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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
ts: double
source: string
url: string
title: string
domain: string
depth: int64
prompt: string
response: string
category: string
instruction: string
timestamp: string
to
{'instruction': Value('string'), 'response': Value('string'), 'source': Value('string'), 'category': Value('string'), 'url': Value('string'), 'timestamp': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 609, in wrapped
for item in generator(*args, **kwargs):
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 310, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 130, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
ts: double
source: string
url: string
title: string
domain: string
depth: int64
prompt: string
response: string
category: string
instruction: string
timestamp: string
to
{'instruction': Value('string'), 'response': Value('string'), 'source': Value('string'), 'category': Value('string'), 'url': Value('string'), 'timestamp': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1343, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
instruction string | response string | source string | category string | url string | timestamp string |
|---|---|---|---|---|---|
Summarize this rss entry about DevOps/AI: Build a multi-tenant configuration system with tagged storage patterns | Build a multi-tenant configuration system with tagged storage patterns
In modern microservices architectures, configuration management remains one of the most challenging operational concerns. Two gaps emerge as organizations scale: handling tenant metadata that changes faster than cache TTL allows, and scaling the met... | rss | https://aws.amazon.com/blogs/architecture/build-a-multi-tenant-configuration-system-with-tagged-storage-patterns/ | 2026-04-21T01:03:29.780354 | |
Summarize this rss entry about DevOps/AI: Unlock efficient model deployment: Simplified Inference Operator setup on Amazon SageMaker HyperPod | Unlock efficient model deployment: Simplified Inference Operator setup on Amazon SageMaker HyperPod
Amazon SageMaker HyperPod offers an end-to-end experience supporting the full lifecycle of AI development—from interactive experimentation and training to inference and post-training workflows. The SageMaker HyperPod Inf... | rss | https://aws.amazon.com/blogs/architecture/unlock-efficient-model-deployment-simplified-inference-operator-setup-on-amazon-sagemaker-hyperpod/ | 2026-04-21T01:03:29.780390 | |
Summarize this rss entry about DevOps/AI: Automate safety monitoring with computer vision and generative AI | Automate safety monitoring with computer vision and generative AI
Workplace safety has improved dramatically over the past several decades. According to the Bureau of Labor Statistics, occupational injury rates in the United States have declined by more than 60% since the early 1970s. This is driven by stronger regulat... | rss | https://aws.amazon.com/blogs/architecture/automate-safety-monitoring-with-computer-vision-and-generative-ai/ | 2026-04-21T01:03:29.780397 | |
Summarize this rss entry about DevOps/AI: Streamlining access to powerful disaster recovery capabilities of AWS | Streamlining access to powerful disaster recovery capabilities of AWS
Learn how you can use AWS services like AWS Backup and AWS Elastic Disaster Recovery (AWS DRS), along with AWS Resilience Competency Partner solutions like Arpio to implement powerful and comprehensive Disaster Recovery solutions.
Resilience is the ... | rss | https://aws.amazon.com/blogs/architecture/streamlining-access-to-powerful-disaster-recovery-capabilities-of-aws/ | 2026-04-21T01:03:29.780403 | |
Summarize this rss entry about DevOps/AI: How Aigen transformed agricultural robotics for sustainable farming with Amazon SageMaker AI | How Aigen transformed agricultural robotics for sustainable farming with Amazon SageMaker AI
This post is cowritten with Yuri Brigance, and Usman M. Khan from Aigen.
Aigen builds autonomous robots designed to help farmers remove herbicide-resistant weeds and improve crop yield through AI-driven technology. These robot... | rss | https://aws.amazon.com/blogs/architecture/how-aigen-transformed-agricultural-robotics-for-sustainable-farming-with-amazon-sagemaker-ai/ | 2026-04-21T01:03:29.780408 | |
Summarize this rss entry about DevOps/AI: Architecting for agentic AI development on AWS | Architecting for agentic AI development on AWS
If you’re architecting cloud systems for AI development on AWS, you’ve likely discovered that traditional architectures create friction for AI agents. Many cloud teams are experimenting with AI coding assistants but quickly discover a gap between what these tools promise a... | rss | https://aws.amazon.com/blogs/architecture/architecting-for-agentic-ai-development-on-aws/ | 2026-04-21T01:03:29.780412 | |
Summarize this rss entry about DevOps/AI: How Generali Malaysia optimizes operations with Amazon EKS | How Generali Malaysia optimizes operations with Amazon EKS
This post is co-authored with Ivan Amemoutou, DevOps and Cloud Lead at Generali Malaysia (“Generali”).
