AI tools, cybersecurity and development news aggregated from top sources — saved permanently with unique URLs.
The failed install was part of the evidence: reproducing an agent-action receipt
A reproducibility report gets weaker when it records only the green ending. Today I evaluated Permi…
The failed install was part of the evidence: reproducing an agent-action receipt
A reproducibility report gets weaker when it records only the green ending. Today I evaluated Permi…
Building a Rate Limiter in Go: Token Bucket vs Sliding Window
Rate limiting is one of those features that looks simple until you're paged at 2 am because a client…
Zero NetworkPolicies on the Database Namespace: The Gap That Let Any Pod Reach Authelia's Postgres
Originally published at woitzik.dev After locking down Vault's namespace with NetworkPolicies, I r…
Migrating Atlantis to an LXC Accidentally Made It Fully Public
Originally published at woitzik.dev SEC-008 was a finding from an earlier security audit: Atlantis…
Five Chainlink Products. One Architecture. The DON+OCR Pattern Underneath Everything.
The shortcut nobody tells you When developers first encounter Chainlink, they learn the products o…
The AI Blind Spot: Why "It Works" Isn't the Same as "It's Safe to Launch"
A few months ago, a founder posted about the SaaS he'd just shipped — built entirely with an AI codi…
I Implemented MD5 From Scratch in JavaScript (Because Web Crypto Won't)
I Implemented MD5 From Scratch in JavaScript (Because Web Crypto Won't) While building Bracketly —…
AI agents can open PRs. Who checks whether they crossed the line?
The gap between "works" and "stayed in scope" An AI coding agent can produce a pull request that b…
Outil de Cybersécurité du Jour - Jul 17, 2026
Titre : Décryptage de l'outil Wireshark - Votre Allié en Cybersécurité Introduction : L'Essentielle…
Docker Secrets for Private Keys: Production Security Best Practices
Docker Secrets for Private Keys: Production Security Best Practices for Self-Hosted AI Wallets Wou…
QR Login Failure: Why QR Code Login Breaks
QR login is a cross-device flow, not one click QR code login looks clean in a demo. Show a code on…