKE Pod Snapshots Eliminate Cold Starts for Massive Models
Facing a cold start when your XX billion parameter model is loading up for inference on Kubernetes? You might love the new @googlecloud GKE pod snapshots. All your app state, along with most file system and networking state, get saved and...
Multi‑Agent AI Cuts Tokens, Boosts Speed, Improves Eval
AI agents are starting to operate like full engineering teams. Cursor_AI introduced /orchestrate for the Cursor SDK — a system that spawns agents to plan, code, test, and retry tasks automatically. Results so far: • 20% lower token usage • Better evals • 80% faster...
AI‑driven Testing May Not Stop Future Cloud Failures
AI Is Generating More Tests. But Are They Preventing the Next Cloud Outage? https://t.co/mDhFQIC0yJ https://t.co/s5k945Epv4
Production-Ready B2B RAG Platform Built on AWS Free Tier
Kindly read through my blog post on my latest project. I’m working on a b2b Rag project https://adleke.hashnode.dev/i-built-a-production-ready-b2b-rag-platform-on-aws-free-tier-a-complete-technical-deep-dive?utm_source=hashnode&utm_medium=feed
Embrace AI Slop for Faster Parallel Experimentation
AI slop is good, actually. Slop is what enables fast parallel experimentation. The etiquette and skill is understanding the boundaries of where slop exists and the extent to which it should be cleaned up and how. A few examples: I’m working on...
Essential Docker Cheat Sheet for DevOps Mastery
From Docker basics to volumes and Dockerfiles — this is the kind of cheat sheet every DevOps engineer wishes they had earlier 🐳🔥 If you’re learning containers, mastering these Docker concepts will make deploying, scaling, and troubleshooting apps way easier. Save this...
TokenSpeed Delivers Light‑Speed LLM Inference, Open‑Source
LightSeek's TokenSpeed, a speed-of-light LLM inference engine - TensorRT LLM level performance - vLLM level usability - Built by a lean and mission-driven team in two months - MIT license, open-source Blog: https://lightseek.org/blog/lightseek-tokenspeed.html Repo: https://github.com/lightseekorg/tokenspeed
AI-Driven TensorFlow-to-JAX Migration Mirrors Deterministic Coding Loop
That post today about how Google did an AI-assisted code migration from TensorFlow to JAX? https://t.co/EcyofYfoPB The Planner-Orchestrator-Coder pattern we applied looks a lot like what @CTOAdvisor calls "deterministic coding in a loop." https://t.co/gkGb07wQnq https://t.co/IMxYmPjS5J
Honest Feedback Loops Beat Fancy Eval Dashboards
"The teams that win the next phase of AI engineering won’t be the ones with the most elaborate eval dashboards; they’ll be the ones with the most honest feedback loops." https://t.co/yx5BRTSHCV < invest in evals, says @mjasay
Cut Claude Code Costs by up to 55% with WozCode
Switched from Copilot to Claude Code two months ago. The capability jump was real. The bill was a horror show. I assumed that was just the price of using a better tool. It isn't. Vanilla Claude Code is structurally inefficient. Too many...
Atlassian AI Reviews 1
This is a crazy use case. Every B2C and SaaS company has the challenge to find apps that are behind the latest style guide 1.5B lines of @Atlassian code being reviewed. Very impressive. #AtlassianTeam26 #AI #CIO https://t.co/9y8utEa5fs
Add Human‑in‑the‑Loop to Pause AI Code Generation
[blog] How to force your custom agent to stop and seek human approval https://t.co/fPu5tjkMQ4 < in which I use the new human-in-the-loop feature of the Agent Development Kit to approve AI-generated code tutorials. https://t.co/0xkrl1CKmj
Lock Down Your VPS with Outbound Cloudflare Tunnel
New fun thing I did to secure my VPS even further I installed @Cloudflare Tunnel, many of you recommended me this I already had 443 inbound firewall limited to Cloudflare's IP range, but this is even better Cloudflare Tunnel is outbound, which means...
DevOps Essentials: Containers, Orchestration, CI/CD, IaC, Cloud, Observability, SRE
DevOps in Plain English: • Containerization (Docker) → Package apps with their dependencies • Orchestration (Kubernetes) → Keep containers running at scale • CI/CD (Jenkins, GitHub Actions) → Ship changes automatically • Infrastructure as Code (Terraform) → Provision infra using code • Cloud Computing (AWS/Azure/GCP)...
Vibe Coding and Spec-Driven Development Will Merge Into AI‑Powered SDLC
My article today on vibe coding vs spec-driven development. IMHO these will converge to full AI SDLC platforms, hopefully with smart naming to accelerate addoption. https://t.co/nwUSAAOk4Q #AtlassianTeam26 #AI #SDLC #DevOps #Agile #CIO
Netflix Routes Millions of Requests to Thousands of Models
Wow. The Netflix ML serving platform serves hundreds of model types/versions, and around 1 million requests per second. How do they route traffic to the right model in such a large-scale service system? Deep dive post: https://t.co/1sU4Jtt5l8 https://t.co/ANPlcxqpSA
Kilo Code V7 Launches with Advanced AI Coding Tools
Kilo Code v7 just launched on Product Hunt. @kilocode rebuilt the entire VS Code extension on OpenCode server now packing: - Parallel agents - Inline diff reviewer - Multi-model comparisons - Subagent delegation The ultimate all-in-one agentic engineering platform just got way more powerful. #1 on OpenRouter,...
AI Speeds Delivery: Weeks Become Days for Small Teams
"AI is changing how we work... I’ve watched engineers use AI to ship in days what used to take...weeks. Non-technical teams are now shipping production code and many...workflows are being automated. The pace of what's possible with a small, focused...
AI Shifts From Writing Code to Autonomous Maintenance
.@RampLabs (the AI unit of @tryramp) has been *cooking* with agentic innovation Here's @a_levitator discussing and demo'ing code self-maintaining software and the concept of AI software factories #DataDrivenNYC ______________ 00:04 - Intro 01:11 - The shift from writing code to code maintenance 01:59 - Introducing...
Bob Demonstrates Agentic‑Era SDLC Automation at IBM Think
At the 2nd keynote of day 01 at #Think Neel Sundaresan, General Manager, Automation and AL and Sanah Pallithotungal, Product Manager, IBM Bob gave us the demo of how Bob enables SDLC in Agentic era. #IBMThink #Think #Think2026 https://t.co/1kxeKLtKGo
AI Enhances Top Developers: Redis Array Success
Love this post by @antirez on developing Redis Array support. Its a great showcase of thoughtful AI usage and how AI can empower even the best developers while still producing high quality work. https://t.co/xc5KhcHb2P
Uncovering a Silent Docker Swarm Scheduler Bug
How We Diagnosed a Hidden Scheduler Failure in a Docker Swarm Cluster Serving 2 Million Users https://t.co/tRVM3lhJbH https://t.co/EWgmPiB2s2
OpenClaw's Zombie Workers: Is Tini the Fix?
OpenClaw is giving me the craziest zombie worker problem Has anyone solved this properly? Is tini the correct solution? https://t.co/6HqgSTSb7o