ML-Driven Vulnerability Prioritization: Using Semantic Embeddings to Rank CVEs Beyond CVSS

ML-driven Vulnerability Prioritization: Using Semantic Embeddings to Improve CVSS-Based Triage TL;DR: Use sentence embeddings plus simple metadata and supervised models to reorder CVE backlogs by likely exploit risk instead of relying only on CVSS. Run the demo notebook, or backtest the approach against three months of historical exploit telemetry to see lift in precision@k. Why […]

Davos, Domestic Power & ChatGPT Ads: Map AI Influence, Trust, and Compliance Now

When Davos, Domestic Power, and ChatGPT Ads Collide: What Business Leaders Need to Map Now TL;DR: AI has graduated from engineering labs to the center of geopolitical and commercial influence. Davos showcased CEOs weighing chip-exports and diplomacy; Washington saw enforcement capacity expand in ways that intersect with surveillance and civil rights; and OpenAI’s move to […]

Build and Deploy Agentic AI with Amazon Bedrock AgentCore Using AWS CloudFormation

Build and Deploy Agentic AI with Amazon Bedrock AgentCore and AWS CloudFormation TL;DR Use Infrastructure as Code (IaC) to deploy agentic AI reliably and repeatably. AWS CloudFormation, AWS CDK, and Terraform are supported paths. Amazon Bedrock AgentCore supplies Browser, Code Interpreter, Runtime, and Memory building blocks for autonomous workflows. Pair them with IaC to move […]

Amazon Self-Learning Generative AI for Product Catalogs: Disagreement-as-Signal at Scale

How Amazon Built a Self‑Learning Generative AI System for Product Catalogs When a system receives millions of product listings every day, static AI models quickly become brittle. Amazon’s Catalog team flipped the script by treating model disagreements not as failures but as the richest learning signal—creating a self‑learning generative AI pipeline that improves accuracy while […]

CZ: Cryptocurrency Could Become the Payment Layer for Autonomous AI Agents

Why CZ Says Cryptocurrency Could Become the Payment Layer for AI Agents TL;DR Changpeng “CZ” Zhao argues that tokenization and blockchain APIs are a natural match for autonomous AI agents that will transact on behalf of users and businesses. Most AI-token projects today lack real utility; the next phase requires agents that can actually hold, […]

AI Memory Crunch Reshapes Chip Cycle: Why SK Hynix Is Racing to Scale HBM

AI Memory Demand Is Reshaping the Chip Cycle — Why SK Hynix Is Racing to Scale HBM Executive summary: AI training and large‑scale inference are creating an acute shortage of high‑bandwidth memory (HBM). SK Hynix is ramping production and building a dedicated assembly plant while rivals expand capacity. The squeeze is pushing memory prices up, […]

CLICKFORCE cuts marketing research from weeks to under an hour with AI agents and Text-to-SQL

How CLICKFORCE used AI agents and Text-to-SQL to cut weeks of marketing research to under an hour CLICKFORCE turned a multi-week research process into a sub‑hour workflow, giving marketers fast, data-backed answers instead of generic, slow-moving reports. That business pain—long lead times, fragmented data, and LLMs that sounded smart but weren’t actionable—drove the creation of […]