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y had considered abandoning token-based billing for its next-generation models in favor of a model where developers submit a prompt and receive a single price directly, similar to AWS's billing model, but dropped the idea because customer feedback was extremely negative. Customers said they need to know what they are paying for, and would even rather accept inflated token counts and pay higher fees than give up itemized billing they can verify. Altman acknowledged that tokens are "a kind of fake

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positive $14.8 billion in the same period of 2025; the company said this was mainly due to a $94.8 billion increase in purchases of property and equipment related to AI investments. Amazon expects cash capital expenditure of $220 billion for 2026, and AWS Chief Financial Officer John Felton said the order backlog as of the second quarter was close to $500 billion. In the earnings report, the advertising business's year-over-year growth rate fell to 12%, compared with 26% in the previous quarter.

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Amazon's total Q3 revenue grew 12% year-over-year to $201.9 billion, below analyst expectations, and its stock fell about 7% after hours following the earnings release. AWS revenue grew 39% year-over-year to $46 billion, accelerating for the sixth consecutive quarter, but online retail growth slowed to 2% and advertising growth slowed to 11%; meanwhile, equipment and property expenditures exceeded $77 billion, and free cash flow over the past 12 months was negative $42.4 billion. This trend echo

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Using Amazon Bedrock AgentCore Gateway, MoEngage converted approximately 400 internal REST APIs distributed across private VPCs in 7 AWS Regions into permission-controlled agent tools, saving about 6 months of platform engineering effort and reducing new API onboarding from several days to a few hours. The solution requires no MCP server code from product teams, no per-integration network configuration, and involves no public endpoints anywhere in the path. MoEngage also established a principle:

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AWS describes building a repeatable PHP-to-Java migration engine with Kiro: the migration methodology and discovery scanner are encapsulated as skill files, using an eight-phase process and a parity harness to verify that the Java port behaves consistently with the original PHP application. The same set of skill files can be used for interactive, application-by-application migration in Kiro, or handed to AWS Transform to run as parallel tasks at portfolio scale. Running requires PHP 8.0 or later

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ntCore Browser to turn intent-driven UI testing into a multi-tenant platform service layered on top of its existing Playwright regression suite. Test steps are written in natural language, executed by Nova Act over a CDP WebSocket, with per-step screenshots and pass-rate statistics, and results stored in Amazon S3. The solution provides managed temporary browser sessions, AWS IAM-based authentication, and cross-account AssumeRole isolation, and the article also presents an 18-step test workflow.

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The AWS blog introduces two new capabilities added to QA Studio based on Amazon Nova Act: applications organize test cases and test suites into application containers with owners, record CloudWatch metrics by application and environment, and provide a 0–100 health score (starting from the pass rate and deducting points for flaky tests), supporting two trend windows of 7 days/hourly and 30 days/daily. Team-based user management defines five cumulative roles: Admin, Team Lead, Editor, Executor, an

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AWS has released the Ray Train DLC image ray:train-ml-cuda-v1.1, which comes pre-integrated with Ray 2.58.0, PyTorch 2.13.0, CUDA 13.0.2, NCCL 2.29.7, and EFA along with the AWS OFI NCCL plugin, enabling distributed training on EKS without the need to build images yourself. The example uses PyTorch FSDP to fine-tune Qwen2.5-1.5B on 8 NVIDIA L4 GPUs across two g6.12xlarge instances, with cross-node communication going directly over EFA. The image is publicly hosted on Amazon ECR Public, so nodes

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AWS has released an enterprise-grade Agentic AI platform blueprint based on Amazon Bedrock and AgentCore, adopting a federated operating model in which a central Platform team provides governed shared services while each Workstream team retains ownership of its own agents, tools, and data. The platform enforces model admission, regional restrictions, rate and token quotas, and budget controls through an independent inference gateway and an MCP tool gateway, and uses an evaluation pipeline to per

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ound to have violated usage policies; the top five customers contributed about 25% of revenue, and in the first half of 2026, 48% of revenue was obtained through platforms such as AWS, Google Cloud, and Microsoft Azure. Existing and planned AI infrastructure agreements total about $657 billion, of which about $417 billion is non-cancelable, and spending could rise to $806 billion after including hardware capacity still under negotiation. After listing, the seven founders will collectively contro

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6, Sakana AI launched products including Sakana Chat, Sakana Marlin, Sakana Fugu, and Sakana Translate. Its GTM team was formally established in September 2026, led by Vice President Hidekazu Kakishima. The team adopts a "product-led GTM" model and hires Forward Deployed Engineers (FDEs) to feed customer on-site experience back into product improvements. Kakishima previously served as head of the strategic accounts team at AWS Japan, a founding member of SORACOM, and in a related role at Skydio.

