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for each open PR, reducing branch readiness time from over 30 minutes to under 60 seconds. Branches use copy-on-write; on a production dataset of about 2.5 TB, 100 concurrent PR branches store only 5 to 10 GB of data each for their own changes, and TTL automatically cleans them up after the PR ends. Production data is continuously synchronized to the main branch via AWS DMS; developers log in with Okta SSO, and the CI pipeline authenticates with a service principal and short-lived OAuth tokens.

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AWS presents a five-step closed loop for managing Amazon Bedrock costs: attribute by IAM principal, record request observability, control spending with budget alerts and hard blocks, optimize platform defaults such as model routing and caching, and review on a regular cadence. Amazon Bedrock now supports automatically attributing inference costs to the IAM principal that initiated the call, with the caller ARN written to the line item iam principal column in CUR 2.0, covering IAM users, roles, f

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The article reviews the latest financial reports of tech giants such as Meta, Amazon, and Google, noting that AWS revenue grew 39% year-over-year, but the group's free cash flow over the past 12 months turned negative at -$42.4 billion, and Alphabet's stock price fell 12.64% in a single day. Anthropic's prospectus shows revenue of $16.286 billion in the first half of 2026, a year-over-year increase of 1300%; compute and infrastructure costs during the same period reached $8.945 billion, and it s

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The latest earnings reports from the three cloud providers Microsoft, Google, and Amazon show cloud businesses accelerating across the board: AWS third-quarter revenue was $45.98 billion, up 39.3% year over year; Azure posted $33.165 billion for the quarter, up 48%; Google Cloud revenue was $30.71 billion, more than doubling year over year; and their backlogs reached $578 billion, $677 billion, and $561 billion, respectively. Over the same period, all three posted negative free cash flow: Amazon

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Amazon's third-quarter revenue grew 12% year-over-year to $201.9 billion, of which AWS revenue reached $46 billion, up 39% year-over-year, and operating profit grew 56% to $17.8 billion. To meet AI computing demand, capital expenditure over the past 12 months was $94.8 billion more than the same period last year, free cash flow fell to negative $42.4 billion, and the stock price fell about 8% after hours. Amazon expects fourth-quarter revenue between $240 billion and $247 billion, and CEO Andy J

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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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OWASP ranks the failure to decommission non-human identities as the top risk in its 2025 Top 10, and AWS IAM user access keys do not expire automatically—forgotten keys remain valid until someone manually disables or deletes them. The article presents a three-step governance plan: use CloudQuery queries to find keys that have been unused for more than 90 days and are still active, use OPA policies to block the creation of long-term credentials during the Terraform/OpenTofu plan phase, and set a

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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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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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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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