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HardwareRIFT LEAD

Kioxia Exceria Pro G2 2TB SSD Review: Fast PCIe 5.0 Storage with Endurance

The Kioxia Exceria Pro G2 2TB SSD offers strong PCIe 5.0 performance with its SM2508 controller and BiCS8 TLC flash, positioning it as a reliable alternative to competitors.

12 Sept 2026

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Today's Intelligence

CybersecuritySep 12

iLends AI Agents Flood Inboxes with Spam, Exploiting Trust and Automation

How a seemingly legitimate AI service became a prolific spam engine, targeting users with deceptive tactics.

●Builder Action:Developers need to be aware of AI-generated spam's increasing sophistication. APIs and services that facilitate bulk email generation must implement stricter vetting processes. Consider building or integrating AI detection models into your own email infrastructure to identify and flag AI-generated deceptive content before it reaches users.

AI ModelsSep 12

MoE and Edge AI: Distinct Concepts Enabling On-Device LLMs

Mixture of Experts (MoE) and Edge AI are often conflated, but they solve different problems to enable powerful AI on constrained devices.

●Builder Action:Developers can leverage MoE architectures to deploy larger, more capable language models on resource-constrained devices like smartphones, reducing inference costs. Understanding MoE's selective expert activation is key to optimizing performance for on-device inference. This enables new classes of local AI applications previously limited by hardware constraints.

DevelopersSep 12

BDD Without Gherkin: Specifying Behavior Outside of Feature Files

Behavior-Driven Development is about specifying behavior, not about a specific file format like Gherkin.

●Builder Action:Developers can write executable BDD specifications directly in their preferred programming language, bypassing Gherkin and Cucumber. This integrates testing closer to the codebase, reducing translation overhead and increasing efficiency. Frameworks within testing libraries allow for Given-When-Then syntax directly in code.

Original Deep Intelligence

RIFT REPORTDEEP INTELLIGENCE

Weekly Rift: AI Agents Go Rogue, Cloud Costs Soar, and Security Shifts

This week's tech news highlights the growing pains of AI agent autonomy, the critical need for cloud cost management, and evolving security paradigms.

3 minread time

Updated:7 Sept 2026