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News
Largest AI Supply Chain Breach of 2026: LiteLLM Hack Impacts Thousands of Global Enterprises – Claim Your Ethical Disclosure
3+ hour, 42+ min ago (153+ words) TeamPCP orchestrated a multi-ecosystem supply chain attack that began by compromising Trivy’s GitHub Actions pipeline and ended with malicious LiteLLM packages silently stealing secrets from CI/CD environments worldwide. The leak exposed 153GB of data from 118,829 pipeline runs tied to 2,488 domains,…...
Windows 11 August Update Delivers Critical Security Fixes and Better Search
11+ hour, 1+ min ago (574+ words) Microsoft has released Windows 11 August update Patch Tuesday for supported versions of Windows 11. Apart from security updates, the update introduces many minor changes to Windows functionality. For Windows 11 25H2 and 24H2, Microsoft is rolling out KB5121003, while devices running Windows 11 23H2 receive KB5120240. Windows 11 version…...
Researcher threatened by Microsoft finds new critical bug in Windows
20+ hour, 13+ min ago (28+ words) | Researcher had accused Microsoft of mistreatment | Inshorts Inshorts Researcher threatened by Microsoft finds new critical bug in Windows...
Benchmarking DFlash on a 30B Model: Why Tokens per Second Can Mislead
25+ min ago (1674+ words) I spent a night trying to fit a dense 30B model, 256K context, vision, and speculative decoding onto one 24 GB GPU. The fastest quant lost. The quant with the lowest perplexity lost too. What won was the configuration that made the whole…...
Speech-to-Text API 429 Triage: Backoff, Queue, and Batch Transcription
32+ min ago (408+ words) That choice protects both sides of the quality-versus-latency trade-off. A moderator-facing report may need a fast provisional result; an overnight voice-chat audit can wait. Treating those jobs as one workload is how a small rate limit becomes a system-wide incident....
Marketplace Moderation Triage: API Gateway Caching, Batch Cost, Node.js, US/EU
20+ min ago (459+ words) Short answer: compare an OpenAI-, Claude-, and Gemini-compatible API gateway by the cost of each accepted moderation classification, not cost per token alone. For a Node.js marketplace spanning the US and EU, preserve an auditable human-review queue first, then…...
The Case of the Lying Clock: 5 Vue Mysteries Solved
7+ min ago (459+ words) Timer drift, effect scopes, shallowRef, and hydration explained in plain English with analogies and inline sources. Tagged with vue3, javascript, webdev, beginners....
One Draft, Eight Platforms, One Command
18+ min ago (797+ words) How long does it take to publish one article? If you run a one-person company, the honest answer isn't "the few hours of writing." It's everything that comes after — moving it into your newsletter, copying it to one dev community,…...
Building a Production AI Agent in Spring Boot: Tenant Isolation (Part 12)
25+ min ago (440+ words) I am a Senior Software Engineer II at BS23 in Dhaka, and I have been building production AI agents with Spring Boot and Spring AI for over a year. The e-commerce assistant from Parts 1 through 11 is the same agent: same nine…...
A Lower Price Tag Is Not a Migration Plan: Quarantining New Models Before They Touch Your Agent
19+ min ago (519+ words) Last month a model I'd been watching dropped its token price by half, and three people sent me the announcement within an hour. The implied question was always the same: when are you switching? Three ingredients: candidate model access, somewhere…...