The insurance industry’s shift to cloud computing has accelerated the development and expansion of digital services. To support this transformation, insurers... | rss | https://aws.amazon.com/blogs/architecture/how-generali-malaysia-optimizes-operations-with-amazon-eks/ | 2026-04-21T01:03:29.780416 | |
Summarize this rss entry about DevOps/AI: AI-powered event response for Amazon EKS | AI-powered event response for Amazon EKS
Cloud environments with dozens of microservices are now easier to manage than ever, and modern DevOps teams are well-equipped to balance rapid deployments with operational stability — even as monitoring tools surface thousands of daily signals.
AWS DevOps Agent is a fully manag... | rss | https://aws.amazon.com/blogs/architecture/ai-powered-event-response-for-amazon-eks/ | 2026-04-21T01:03:29.780422 | |
Summarize this rss entry about DevOps/AI: The Hidden Price Tag: Uncovering Hidden Costs in Cloud Architectures with the AWS Well-Architected Framework | The Hidden Price Tag: Uncovering Hidden Costs in Cloud Architectures with the AWS Well-Architected Framework
AWS and cloud computing changed how businesses operate. Organizations now store, process, and manage data in the cloud at scale while treating compute resources as a utility. Cloud architecture requires weighing... | rss | https://aws.amazon.com/blogs/architecture/the-hidden-price-tag-uncovering-hidden-costs-in-cloud-architectures-with-the-aws-well-architected-framework/ | 2026-04-21T01:03:29.780426 | |
Summarize this rss entry about DevOps/AI: Digital Transformation at Santander: How Platform Engineering is Revolutionizing Cloud Infrastructure | Digital Transformation at Santander: How Platform Engineering is Revolutionizing Cloud Infrastructure
This post is cowritten by Julio Bando from Santander.
Santander faced a significant technical challenge in managing an infrastructure that processes billions of daily transactions across more than 200 critical systems... | rss | https://aws.amazon.com/blogs/architecture/digital-transformation-at-santander-how-platform-engineering-is-revolutionizing-cloud-infrastructure/ | 2026-04-21T01:03:29.780430 | |
Summarize this rss entry about DevOps/AI: How to clone an AWS CloudHSM cluster across Regions | How to clone an AWS CloudHSM cluster across Regions
Important: As of January 1, 2025, Client SDK 3 tools (CMU and KMU) are no longer supported. This guide has been updated to use Client SDK 5 commands exclusively. Ensure you’re using the latest Client SDK 5 version (5.17 or later) for the most recent features and secur... | rss | https://aws.amazon.com/blogs/security/how-to-clone-an-aws-cloudhsm-cluster-across-regions-2/ | 2026-04-21T01:03:29.780435 | |
Summarize this rss entry about DevOps/AI: Transform security logs into OCSF format using a configuration-driven ETL solution | Transform security logs into OCSF format using a configuration-driven ETL solution
Security logs capture essential security-related activities, such as user sign-ins, file access, network traffic, and application usage. These logs are important for monitoring, detecting, and responding to potential security events. The... | rss | https://aws.amazon.com/blogs/security/transform-security-logs-into-ocsf-format-using-a-configuration-driven-etl-solution/ | 2026-04-21T01:03:29.780439 | |
Summarize this rss entry about DevOps/AI: Secure AI agent access patterns to AWS resources using Model Context Protocol | Secure AI agent access patterns to AWS resources using Model Context Protocol
AI agents and coding assistants interact with AWS resources through the Model Context Protocol (MCP). Unlike traditional applications with deterministic code paths, agents reason dynamically, choosing different tools or accessing different da... | rss | https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/ | 2026-04-21T01:03:29.780442 | |
Summarize this rss entry about DevOps/AI: A framework for securely collecting forensic artifacts into S3 buckets | A framework for securely collecting forensic artifacts into S3 buckets
When customers experience a security incident, they need to acquire forensic artifacts to identify root cause, extract indicators of compromise (IoCs), and validate remediation efforts. NIST 800-86, Guide to Integrating Forensic Techniques into Inci... | rss | https://aws.amazon.com/blogs/security/a-framework-for-securely-collecting-forensic-artifacts-into-s3-buckets/ | 2026-04-21T01:03:29.780446 | |
Summarize this rss entry about DevOps/AI: Building AI defenses at scale: Before the threats emerge | Building AI defenses at scale: Before the threats emerge
At AWS, we’ve spent decades developing processes and tools that enable us to defend millions of customers simultaneously, wherever they operate around the world. AI has been an extremely helpful addition to the automation our security and threat intelligence team... | rss | https://aws.amazon.com/blogs/security/building-ai-defenses-at-scale-before-the-threats-emerge/ | 2026-04-21T01:03:29.780451 | |
Summarize this rss entry about DevOps/AI: Introducing the Landing Zone Accelerator on AWS Universal Configuration and LZA Compliance Workbook | Introducing the Landing Zone Accelerator on AWS Universal Configuration and LZA Compliance Workbook
November 20, 2025: Original publication date of this post. This post has been updated to reference the most recent version of the LZA Compliance Workbook published to AWS Artifact in March 2026.
