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React JS is a powerful library for building user interfaces, but as with any frontend technology, it is not inherently immune to vulnerabilities. As developers, understanding the security landscape is critical to protecting user data and maintaining application integrity. This…
A studio headshot used to cost hundreds of dollars. Now an AI headshot generator returns a gallery of studio-style portraits for the price of a takeaway dinner — anywhere from about $17 to $79, delivered in 15 minutes to a couple of hours. I…
A step-by-step reconstruction of the observed External Data exploitation pattern. Tagged with security, vulnerability, mediawiki, attackchain. #the-attack-chain-behind-cve2026100382-reconstructed-from-administrator-logs The attack chain behind CVE-2026-100382, reconstructed from administrator logs When a MediaWiki extension can execute server-side programs, the difference between a theoretical…
How the CI/CD and supply chain of VPC Atlas were built, and the commands that let you check every download. The tool only makes read-only calls, but it runs with credentials for an AWS account, so whoever installs it…
No event emitted inside the job can answer that question. A log query for “no recent completion” is useful evidence, but its failure modes include the job, the log client, ingestion, filtering, and the polling process itself. A counter has…
CVE-2026-55330 is a use-after-free in Android's Bluetooth stack, rated 9.8, and the detail that... Tagged with android, cybersecurity, infosec, security. CVE-2026-55330 is a use-after-free in Android's Bluetooth stack, rated 9.8, and the detail that should set the priority is that exploitation requires…
I started the year by creating my portfolio, which is like a showcase of my coding journey so far. It... Tagged with webdev, react, nextjs, portfolio. I started the year by creating my portfolio, which is like a showcase of…
I built the attendance app with an orchestrator and four AI agents working at the same time. What made it work was everything prepared before any agent wrote code. In the previous note I wrote about why the attendance app…
A fitness coach ticked off attendance by hand from Messenger messages. Before writing code, I checked what Meta's APIs allow, and the answer shaped the whole app. A fitness coach I know runs live workouts in a private Facebook group.
Most bad AI video comes from bad prompts, not bad models. A video model has to fill in every gap you leave: what the subject looks like, what moves, where the camera goes, how the light falls, what happens first.