AI Doesn’t Need to Watch Every Frame: How Gemini’s Agentic Video Understanding Changes Video Analysis
Video creates a strange problem for artificial intelligence. A ten-page document contains a limited amount of information. A ten-minute video […]
Voice AI Is Becoming Full-Duplex: Why the Next AI Interface May Listen, Think, and Act at the Same Time
Voice assistants have existed for years. We have been able to say: “Set a timer.” “Play this song.” “What is […]
Google Is Using AI Agents to Scan Every Code Change: Is This the Future of DevSecOps?
AI coding tools are making software development faster. Developers can now use agents to: But faster software generation creates another […]
Your REST APIs Are Becoming AI Tools: Why Google Cloud API Gateway’s MCP Support Matters
For years, enterprise APIs were designed primarily for one purpose: software talking to software. A mobile app calls an API. […]
Microsoft 365 Copilot Is Adding Usage-Based Billing: Is Per-Seat SaaS Pricing Starting to Break?
For most of the SaaS era, software pricing has been remarkably simple. A company buys: 100 employees × 100 software […]
The Dashboard Is Becoming an Agent: How ChatGPT Data Agent Could Change Business Intelligence
For more than two decades, business intelligence has followed a familiar pattern. A company collects data. Data engineers prepare it. […]
Google Workspace Is Becoming an AI Operating Layer: Why Cross-App Agents Could Change How We Use SaaS
For decades, office software has been organized around applications. You open Gmail to communicate. You open Docs to write. You […]
AI Agents Need Their Own Identities: Why Service Accounts Are Becoming a Security Problem
Enterprise AI is moving beyond chat. AI agents can now: That creates a security problem traditional identity systems were never […]
GitHub Rewrote Copilot’s 800,000-Line Runtime in Rust Using Copilot: What It Reveals About AI Coding Agents
GitHub has completed one of the most interesting AI-assisted software migrations yet. The company rewrote the runtime behind major parts […]
Gemini Enterprise No Longer Bundles Code Assist: What Changed and What Teams Should Do Before Renewal
Google quietly made an important change to Gemini Enterprise Code Assist licensing in September 2026. If an organization buys a […]