Silicon Valley’s conversations about AI often sound like inevitabilities: sweeping automation, mass displacement, and workplaces remade by powerful models. Those scenarios have driven anxiety among workers and intense debate among researchers. But one practical problem underlies much of the confusion: we lack the right economic data to predict how AI-driven productivity gains will actually affect employment. Without that missing piece,
Category: Automation
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What’s New in Microsoft Defender: AI Triage, Predictive Hardening, and Call Monitoring — What IT Teams Should Know
Microsoft used RSA 2026 to roll out a wave of Defender enhancements that are already changing how security teams detect, investigate, and respond to risk. The announcements bundle intuitive UX changes—like a consolidated identity dashboard—with more consequential shifts: AI-driven triage and automated hardening that can act proactively on predicted attacker movement. These features promise speed and scale, but they also
Automate Your Claude Code Workflow: A Practical Guide to Scheduled Tasks
A little automation goes a long way. If you spend any time monitoring deployments, babysitting long-running builds, checking back on pull requests, or simply reminding yourself to follow up on something later, Claude Code’s scheduled tasks give you a lightweight, session-scoped way to run prompts on a cadence. They let Claude re-run prompts automatically while your session is open, turning
Microsoft Plans to Disable Hands‑Free Automated Installation for Windows 11 and Server 2025 After Critical RCE Flaw
Microsoft has announced a hardening plan for Windows Deployment Services (WDS) after the discovery of a critical remote code execution vulnerability, CVE-2026-0386, that compromises hands‑free automated installations. The vulnerability exposes Unattend.xml answer files over an unauthenticated channel, allowing an attacker on the same network segment to intercept or tamper with deployment configurations. For organizations that depend on network-based provisioning to
Claude’s New Release — Supercharged Multi‑Agent Code Review for Every PR
Good code review is getting harder as teams ship more code. Claude’s new release brings a deeper, multi-agent review system to Claude Code so every pull request can get a careful read. The goal is simple: surface the bugs and edge cases that quick skims miss, while leaving the final approval to human reviewers. What this release is This new
Claude Makes Projects and Artifacts Free — What Changed and How to Use Them
Anthropic has moved two previously paid capabilities of its Claude AI assistant — Projects and Artifacts — into the free tier. Combined with earlier changes (Memory made free) and other expanded allowances, the update gives non-paying users access to a more workspace-like experience inside Claude. This post summarizes what changed, explains how Projects and Artifacts work, and offers practical, fact-based