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GPT-5 is here

GPT-5 tightens reasoning and lands cleaner hits inmath,science,finance, andlaw. It outpaces GPT-4—not just wider, but deeper... read more  

GPT-5 is here
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Blue‑Green Deployment in 1 diagram and 195 words

Blue-Green deployment runs two matching environments so you can flip traffic with zero downtime—and yank it back fast if something breaks. Kubernetes + IstioandSpinnakerhandle the heavy lifting. They steer traffic between versions and keep infra lean... read more  

Blue‑Green Deployment in 1 diagram and 195 words
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Perplexity is using stealth, undeclared crawlers to evade website no-crawl directives

Perplexity AI’s stealth crawling behavior includes modifying user agents and source ASNs to avoid website blocks, highlighting the importance of transparent bot behavior... read more  

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Project Ire autonomously identifies malware at scale

Microsoft just droppedProject Ire, an autonomous AI that tears through software like a experienced reverse engineer. It decompiles, analyzes, classifies malware—all on its own. Under the hood: LLMs, decompilers, and a tool-use API running the show. On public Windows driver datasets, it scored0.98 p.. read more  

Project Ire autonomously identifies malware at scale
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How to automatically disable users in AWS Managed Microsoft AD based on GuardDuty findings

AWS just dropped a new threat-response setup that tiesGuardDuty,EventBridge,Step Functions, andSystems Manager Run Commandinto one clean pipeline. The goal? Hunt for EC2 threats and lock downActive Directoryaccounts—automatically. GuardDuty kicks off the flow when it spots trouble. From there, Even.. read more  

How to automatically disable users in AWS Managed Microsoft AD based on GuardDuty findings
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Kali Linux can now run in Apple containers on macOS systems

Cybersecurity professionals can now launch Kali Linux in a virtualized container on macOS Sequoia using Apple's new containerization framework. Apple announced a new framework at WWDC 2025, allowing Apple Silicon hardware to run isolated Linux distros in a virtualized environment. There are limitati.. read more  

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🚨 Azure Service Health Built-In Policy (Preview) – Now Available! 

Microsoft just droppedAzure Service Health Built-In Policy(Preview). It lets teams push Service Health alerts across every Azure subscription—automatically—using Azure Policy. No more piecemeal setup. It folds in AMBA lessons, supports custom rules and action groups, and locks in alert coverage at .. read more  

🚨 Azure Service Health Built-In Policy (Preview) – Now Available! 
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From Manual Testing to AI-Generated Automation: Our Azure DevOps MCP + Playwright Success Story

A team wired up Azure DevOps’MCP serverwithGitHub Copilotto crank outPlaywrightend-to-end tests from manual test cases. They now run tests on demand from Azure Test Plans, convert entire test suites in bulk, and drop the results into CI pipelines—no hand-holding required. System shift:AI's not just.. read more  

From Manual Testing to AI-Generated Automation: Our Azure DevOps MCP + Playwright Success Story
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Writing an internal Terraform provider from A to Z

Typeform rolled their ownTerraform providerto wrangle runtime data through an internal API. Built with HashiCorp’sGo SDK, the official scaffolding framework, and wired up withacceptance testsfor full lifecycle muscle. They skipped the publicTerraform Registryentirely. Instead, they shipped provider.. read more  

Writing an internal Terraform provider from A to Z
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Building on the foundation of OpenTelemetry eBPF Instrumentation: what’s new in Grafana Beyla 2.5

Grafana Beyla 2.5 goes all-in on upstreamOpenTelemetry eBPF Instrumentation, baking it right into the core. This release addsauto-instrumentation for MongoDB and JSON-RPC,manual spans in Go, and tightertrace correlation for NodeJS. New in town:survey mode. Think lightweight service discovery—no ful.. read more  

Building on the foundation of OpenTelemetry eBPF Instrumentation: what’s new in Grafana Beyla 2.5
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