We’re pleased ... | rss | https://aws.amazon.com/blogs/security/introducing-the-landing-zone-accelerator-on-aws-universal-configuration-and-lza-compliance-workbook/ | 2026-04-21T01:03:29.780455 | |
Summarize this rss entry about DevOps/AI: How AWS KMS and AWS Encryption SDK overcome symmetric encryption bounds | How AWS KMS and AWS Encryption SDK overcome symmetric encryption bounds
If you run high-scale applications that encrypt large volumes of data, you might be concerned about tracking encryption limits and rotating keys. This post explains how AWS Key Management Service (AWS KMS) and the AWS Encryption SDK handle Advanced... | rss | https://aws.amazon.com/blogs/security/how-aws-kms-and-aws-encryption-sdk-overcome-symmetric-encryption-bounds/ | 2026-04-21T01:03:29.780459 | |
Summarize this rss entry about DevOps/AI: Four security principles for agentic AI systems | Four security principles for agentic AI systems
Agentic AI represents a qualitative shift in how software operates. Traditional software executes deterministic instructions. Generative AI responds to human prompts with output that humans review and use at their discretion. Agentic AI differs from both. Agents connect t... | rss | https://aws.amazon.com/blogs/security/four-security-principles-for-agentic-ai-systems/ | 2026-04-21T01:03:29.780463 | |
Summarize this rss entry about DevOps/AI: New compliance guide available: ISO/IEC 27001:2022 on AWS | New compliance guide available: ISO/IEC 27001:2022 on AWS
We’re excited to announce the release of our latest compliance guide, ISO/IEC 27001:2022 on AWS, which provides practical guidance for organizations designing and operating an Information Security Management System (ISMS) using AWS services.
As organizations ... | rss | https://aws.amazon.com/blogs/security/new-compliance-guide-available-iso-iec-270012022-on-aws-compliance-guide/ | 2026-04-21T01:03:29.780467 | |
Summarize this rss entry about DevOps/AI: AWS Security Agent on-demand penetration testing now generally available | AWS Security Agent on-demand penetration testing now generally available
AWS Security Agent on-demand penetration testing is now generally available, enabling you to run comprehensive security tests across all your applications, not only your most critical ones. This milestone transforms penetration testing from a peri... | rss | https://aws.amazon.com/blogs/security/aws-security-agent-on-demand-penetration-testing-now-generally-available/ | 2026-04-21T01:03:29.780471 | |
Summarize this rss entry about DevOps/AI: Troubleshooting environment with AI analysis in AWS Elastic Beanstalk | Troubleshooting environment with AI analysis in AWS Elastic Beanstalk
Introduction
AWS Elastic Beanstalk simplifies the process of deploying and scaling web applications. You upload your code, and Elastic Beanstalk handles capacity provisioning, load balancing, auto scaling, and application health monitoring.
Elastic... | rss | https://aws.amazon.com/blogs/devops/troubleshooting-environment-with-ai-analysis-in-aws-elastic-beanstalk/ | 2026-04-21T01:03:29.780475 | |
Summarize this rss entry about DevOps/AI: Streamlining Cloud Compliance at GoDaddy Using CDK Aspects | Streamlining Cloud Compliance at GoDaddy Using CDK Aspects
This is a guest post written by Jasdeep Singh Bhalla from GoDaddy.
