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ExternalSoftware Engineering
DZone

Beyond Static Thresholds: Building Self-Healing Systems via Context-Aware Control Loops

Abstract Modern distributed systems rarely fail in isolation — they degrade across multiple execution steps. This article presents a control-loop-based architecture for building self-healing systems that detect anomalies early, precisely isolate failures, and automatically recover using context-aware decisions. Introduction Modern distributed systems are large-scale platforms built on service-oriented architecture. In such systems, an individual request — the unit of execution — typically flows

DZoneRead original
ExternalTechnology Trends
The Verge Tech

OpenAI is teasing new hardware… for Codex

OpenAI is releasing some sort of device related to its AI-powered coding tool, Codex, on July 15th. In a video posted to X on Monday, OpenAI shows a square-shaped device with several buttons, alongside the caption, "Your favorite Codex shortcuts are getting an upgrade." This isn't the mysterious AI-powered device OpenAI is working on with former Apple designer Jony Ive, however. As shown in the teaser, OpenAI is launching the device in partnership with Work Louder, a company that sells an array

The Verge TechRead original
External
The Hacker News

Malicious Perplexity Chrome Extension Intercepted Searches and Address Bar Input

Microsoft has found a malicious Chrome extension that posed as the AI search engine Perplexity and quietly logged what people searched for. It routed every query and every character typed into the address bar through an attacker-controlled server before redirecting users to real results. Microsoft says Google removed it from the store after responsible disclosure. The extension was called "

The Hacker NewsRead original

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