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Woshly Stack

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Latest Articles

8 Game-Changing Features of Amazon Redshift's New Graviton-Powered RG Instances

Amazon Redshift RG instances, powered by AWS Graviton, deliver up to 2.2x faster performance, 30% lower price per vCPU, and an integrated data lake query engine for unified analytics.

2026-05-15 20:18:49 · Cloud Computing

10 Ways Amazon Bedrock’s Advanced Prompt Optimization Can Supercharge Your AI Models

Discover 10 key features of Amazon Bedrock's Advanced Prompt Optimization tool: automated prompt tweaking, multi-model comparison, multimodal support, flexible evaluation, and transparent cost-latency reports.

2026-05-15 20:18:31 · Cloud Computing

Your Own Private AI Image Generator: Step-by-Step Guide to Docker Model Runner and Open WebUI

Step-by-step guide to setting up a local AI image generator using Docker Model Runner and Open WebUI. Pull a Stable Diffusion model, launch the UI, and generate images privately without cloud dependencies.

2026-05-15 20:17:07 · Cloud Computing

A Step-by-Step Guide to Sandboxing AI Agents: From Chroot to Full VM Isolation

Learn to sandbox AI agents with four methods: chroot, systemd-nspawn, Docker, and full VMs. Step-by-step instructions from basic file isolation to complete hardware virtualization.

2026-05-15 20:16:47 · Cloud Computing

How to Build and Deploy Custom MCP Catalogs and Profiles for Enterprise AI Tooling

Learn to create custom MCP catalogs with Docker, package approved AI servers, and use profiles for team collaboration. Step-by-step guide for enterprise adoption.

2026-05-15 20:15:42 · Cloud Computing

How Claude Code's /goals Prevents AI Agents from Quitting Too Early

Learn how Claude Code's /goals separates task execution from evaluation, using a two-model loop to prevent premature task exits in AI agents.

2026-05-15 20:14:21 · Environment & Energy

The Unauthorized Agent: Why AI Authentication Is Failing Security

Cisco's Anthony Grieco explains at RSAC 2026 that agent authorization is broken due to authentication passing, leading to permission sprawl. Only 29% of orgs are ready for agentic AI.

2026-05-15 20:13:56 · Education & Careers

Cerebras IPO Skyrockets: The Wafer-Scale Chip Revolution and What It Means for AI's Future

Cerebras Systems' IPO nearly doubles, reaching $100B market cap. The wafer-scale chip's massive memory bandwidth revolutionizes AI inference. Company pivots from single customer to partnerships with OpenAI, AWS.

2026-05-15 20:13:34 · Finance & Crypto

Raindrop AI's Workshop: Your Local Debugger for AI Agents – Everything You Need to Know

Raindrop AI's Workshop is an MIT-licensed open-source tool for debugging AI agents locally. It streams real-time traces to a dashboard, supports self-healing eval loops, and ensures privacy by storing no data externally.

2026-05-15 20:13:13 · Startups & Business

The Enterprise AI Battle Shifts: Why Agent Orchestration Matters More Than Model Quality

New VB Pulse data shows Microsoft and OpenAI leading enterprise agent orchestration, but Anthropic's first appearance signals a shift from model quality to control plane dominance.

2026-05-15 20:12:53 · AI & Machine Learning

Urgent: Cisco Catalyst SD-WAN Controller Under Active Zero-Day Attack – Critical Auth Bypass Allows Full Device Takeover

Cisco confirms zero-day exploitation of critical SD-WAN auth bypass. CVE-2026-20182 allows full admin takeover. Patch immediately.

2026-05-15 20:11:28 · Cybersecurity

Urgent: Microsoft Confirms Active Exploitation of Critical Exchange Server Flaw

Microsoft confirms active exploitation of critical Exchange Server zero-day. Urgent mitigations released; patch pending. Administrators must act now.

2026-05-15 20:11:13 · Cybersecurity

REMUS Infostealer Revolutionizes Cybercrime: Session Tokens Now Prime Target

REMUS infostealer prioritizes session tokens over passwords, offered as MaaS, rapidly evolving. Flare analysis warns of industrial-scale session theft.

2026-05-15 20:11:00 · Finance & Crypto

Zero-Day Flaws in Avada Builder WordPress Plugin Expose Millions of Sites to Credential Theft

Two zero-day vulnerabilities in Avada Builder WordPress plugin (1M+ installs) allow file reading and credential theft. Patch released. Update immediately.

2026-05-15 20:10:47 · Cybersecurity

Pwn2Own Berlin 2026: Hackers Expose Critical Zero-Days in Windows 11, Exchange, and Red Hat Linux on Day Two

Day two of Pwn2Own Berlin 2026 yields $385,750 in prizes for 15 zero-day exploits in Windows 11, Exchange, and Red Hat Linux, exposing major security gaps.

2026-05-15 20:10:32 · Cybersecurity

Enhancing Ad Intelligence: Spotify’s Multi-Agent System

Spotify’s multi-agent architecture replaces monolithic ad AI with specialized agents (context, inventory, objective) coordinating via reinforcement learning, achieving 30% higher ad recall and 20% lower skip rates.

2026-05-15 20:08:49 · Digital Marketing

Unveiling the 2025 Wrapped: How Spotify's Technology Tells Your Musical Story

Explore the technology behind Spotify's 2025 Wrapped: data pipelines, machine learning models, visual design, and privacy measures that turn listening data into a personalized musical story.

2026-05-15 20:08:29 · Lifestyle & Tech

The Rise of Agentic Development: Insights from Spotify and Anthropic

AI agents are transforming software development. This article covers key insights from Spotify and Anthropic's live discussion on agentic development, including its benefits, challenges, and practical steps for adoption.

2026-05-15 20:08:08 · Lifestyle & Tech

Streamlining Large-Scale Dataset Migrations with Honk, Backstage, and Fleet Management

Learn how Spotify used Honk, Backstage, and Fleet Management to automate and streamline the migration of thousands of consumer datasets, reducing pain and increasing reliability.

2026-05-15 20:07:50 · Environment & Energy

Conversational Ads Management: How Claude Plugins Turn API Specs into Chat Tools

Learn how Claude Code Plugins and OpenAPI specs create a natural language interface for Spotify Ads API, enabling zero-code ad management through conversational AI.

2026-05-15 20:07:30 · Programming