Users compare Qwen 3.8 27B and Qwen Flash Next on local hardware

AWS machine learning blog walks through using contextual bandits on AWS to lift conversion across the acquisition funnel, pairing them with generative AI personalization on Amazon Bedrock. The post follows an earlier one on producing personalized content at scale within brand guidelines and guardrails.

Strands Decider 2B is fully open-sourced, small enough to run locally, and built on the torso of Qen3.5-2B to deliver calibrated choices with confidence scores instead of generated text. It briefly topped the Jevbench ranking for models of its size.

Canvas lets merchants build and customize Shopify stores by chatting with the Sidekick AI agent, which renders the store's real code in real time rather than a static preview. Sidekick can now work directly with theme files, and takes screenshots to see the same view as the merchant.

The New Stack column by John Sapp argues enterprises now face AI's "harsh reality" before finishing the hype phase, framing shadow AI as a governance and roadmap problem for CISOs.

AWS post walks through building event-driven "ambient agents" on Amazon Bedrock AgentCore, from storage and alert signals to human-in-the-loop review. Aimed at teams doing document triage at scale.

MAI-Voice-2.1 and MAI-Voice-2.1-Flash generate speech in 23 languages, while MAI-Transcribe-2 Streaming returns partial transcripts as audio arrives. AI Gateway bills at listed rates with no platform fee or markup on inference.