AWS Cloud Development Kit (CDK) Aspects are a powerful mechanism that allows you to apply organization-wide policies, like security rules, tagging standards, and compliance requirements across ... | rss | https://aws.amazon.com/blogs/devops/streamlining-cloud-compliance-at-godaddy-using-cdk-aspects/ | 2026-04-21T01:03:29.780479 | |
Summarize this rss entry about DevOps/AI: Securely connect AWS DevOps Agent to private services in your VPCs | Securely connect AWS DevOps Agent to private services in your VPCs
AWS DevOps Agent is your always-available operations teammate that resolves and proactively prevents incidents, optimizes application reliability and performance, and handles on-demand SRE tasks across AWS, multicloud, and on-premises environments. It i... | rss | https://aws.amazon.com/blogs/devops/securely-connect-aws-devops-agent-to-private-services-in-your-vpcs/ | 2026-04-21T01:03:29.780483 | |
Summarize this rss entry about DevOps/AI: Leverage Agentic AI for Autonomous Incident Response with AWS DevOps Agent | Leverage Agentic AI for Autonomous Incident Response with AWS DevOps Agent
Introduction
Teams running distributed workloads face a persistent operational challenge: when something breaks, the information needed to resolve it is scattered across logs, deployment pipelines, configuration histories, and third-party monit... | rss | https://aws.amazon.com/blogs/devops/leverage-agentic-ai-for-autonomous-incident-response-with-aws-devops-agent/ | 2026-04-21T01:03:29.780487 | |
Summarize this rss entry about DevOps/AI: Standardizing construct properties with AWS CDK Property Injection | Standardizing construct properties with AWS CDK Property Injection
Standardizing CDK construct properties across a large organization requires repetitive manual effort that scales poorly as teams and repositories grow. Development teams working with AWS Cloud Development Kit (AWS CDK) must apply the same configuration ... | rss | https://aws.amazon.com/blogs/devops/standardizing-construct-properties-with-aws-cdk-property-injection/ | 2026-04-21T01:03:29.780491 | |
Summarize this rss entry about DevOps/AI: Automate AWS Lambda Runtime Upgrades with AWS Transform custom | Automate AWS Lambda Runtime Upgrades with AWS Transform custom
Introduction
Organizations carry a growing burden of technical debt — aging codebases, outdated runtimes, and legacy frameworks that slow innovation, increase security risk, and inflate maintenance costs. Addressing this debt requires tackling a wide range... | rss | https://aws.amazon.com/blogs/devops/automate-aws-lambda-runtime-upgrades-with-aws-transform-custom/ | 2026-04-21T01:03:29.780495 | |
Summarize this rss entry about DevOps/AI: Choosing between Amazon ECS Blue/Green Native or AWS CodeDeploy in AWS CDK | Choosing between Amazon ECS Blue/Green Native or AWS CodeDeploy in AWS CDK
March 2026: This post has been updated to reflect that Amazon ECS now supports canary and linear deployment strategies natively as of October 2025. The recommendation has been updated accordingly to reflect ECS-native as the default choice for n... | rss | https://aws.amazon.com/blogs/devops/choosing-between-amazon-ecs-blue-green-native-or-aws-codedeploy-in-aws-cdk/ | 2026-04-21T01:03:29.780501 | |
Summarize this rss entry about DevOps/AI: Building a scalable code modernization solution with AWS Transform custom | Building a scalable code modernization solution with AWS Transform custom
Introduction
Software maintenance and modernization is a critical challenge for enterprises managing hundreds or thousands of repositories. Whether upgrading Java versions, migrating to new AWS SDKs, or modernizing frameworks, the scale of trans... | rss | https://aws.amazon.com/blogs/devops/building-a-scalable-code-modernization-solution-with-aws-transform-custom/ | 2026-04-21T01:03:29.780505 | |
Summarize this rss entry about DevOps/AI: AWS Transform custom: AI-driven Java modernization to reduce tech debt | AWS Transform custom: AI-driven Java modernization to reduce tech debt
In today’s rapidly evolving software landscape, maintaining and modernizing Java applications is a critical challenge for many organizations. As new Java versions are released and best practices evolve, the need for efficient code transformation bec... | rss | https://aws.amazon.com/blogs/devops/aws-transform-custom-ai-driven-java-modernization-to-reduce-tech-debt/ | 2026-04-21T01:03:29.780510 | |
