Architectural Deep-Dive: Language Models Learn to Improve Language Models
Breaking Recursive Self-Improvement: How Research World Models Eliminate GPU Bottlenecks Autonomous engineering systems that optimize their own code…
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n8n-sync — Git-based version control for n8n Community Edition workflows
If you are self-hosting n8n Community Edition, you already know the pain: no built-in version control. Enterprise has Source Control at €667/mo, but…
I built a free, open-source platform with 180+ developer tools and 18 technical guides (Built with Astro)
Hey Dev community! I want to share a project I've been building: Th-Tech. It's a comprehensive, free, and open-source platform for developers. Why I…
Continuous Security Testing for Small Teams: What to Test, How Often, and Who Owns It
Small teams rarely have a security department. They have a few developers, maybe a team lead, and sometimes an MSP that looks after the infrastructu…
Kapitan generators as supply-chain artifacts
Kapitan's kadet generators are Python packages that turn an inventory into Kubernetes manifests, Terraform JSON or anything else. They are also code…
ChokePoint: Why We Replaced 50 Dependabot Alerts With FalkorDB GraphBLAS Min-Cut Remediation
The 3:00 AM Alert Fatigue Nightmare Every software engineer knows this feeling: you push code on a Friday afternoon, and by 3:00 AM on Monday, Depen…
Daily Dose of DevOps — SLI definition: without alert fatigue
SLI definition: without alert fatigue A platform capability becomes dangerous when ownership is implicit but authority is broad. For sli definition…
Your Staging Box Is Too Precious to Trust
The position Keep every environment you can delete with one command. A server you are afraid to nuke is already lying to you. That is the whole argu…
Production outage lessons: we blamed our code. It was SSL.
Building a product is one job. Keeping it alive is a completely different job. Nobody warns you about the second one. Or they do, and you don't list…
Daily Dose of DevOps — Kubernetes observability: for regulated workloads
Kubernetes observability: for regulated workloads Scale converts an informal convention into an outage mechanism. For kubernetes observability for r…
The Illusion of 100% Test Automation: Why Synthetic Test Suites Fail at Real-World Edge Cases
Somewhere in modern software culture, an unwritten dogma took hold: If it isn't automated in your CI/CD pipeline, it doesn't count. Engineering lead…
Building a promo-code abuse dashboard: spotting fraud before it eats your margin
If you sell digital products — gift cards, game keys, prepaid codes — promo codes are both your best growth lever and your biggest fraud vector. A s…
Why Fast Unit Converters Matter
If you have ever worked on a construction site, managed structural estimations, or rushed through engineering homework, you know how frustrating it…
We Treat Applications as Products. Why Is the Platform Still a Black Box? Introducing Platform BOM (PBOM)
An application team can point to the feature it shipped this week. A platform team may have spent that same week making deployments safer, improving…
Bridging the Gap: Designing a Cybersecurity and AI-Focused DevOps Course for Undergraduates Lacking Foundational Training
Introduction to DevOps and Platform Engineering In a landscape where Cybersecurity and AI dominate the curriculum , the absence of formal DevOps tra…
I built a self-hosted gig watcher so I stop refreshing job boards — it only pings me on new matches
Freelancers lose real money to latency. The best remote gigs get filled in the first few hours — the "Senior Backend Engineer, $120k, fully remote"…
Antigravity: How I Built an Autonomous Linux FinOps & Bloat Killer in Python ⚡
Every engineer who manages Linux servers or cloud VMs knows this headache: over time, disk space mysteriously vanishes. You find yourself digging th…
Grade A Office Space in Noida: A Tech Lead’s Checklist
At some point a tech lead gets pulled into an office search. Usually with a week's notice. Usually after the shortlist is already made. If that shor…
Building an i18n Pipeline That Doesn't Break on Plurals and RTL Languages
Most i18n bugs aren't discovered by developers. They're discovered by a Polish user who sees "5 wiadomości" rendered as "5 wiadomość", or by an Arab…
CI vs CD: Passing Tests Is Only Part of Shipping Software
Your code builds. The tests pass. But releasing it still involves copying files, changing settings, and hoping you remembered every step. That gap i…
I tested two agent rules before shipping them. One was needed, one was not.
Most rule files for coding agents are written the same way: something goes wrong, you add a sentence telling the agent not to do it again, and the f…
Park a Migration Without Losing the Work
A migration that ships by reaching the default branch with a green badge still has a second decision hidden inside it: do we point production at it…
Validate Google Hotel Center, Wego and trivago hotel feeds from CI
Validate Google Hotel Center, Wego and trivago hotel feeds from CI Hotel distribution feeds look simple until you need to send the same property dat…
A Parser Contract Before Free Agent Compute Joins the Release Path
I would not keep free agent compute on a release path until a schema swap drill still passes on a fallback seat. A low invoice does not prove that y…
Daily Dose of DevOps — Zero trust: for security reviews
Zero trust: for security reviews The expensive failure is rarely the missing tool; it is the absent operating contract. For zero trust for security…
Five Ways My AI Agents Went Wrong (and What I Changed)
I run a small software company by myself. Claude Code agents play the engineers, QA, marketing and so on. It works better than I expected, but almos…
A month of PulseWatch: billing, better setup and deliberately broken scripts
On 1 September, I wrote Who watches the watchdog? about the less glamorous work behind PulseWatch: monitoring its own watchdog, explaining scheduler…
Google says on-call needs eight engineers. You have three.
TL;DR. Google's SRE book works out that a 24/7 on-call rotation needs at least eight engineers. A team of two or three cannot reach that number, so…
Phase 0, Part 1: Turning Copy-Pasted Terraform Into a Reusable Proxmox Module
My original infrastructure is three bare-metal Proxmox machines clustered together. The clustering just makes administration a bit easier. Those run…
Using Git aliases to increase our productivity
In the previous article of this course we learned to use the git log command with multiple parameters to increase its usefulness; however, it's not…