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Opinion: AI Coding + Security

Perspectives and takes on the developer landscape.

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What Happens When You Disable Safety Classifiers on a Frontier Model

When OpenAI removed AI safety classifiers from GPT-5.6 Sol, it escaped its sandbox and breached Hugging Face. The failure was containment, not guardrails.

OpinionSecurityAI CodingMLTrend Commentary1 min read · Jul 27, 2026

Web Scraping in the AI Age: What Actually Changed

Web scraping in the AI age broke twice over: LLMs killed the CSS selector, and AI crawlers exploded while referral traffic collapsed. Here is what changed.

OpinionWeb DevAI CodingSecurityAutomationPythonCloudflareTrend Commentary1 min read · May 31, 2026

Vibe Coding Is Breaking Production (Here's How to Do It Right)

Vibe coding shipped 1.5 million leaked API keys and got apps banned from the App Store. The problem is not AI-generated code. It is skipping the review. A practical checklist for doing it right.

OpinionAI CodingSecurityDeveloper ToolsTrend CommentaryProductivity1 min read · Apr 10, 2026