Summarize this rss entry about DevOps/AI: Best Practices for Deploying AWS DevOps Agent in Production | Best Practices for Deploying AWS DevOps Agent in Production
Root cause analysis during incidents is one of the most time-consuming and stressful parts of operating cloud applications. Engineers must quickly correlate telemetry data across multiple services, review deployment history, and understand complex application ... | rss | https://aws.amazon.com/blogs/devops/best-practices-for-deploying-aws-devops-agent-in-production/ | 2026-04-21T01:03:29.780514 | |
Summarize this rss entry about DevOps/AI: Deploying Model Context Protocol (MCP) servers on Amazon ECS | Deploying Model Context Protocol (MCP) servers on Amazon ECS
Organizations are increasingly adopting AI agents to automate workflows across their operations. Common use cases include customer support, software development, business intelligence, supply chain management, and more. To be useful, these agents need access ... | rss | https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/ | 2026-04-21T01:03:29.780517 | |
Summarize this rss entry about DevOps/AI: Navigating enterprise networking challenges with Amazon EKS Auto Mode | Navigating enterprise networking challenges with Amazon EKS Auto Mode
Enterprise Kubernetes deployments face challenges in Container Network Interface (CNI) configuration, IP address management, and security policy implementation. As organizations scale clusters across multiple teams and environments, misconfigured CNI... | rss | https://aws.amazon.com/blogs/containers/navigating-enterprise-networking-challenges-with-amazon-eks-auto-mode/ | 2026-04-21T01:03:29.780521 | |
Summarize this rss entry about DevOps/AI: Building intelligent knowledge graphs for Amazon EKS operations using AWS DevOps Agent | Building intelligent knowledge graphs for Amazon EKS operations using AWS DevOps Agent
Modern observability has evolved significantly with the emergence of AIOps, transforming how organizations monitor and maintain their cloud infrastructure. Today’s intelligent agents can seamlessly integrate with monitoring tools, kn... | rss | https://aws.amazon.com/blogs/containers/building-intelligent-knowledge-graphs-for-amazon-eks-operations-using-aws-devops-agent/ | 2026-04-21T01:03:29.780525 | |
Summarize this rss entry about DevOps/AI: Building PCI DSS-Compliant Architectures on Amazon EKS | Building PCI DSS-Compliant Architectures on Amazon EKS
As cloud adoption accelerates, organizations operating in regulated environments face unique challenges implementing Kubernetes-based solutions. Financial services institutions (FSIs), healthcare providers, and other entities subject to stringent compliance re... | rss | https://aws.amazon.com/blogs/containers/building-pci-dss-compliant-architectures-on-amazon-eks/ | 2026-04-21T01:03:29.780529 | |
Summarize this rss entry about DevOps/AI: Session policies for Amazon EKS Pod Identity | Session policies for Amazon EKS Pod Identity
Today, we’re announcing the new session policies capability for Amazon Elastic Kubernetes Service (Amazon EKS) Pod Identity. With this new feature, you can dynamically scope down AWS Identity and Access Management (IAM) permissions for your Kubernetes pods without creating a... | rss | https://aws.amazon.com/blogs/containers/session-policies-for-amazon-eks-pod-identity/ | 2026-04-21T01:03:29.780533 | |
Summarize this rss entry about DevOps/AI: Deploy production generative AI at the edge using Amazon EKS Hybrid Nodes with NVIDIA DGX | Deploy production generative AI at the edge using Amazon EKS Hybrid Nodes with NVIDIA DGX
Modern generative AI applications require deployment closer to where data is generated and business decisions are made, but this creates new infrastructure challenges. Organizations in manufacturing, healthcare, finance, and telec... | rss | https://aws.amazon.com/blogs/containers/deploy-production-generative-ai-at-the-edge-using-amazon-eks-hybrid-nodes-with-nvidia-dgx/ | 2026-04-21T01:03:29.780537 | |
Summarize this rss entry about DevOps/AI: AWS at KubeCon EU 2026: Open Source Leadership Meets Production Innovation | AWS at KubeCon EU 2026: Open Source Leadership Meets Production Innovation
