News
Kubernetes Operators, Explained by a Production Engineer
A senior engineer’s deep dive into Kubernetes Operators: CRDs, reconciliation loops, caches, finalizers, webhooks, and production-...
The Illich Test for AI: Does Your Tool Make You Less Capable Without It?
Ivan Illich wrote Tools for Conviviality in 1973. It's the best framework for AI dependency nobody's using.
Claude Can Code. Can It Detect Backdoors in Binaries?
BinaryAudit benchmarks AI agents using Ghidra to find backdoors in compiled binaries of real open-source servers, proxies, and net...
The Three Stages of AI Guardrails: From Filters to Enterprise Control Planes
Explore the 3 stages of AI guardrails—from LLM filters to agent authorization and multi-agent control planes for enterprise AI gov...
When to Automate Testing and When to Stay Manual
QA engineers and leads often face the same question: Should we automate this, or handle it manually? There’s no single answer, and...
Codex vs Factory vs Cursor: Does the Harness Really Matter for MVP Prototyping?
Claude Code vs Factory.ai vs Codex vs Cursor meets GPT 5.3 Codex v Opus 4.6, who wins if the prompt and skill is same? What does i...
The Anti-Slop Playbook: How 38 Career Reports Proved Verified AI Content Wins
Across 38 career reports, a five-model consensus method shows why verification—not generation—will define premium content in the A...
GPT-5.3 Codex Reviewed My .NET Data Access Library and Missed the Architecture
I asked GPT-5.3 Codex to review a reusable .NET data access library. It scored 46/100—and exposed the limits of AI architectural r...
Sendmarc Releases DMARCbis Fireside Chat Featuring Co-Editor Todd Herr
DMARCbis is intended for Proposed Standard status and, if approved, would obsolete RFC 7489. Microsoft, Google, and Yahoo have “ca...
The Software Companies That Win the AI Era Will Be Evolution Partners
Software buyers are increasingly becoming aware that they exist on a maturity spectrum, and that the solutions they need depend en...
Cardano Price Signals Rebound as Whales Accumulate 819M ADA
Cardano price hovered near $0.26 on Wednesday, signaling a potential rebound despite recent volatility across the crypto market. A...
Cybersecurity Stocks Drop as Anthropic Launches Claude Code Security Tool
Claude Code Security is a new AI-powered system designed to identify and fix software vulnerabilities automatically. Announcement...
