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Trends, guides and analysis on cyber security, AI, cloud and IT, written by the people who do the work.

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LatestEngineering · Jul 11, 2026

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What an Attacker Checks First on Your Vibe-Coded App

A fast-built app ships in a weekend. An attacker maps its weak points in minutes. Here is the exact order they probe, and how to close each gap before you launch.

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EngineeringJul 11, 2026

How to Ship an AI Feature That Behaves in Production

The gap between an AI demo and an AI product is an engineering layer: output validation, graceful fallbacks, cost controls and evals. Here is how to build it.

EngineeringJul 11, 2026

The Operations Layer That Decides Whether Your Product Survives Success

Monitoring that reaches you before customers do, backups that survive real disasters, and restores you have actually run. The ops layer behind survival.

EngineeringJul 11, 2026

The Compliance Work That Closes Enterprise Deals

Enterprise deals stall at procurement, not the demo. SOC 2 without theatre, shadow AI governance, and the paperwork a buyer or regulator will actually ask for.

EngineeringJul 11, 2026

Choosing a Stack You Will Not Regret: The Decisions That Are Cheap Now and Brutal at Scale

Stack regret comes from a handful of choices that feel free on day one. Here is how to spot the decisions that are brutally expensive to reverse at scale.

EngineeringJul 11, 2026

The Finishing Layer: What Separates a Demo From a Product People Pay For

The demo worked. Nobody paid. Here is the finishing layer between code that runs and a product that earns, and an honest way to score yourself against it.

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