Prove Your Characterization Tests Can Fail: A Mutation Preflight for Messy Repos
A passing characterization suite proves the code runs. It does not prove the suite can fail. Most messy-repo refactors die in that gap. You capture behavior, te…
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A passing characterization suite proves the code runs. It does not prove the suite can fail. Most messy-repo refactors die in that gap. You capture behavior, te…
The fastest way to make model-drafted documentation trustworthy is not a better prompt; it is a script that tries to disprove every factual sentence before a hu…

I ran the same AI agent two ways on AWS, once as a Harness and once as my own code on Runtime. Both gave the right answer, and the times were close: 1.8 seconds…
Tuần này trên Hacker News có hai bài về SSH cùng lúc lên top: một advisory của Alpine Linux về lỗi bypass password authentication trên OpenSSH-server, và một bà…
A SaaS MVP should start with the model that preserves the product description most faithfully, then keep the generation boundary replaceable so latency and volu…
A VITI Science Editorial | By the VITI Labs Advanced Architecture Desk In 1915, Albert Einstein transformed our understanding of the universe by proving that sp…
Quick Check: Is Your apt Pipeline Safe from MITM Attacks? You know that feeling when you apt update and everything just works? Yeah, me too. But there's a vulne…
🔑 The Leak That Wasn't Really About the Leak Every few months there's another story: a private key sitting in a public GitHub repo, a .pem file attached to a su…
One of the most common mistakes in cloud administration is assuming that creating a private container inside an Azure Storage Account makes your data secure by …
Every new VPS gets the same first hour: create a user, lock down SSH, set up a firewall, install fail2ban, turn on automatic updates… and then forget one of the…
TL;DR: A Node.js API, Terraform, AKS, ACR, GitHub Actions, Trivy, SonarQube, OWASP ZAP, Helm, and zero secrets in CI. All on the Azure free tier. I wanted to bu…
If you’ve ever launched a SaaS product on AWS SES, SendGrid, or Postmark, you are probably familiar with the most stressful email you can receive from cloud inf…
Most GitHub Actions changes look routine. You bump an action version, add a test, or rename a job. But a routine-looking PR can also include this: permissions: …
I found out a client's site had been down for six hours the way nobody wants to: the client told me. A WhatsApp message at breakfast, one line, no greeting. The…

Ben Schoon / 9to5Google : Motorola launches the $1,599+ Signature 27, featuring a Snapdragon 8 Elite Extreme Gen 6 chipset, a 6.8-inch Tandem OLED display, and …

Jonathan Stempel / Reuters : Google, Meta, and TikTok file lawsuits to block a California law that bans online platforms from providing “psychologically exploit…

Lefteris Papadimas / Reuters : Greece's parliament approves a 10% capital gains tax on crypto, exempting gains of up to €500 a year, in the country's first comp…

Brody Ford / Bloomberg : Sources: Microsoft is tightening oversight of some data center projects, stepping away from those it deems risky, and debating whether …

Ivan Mehta / TechCrunch : Aina, which raised $5.5M, launches an “AI ring” with a screen, joystick, and mic to let users talk to their AI agents, take notes, con…

Rebecca Torrence / Bloomberg : Defense tech startup Shield AI raises $2.5B to help acquire radar company Echodyne, including a $1B Series H at a $28.8B valuatio…