Self-Retrospection Distillation Lifts AI Agent Success From 0% to 60.6% When Every Rollout Fails

Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight Authors: Haoxiang Zhang, Qinglin Chen, Hiroaki Hayashi, Zhuofeng Li, Siming Zhang, Jiaxin Zhang, Jixuan Chen, Fang Wu, Pan Lu, Silvio Savarese, Julian McAuley, Chien-Sheng Wu (Salesforce AI Research) Abstract Reinforcement learning with verifiable rewards (RLVR) turns agent experience into learning signals primarily through scalar outcome rewards after … Read more

Shure’s popular podcasting and streaming mic is almost $50 off

Shure’s MV7 Plus is a popular podcasting and streaming mic. | Image: Shure While the Shure Mv7 Plus is popular with streamers and podcasters, it’s equally good at impressing your friends and coworkers on meetings and Discord calls. It’s currently marked down to $255 at various retailers, including Amazon, Guitar Center, and directly from Shure. … Read more

Meta’s Muse AI can create custom ‘spaces’ for the version of the app you need right now

Meta will now allow you to build customized, app-like experiences within its Muse AI assistant. The new feature, called “spaces,” allows Muse to build things like a shopping hub, school dashboard, music tracker, trivia game, and more, which you can interact with directly in the app. If you connect your space to a relevant app, … Read more

SageMaker Inference now supports Multi-Instance GPU to maximize GPU utilization for model endpoints

When you deploy a model to a GPU endpoint, the smallest unit of GPU you can request is one whole accelerator. This constraint can cost you twice. First, you can’t host more models on an instance than it has accelerators. An ml.p4d.24xlarge has eight A100s, so it holds eight models, whether each one needs 40 … Read more

Amazon is now making a Melania Trump TV series

Following the Melania documentary movie that premiered earlier this year, Amazon is now planning to release a two-part Prime Video series focusing on the first lady. The show, Melania: The Series, is set to debut on November 20th. “MELANIA, The Series reveals never-before-told stories, offering unprecedented insight into Melania Trump’s life, including the extraordinary days … Read more

Taxonomy of agentic primitives in Amazon Quick

Over the past year, as we built Amazon Quick, our agents went from answering questions to taking actions: scheduling meetings, running research, generating reports. As the system evolved, one problem kept resurfacing: there was no shared definition of the primitives that agentic work is built from. The same few ideas kept getting rebuilt under different … Read more

Kobo will soon let you upload and sync your own ebooks across devices, for a price

Kobo is launching a new monthly subscription service called Stack that lets you upload your own ebooks and documents to the company’s servers where they’ll be synced across multiple devices and apps, including your reading progress, highlights, and annotations. Kobo Stack is similar to Amazon’s Send to Kindle feature that allows users to upload a … Read more

Serverless MCP server for AI agent data lake access on Amazon ECS Fargate

Organizations building applications powered by artificial intelligence (AI) face a recurring challenge: giving large language model (LLM) agents access to enterprise data lakes without duplicating integration logic across every agent and application. Most teams begin by wiring agents directly to databases and APIs, with no shared gateway such as a Model Context Protocol (MCP) server … Read more

Govern AI agent access with Okta Cross App Access and Amazon Bedrock AgentCore – Part 2

In Part 1, you built a task agent on Amazon Bedrock AgentCore, a platform to build, connect, and optimize agents at scale, with any framework or model. The agent runs on Amazon Bedrock AgentCore runtime, a capability of Amazon Bedrock AgentCore, and acts for signed-in users through Okta Cross App Access (XAA). Okta decided which … Read more