Kubernetes has rapidly evolved from a container orchestrator into the de-facto operating system for modern applications powering internal developer platforms, cutting-edge AI training and inferencing pipelines, large-scale data processing and so... | rss | https://aws.amazon.com/blogs/containers/aws-at-kubecon-eu-2026-open-source-leadership-meets-production-innovation/ | 2026-04-21T01:03:29.780540 | |
Summarize this rss entry about DevOps/AI: Automated deployments with GitHub Actions for Amazon ECS Express Mode | Automated deployments with GitHub Actions for Amazon ECS Express Mode
Organizations adopt containerized applications for multiple benefits, including accelerated development cycles and faster feature delivery. Amazon Elastic Container Service (Amazon ECS) Express Mode streamlines this by managing infrastructure automat... | rss | https://aws.amazon.com/blogs/containers/automated-deployments-with-github-actions-for-amazon-ecs-express-mode/ | 2026-04-21T01:03:29.780544 | |
Summarize this rss entry about DevOps/AI: Announcing the end-of-support for the AWS Copilot CLI | Announcing the end-of-support for the AWS Copilot CLI
We are announcing that AWS Copilot CLI will reach end of support on June 12, 2026. Copilot simplified building, releasing, and operating production-ready containerized applications on Amazon Elastic Container Service (ECS) or AWS App Runner by providing a command-li... | rss | https://aws.amazon.com/blogs/containers/announcing-the-end-of-support-for-the-aws-copilot-cli/ | 2026-04-21T01:03:29.780548 | |
Summarize this rss entry about DevOps/AI: Migrate Amazon EC2 to ECS Express Mode using Kiro CLI and MCP servers | Migrate Amazon EC2 to ECS Express Mode using Kiro CLI and MCP servers
Manual scaling, patching, and maintenance tasks for traditional Amazon EC2 deployments consume valuable engineering time that could be better spent on innovation and feature development. Containerization offers a compelling solution to these challeng... | rss | https://aws.amazon.com/blogs/containers/migrate-amazon-ec2-to-ecs-express-mode-using-kiro-cli-and-mcp-servers/ | 2026-04-21T01:03:29.780552 | |
Summarize this rss entry about DevOps/AI: AWS Outposts monitoring and reporting: A comprehensive Amazon EventBridge solution | AWS Outposts monitoring and reporting: A comprehensive Amazon EventBridge solution
Organizations using AWS Outposts racks commonly manage capacity from a single AWS account and share resources through AWS Resource Access Manager (AWS RAM) with other AWS accounts (consumer accounts) within AWS Organizations. In this pos... | rss | https://aws.amazon.com/blogs/compute/aws-outposts-monitoring-and-reporting-a-comprehensive-amazon-eventbridge-solution/ | 2026-04-21T01:03:29.780556 | |
Summarize this rss entry about DevOps/AI: Building Memory-Intensive Apps with AWS Lambda Managed Instances | Building Memory-Intensive Apps with AWS Lambda Managed Instances
Building memory-intensive applications with AWS Lambda just got easier. AWS Lambda Managed Instances gives you up to 32 GB of memory—3x more than standard AWS Lambda—while maintaining the serverless experience you know. Modern applications increasingly re... | rss | https://aws.amazon.com/blogs/compute/building-memory-intensive-apps-with-aws-lambda-managed-instances/ | 2026-04-21T01:03:29.780560 | |
Summarize this rss entry about DevOps/AI: Accelerate CPU-based AI inference workloads using Intel AMX on Amazon EC2 | Accelerate CPU-based AI inference workloads using Intel AMX on Amazon EC2
This post shows you how to accelerate your AI inference workloads by up to 76% using Intel Advanced Matrix Extensions (AMX) – an accelerator that uses specialized hardware and instructions to perform matrix operations directly on processor cores ... | rss | https://aws.amazon.com/blogs/compute/accelerate-cpu-based-ai-inference-workloads-using-intel-amx-on-amazon-ec2/ | 2026-04-21T01:03:29.780564 | |
Summarize this rss entry about DevOps/AI: Build high-performance apps with AWS Lambda Managed Instances | Build high-performance apps with AWS Lambda Managed Instances
High-performance applications such as CPU-intensive processing, memory-heavy analytics, and steady-state data pipelines often require more predictable compute resources than standard AWS Lambda configurations provide. AWS Lambda Managed Instances (LMI) addre... | rss | https://aws.amazon.com/blogs/compute/build-high-performance-apps-with-aws-lambda-managed-instances/ | 2026-04-21T01:03:29.780567 | |
Summarize this rss entry about DevOps/AI: Enhancing auto scaling resilience by tracking worker utilization metrics | Enhancing auto scaling resilience by tracking worker utilization metrics
