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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. TOOL · TechCrunch AI English(EN) · · [2 sources]

    Apple is fixing the headache of splitting the bill with its new Siri in Camera feature

    Apple has introduced a new Siri feature within its Camera app designed to simplify bill splitting among groups. Users can point their iPhone camera at a receipt, and the app will allow them to select individual items to assign to specific people. This integration with Apple Cash aims to make settling shared expenses more straightforward and less awkward than traditional methods or third-party apps. AI

    IMPACT Streamlines a common social and financial interaction, potentially increasing adoption of integrated payment features.

  2. RESEARCH · arXiv cs.AI English(EN) · · [2 sources]

    E2LLM: Towards Efficient LLM Serving in Heterogeneous Edge/Fog Environments

    Researchers have developed E2LLM, a new framework for deploying large language models (LLMs) efficiently in resource-constrained edge and fog environments. Unlike traditional methods that assume single-device hosting, E2LLM replicates models across device groups and uses model parallelism. It assigns specialized roles (PREFILL or DECODER) to replicas based on their efficiency with input/output tokens, leveraging differences between these inference phases. The framework employs a Genetic Algorithm for clustering devices and Dynamic Programming for optimal partitioning, significantly reducing waiting times by over 50% under high demand compared to the Splitwise baseline. AI

    IMPACT Optimizes LLM deployment in constrained environments, potentially enabling wider use of AI on edge devices.