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AWS presents three serverless patterns for invoking Amazon Bedrock AgentCore agents asynchronously from AWS Step Functions. Task-token callbacks, direct service integrations, and durable functions help eliminate idle compute costs while agents process requests.
KnowledgeForge converts resolved ITSM incident tickets into new knowledge base articles and continuously curates existing content. Its multi-tenant, closed-loop pipeline uses Amazon Bedrock, Amazon S3 Vectors, and AWS Step Functions for deduplication, quality scoring, and content improvement.
The FDA has approved Aletta, a robot that can locate a patient's vein, insert a needle, and draw blood without direct human assistance. The system could help address shortages of trained phlebotomy staff.
Microsoft、Alphabet、Amazon、Meta與Oracle的AI資料中心資本支出快速上升，可能迫使它們透過公司債與結構化融資籌集資金。文章認為，AI債券供給正在擠壓美國國債需求，推高長期利率並對高估值AI公司的估值模型造成壓力。
Ant Group’s quarterly profit barely grew after the company increased spending on artificial intelligence. The investments target healthcare, large language models, and payment services, while expansion costs also pressured results.
Lightelligence is shifting from computing with light to connecting with light, signaling a more pragmatic focus on photonic interconnects. Despite strong investor enthusiasm following a 383.62% first-day stock surge in Hong Kong, the company faces concentrated customers, slow receivables, declining margins, and supply-chain risks.
This systematic review examines how large language models support mental-health applications, including social-media analysis, clinical conversational agents, therapy support, and psychoeducation. It also covers multimodal diagnosis, prompt engineering, interpretability, and the ethical and regulatory safeguards needed for responsible deployment.
This survey frames self-evolving LLM agents as dynamic graphs whose memories, tools, skills, workflows, and relationships change over time. It presents four evolution taxonomies, connects nine dynamic-graph-learning fields to agent capabilities, and proposes graph-aware evaluation and governance protocols.
Alipay is positioning its Abao agent as a new commerce gateway where services are selected and executed through natural-language intent rather than ads, search rankings, or app navigation. Abao has connected more than 10,000 AI-enabled services across eight scenarios, including transportation, dining, travel, logistics, and government services.
AWS demonstrates how a mid-size mortgage lender automates document intake from email through classification, extraction, validation, and final data processing. The workflow combines the AWS GAIIC IDP Accelerator with Amazon Quick Automate.