A resilient auto scaling policy requires metrics that correlate with application utilization, which may not be tied to system resources. Traditionally, auto scaling policies track system resource such as CPU utilization. These metrics are easily a... | rss | https://aws.amazon.com/blogs/compute/enhancing-auto-scaling-resilience-by-tracking-worker-utilization-metrics/ | 2026-04-21T01:03:29.780571 | |
Summarize this rss entry about DevOps/AI: Best practices for Lambda durable functions using a fraud detection example | Best practices for Lambda durable functions using a fraud detection example
AWS Lambda durable functions extend the Lambda programming model to build fault-tolerant multi-step applications and AI workflows using familiar programming languages. They preserve progress despite interruptions and execution can suspend ... | rss | https://aws.amazon.com/blogs/compute/best-practices-for-lambda-durable-functions-using-a-fraud-detection-example/ | 2026-04-21T01:03:29.780575 | |
Summarize this rss entry about DevOps/AI: Testing Step Functions workflows: a guide to the enhanced TestState API | Testing Step Functions workflows: a guide to the enhanced TestState API
AWS Step Functions recently announced new enhancements to local testing capabilities for Step Functions, introducing API-based testing that developers can use to validate workflows before deploying to AWS. As detailed in our Announcement blog post,... | rss | https://aws.amazon.com/blogs/compute/testing-step-functions-workflows-a-guide-to-the-enhanced-teststate-api/ | 2026-04-21T01:03:29.780578 | |
Summarize this rss entry about DevOps/AI: Enabling high availability of Amazon EC2 instances on AWS Outposts servers (Part 3) | Enabling high availability of Amazon EC2 instances on AWS Outposts servers (Part 3)
This post is part 3 of the three-part series ‘Enabling high availability of Amazon EC2 instances on AWS Outposts servers’. We provide you with code samples and considerations for implementing custom logic to automate Amaz... | rss | https://aws.amazon.com/blogs/compute/enabling-high-availability-of-amazon-ec2-instances-on-aws-outposts-servers-part-3/ | 2026-04-21T01:03:29.780582 | |
Summarize this rss entry about DevOps/AI: Optimizing Compute-Intensive Serverless Workloads with Multi-threaded Rust on AWS Lambda | Optimizing Compute-Intensive Serverless Workloads with Multi-threaded Rust on AWS Lambda
Customers use AWS Lambda to build Serverless applications for a wide variety of use cases, from simple API backends to complex data processing pipelines. Lambda’s flexibility makes it an excellent choice for many workloads, and wit... | rss | https://aws.amazon.com/blogs/compute/optimizing-compute-intensive-serverless-workloads-with-multi-threaded-rust-on-aws-lambda/ | 2026-04-21T01:03:29.780586 | |
Summarize this rss entry about DevOps/AI: Amazon SageMaker AI now hosts NVIDIA Evo-2 NIM microservices | Amazon SageMaker AI now hosts NVIDIA Evo-2 NIM microservices
This post is co-written with Neel Patel, Abdullahi Olaoye, Kristopher Kersten, Aniket Deshpande from NVIDIA.
Today, we’re excited to announce that the NVIDIA Evo-2 NVIDIA NIM microservice are now listed in Amazon SageMaker JumpStart. You can use this launch ... | rss | https://aws.amazon.com/blogs/compute/amazon-sagemaker-ai-now-hosting-nvidia-evo-2-nim-microservices/ | 2026-04-21T01:03:29.780590 | |
Summarize this rss entry about DevOps/AI: AWS Weekly Roundup: Claude Opus 4.7 in Amazon Bedrock, AWS Interconnect GA, and more (April 20, 2026) | AWS Weekly Roundup: Claude Opus 4.7 in Amazon Bedrock, AWS Interconnect GA, and more (April 20, 2026)
Last week I had the honor of delivering a commencement speech at the University of Namur (uNamur) for their 2025 graduation ceremony.
Standing in front of freshly minted computer science graduates, I talked about th... | rss | https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-opus-4-7-in-amazon-bedrock-aws-interconnect-ga-and-more-april-20-2026/ | 2026-04-21T01:03:29.780594 | |
Summarize this rss entry about DevOps/AI: Introducing Anthropic’s Claude Opus 4.7 model in Amazon Bedrock | Introducing Anthropic’s Claude Opus 4.7 model in Amazon Bedrock
Today, we’re announcing Claude Opus 4.7 in Amazon Bedrock, Anthropic’s most intelligent Opus model for advancing performance across coding, long-running agents, and professional work.
