AURA: Real-Time Video Understanding Shifts from Post-Play Q&A to Continuous Interaction

AURA introduces an always‑on video LLM that processes streams frame‑by‑frame, decides when to stay silent or answer, uses a dual sliding‑window context and a Silent‑Speech Balanced Loss, achieves state‑of‑the‑art scores on StreamingBench, OVO‑Bench and OmniMMI, and runs at 2 FPS with ~312 ms end‑to‑end latency on two 80G GPUs.

AURASilent-Speech LossStreaming Video Understanding

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AURA: Real-Time Video Understanding Shifts from Post-Play Q&A to Continuous Interaction

Black & White Path

Mar 23, 2026 · Information Security

When Identity Protection Fails: Aura Breaches 900K Records via Vishing Attack

Aura, a provider of identity‑theft protection services, disclosed that a phone‑phishing (vishing) attack in March 2026 exposed roughly 900,000 customer names and email addresses, prompting analysis of the attack vector, MITRE ATT&CK mapping, and lessons on supply‑chain risk and defense‑in‑depth.

AURAMITRE ATT&CKdata breach

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When Identity Protection Fails: Aura Breaches 900K Records via Vishing Attack

JD Tech

Mar 1, 2021 · Cloud Native

Private Deployment of JD mPaaS Aura Platform on TPaaS: Architecture, Dockerfile, and Kubernetes Orchestration

This article details the end‑to‑end process of privatizing JD's mPaaS Aura Android component platform on the TPaaS cloud‑native environment, covering requirement analysis, custom Dockerfile creation, unified configuration with confd, middleware setup, and Kubernetes resource definitions for a production‑grade deployment.

AURACloud NativeDocker

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Private Deployment of JD mPaaS Aura Platform on TPaaS: Architecture, Dockerfile, and Kubernetes Orchestration

JD Retail Technology

Aug 19, 2017 · Mobile Development

Key Issues and Solutions in Implementing the Aura Android Plugin Framework

This article explains the major challenges tackled by the Aura Android plugin framework—including component representation, class loading, resource handling, host‑plugin interaction, and packaging—and outlines how solving these enables building a generic, scalable plugin architecture for mobile apps.

AURAAndroidMobile Development

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Key Issues and Solutions in Implementing the Aura Android Plugin Framework