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AWS released a solution that uses AWS CDK to deploy enterprise-grade agentic retrieval on a managed Amazon Bedrock Knowledge Base: the reasoning agent invokes two knowledge bases as MCP tools through AgentCore Gateway, and AgenticRetrieveStream performs multi-turn planning, internal reranking, and returns answers with citations. The managed knowledge base (Type: MANAGED) takes over ingestion, storage, indexing, and retrieval, eliminating the need to build your own OpenSearch Serverless collectio

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AWS has released a fleet-level edge computer vision model lifecycle solution based on the SageMaker Python SDK v3, using SageMaker Neo to replace the deprecated SageMaker Edge Manager for edge optimization. The solution uses a dual-branch SageMaker Pipeline to train an anomaly detector and a ResNet18 defect classifier for each camera; after passing quality gates, they are compiled and registered to the Model Registry, with Step Functions controlling the fleet training cadence. Running the full p

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Amazon AWS at one point expected to receive NVIDIA GB300 server racks worth about $5 billion, but after some equipment was delivered, it was temporarily stored in warehouses or transit facilities because data centers lacked sufficient power capacity; the industry calls such equipment dark GPUs. AWS also plans to continue purchasing at a rate of about $3 billion per month, and has shifted to accepting racks early and paying early to lock in scarce hardware. Amazon plans to invest about $220 billi

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According to internal emails seen by Business Insider, Amazon receives NVIDIA server racks worth billions of dollars each month; in August alone AWS expects to receive about $5 billion worth of GB300 racks, and thereafter about $3 billion more each month, but some US AWS sites lack sufficient power, so this hardware can only be temporarily stored in transit warehouses. This phenomenon, known as dark GPUs, is putting financial pressure on data centers; Amazon's free cash flow turned negative in t

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e of 2028 quotas has been locked in. He described enterprise AI demand as dumbbell-shaped: a large number of production systems in the middle have yet to be deeply integrated because inference costs are too high, and costs need to fall by another order of magnitude before an explosion in adoption occurs. Jassy also noted that 99% of AWS's top 1,000 customers use Graviton, which offers about 40% better price-performance than x86, while Trainium has a 30% to 40% advantage over comparable hardware.

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ing to add investment; the funds will be used for technological innovation, product iteration, patent system development, and global offline channel expansion. The first product, PawSwing Neo, is a powerless pure-mechanical cat bed grooming collector, priced at about 200 US dollars, with a return rate of less than 3% and grooming efficiency of 3 to 4 milligrams per joule. In 2026, the company has entered Europe's largest pet specialty retail chain channel, with more than 3,000 offline stores sto

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opic Deputy CISO Jason D. Clinton says that within about 18 months, high cyber capability will spread to small, cheap models, but fixes still need to be applied to running systems. The article cites OpenAI's discovery of Brotli's CVE-2026-111497 during testing in an isolated environment, and introduces remediation and credential control solutions such as AWS Continuum, Google Agent Compute Engine, and 1Password for Agents, as well as Microsoft's report on Storm-0940 using AI to automate attacks.

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AWS has published a practical guide for multi-turn reinforcement learning (MTRL) on Amazon SageMaker AI. Using Wordle as an example, it deploys the agent and reward function to Amazon Bedrock AgentCore, and the training job updates LoRA adapters via GRPO. In the example, gpt-oss-20b at default reasoning effort improved its solve rate on held-out words from 61% to 84%, at a training token cost of about $339 and an AgentCore runtime cost of about $79. The article also details failures such as two

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nifying BI, ETL, stream processing, ML and AI, whereas Oracle uses proprietary formats and relies on PL/SQL and Exadata. Databricks separates storage and compute; SQL Serverless warehouses cost nothing when idle and are billed per second; Oracle bills by ECPU and autoscales up to 3x base capacity, making costs harder to predict. Databricks also offers Unity Catalog unified governance, Genie natural language analytics and OpenSharing cross-platform sharing, supporting AWS, Azure and Google Cloud.

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