Claude Opus 4.7 is powered by Amazon Bedrock’s next generation inferenc... | rss | https://aws.amazon.com/blogs/aws/introducing-anthropics-claude-opus-4-7-model-in-amazon-bedrock/ | 2026-04-21T01:03:29.780600 | |
Summarize this rss entry about DevOps/AI: AWS Interconnect is now generally available, with a new option to simplify last-mile connectivity | AWS Interconnect is now generally available, with a new option to simplify last-mile connectivity
Today, we’re announcing the general availability of AWS Interconnect – multicloud, a managed private connectivity service that connects your Amazon Virtual Private Cloud (Amazon VPC) directly to VPCs on other cloud provide... | rss | https://aws.amazon.com/blogs/aws/aws-interconnect-is-now-generally-available-with-a-new-option-to-simplify-last-mile-connectivity/ | 2026-04-21T01:03:29.780604 | |
Summarize this rss entry about DevOps/AI: AWS Weekly Roundup: Claude Mythos Preview in Amazon Bedrock, AWS Agent Registry, and more (April 13, 2026) | AWS Weekly Roundup: Claude Mythos Preview in Amazon Bedrock, AWS Agent Registry, and more (April 13, 2026)
In my last Week in Review post, I mentioned how much time I’ve been spending on AI-Driven Development Lifecycle (AI-DLC) workshops with customers this year. A common theme in those sessions is the need for better ... | rss | https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-mythos-preview-in-amazon-bedrock-aws-agent-registry-and-more-april-13-2026/ | 2026-04-21T01:03:29.780608 | |
Summarize this rss entry about DevOps/AI: Launching S3 Files, making S3 buckets accessible as file systems | Launching S3 Files, making S3 buckets accessible as file systems
I’m excited to announce Amazon S3 Files, a new file system that seamlessly connects any AWS compute resource with Amazon Simple Storage Service (Amazon S3).
More than a decade ago, as an AWS trainer, I spent countless hours explaining the fundamental dif... | rss | https://aws.amazon.com/blogs/aws/launching-s3-files-making-s3-buckets-accessible-as-file-systems/ | 2026-04-21T01:03:29.780612 | |
Summarize this rss entry about DevOps/AI: AWS Weekly Roundup: AWS DevOps Agent & Security Agent GA, Product Lifecycle updates, and more (April 6, 2026) | AWS Weekly Roundup: AWS DevOps Agent & Security Agent GA, Product Lifecycle updates, and more (April 6, 2026)
Last week, I visited AWS Hong Kong User Group with my team. Hong Kong has a small but strong community, and their energy and passion are high. They recently started a new AI user group, and we hope more people ... | rss | https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-devops-agent-security-agent-ga-product-lifecycle-updates-and-more-april-6-2026/ | 2026-04-21T01:03:29.780616 | |
Summarize this rss entry about DevOps/AI: Amazon Bedrock Guardrails supports cross-account safeguards with centralized control and management | Amazon Bedrock Guardrails supports cross-account safeguards with centralized control and management
Today, we’re announcing the general availability of cross-account safeguards in Amazon Bedrock Guardrails, a new capability that enables centralized enforcement and management of safety controls across multiple AWS accou... | rss | https://aws.amazon.com/blogs/aws/amazon-bedrock-guardrails-supports-cross-account-safeguards-with-centralized-control-and-management/ | 2026-04-21T01:03:29.780620 | |
Summarize this rss entry about DevOps/AI: Announcing managed daemon support for Amazon ECS Managed Instances | Announcing managed daemon support for Amazon ECS Managed Instances
Today, we’re announcing managed daemon support for Amazon Elastic Container Service (Amazon ECS) Managed Instances. This new capability extends the managed instances experience we introduced in September 2025, by giving platform engineers independent co... | rss | https://aws.amazon.com/blogs/aws/announcing-managed-daemon-support-for-amazon-ecs-managed-instances/ | 2026-04-21T01:03:29.780624 | |
Summarize this rss entry about DevOps/AI: Announcing the AWS Sustainability console: Programmatic access, configurable CSV reports, and Scope 1–3 reporting in one place | Announcing the AWS Sustainability console: Programmatic access, configurable CSV reports, and Scope 1–3 reporting in one place
As many of you are, I’m a parent. And like you, I think about the world I’m building for my children. That’s part of why today’s launch matters for many of us. I’m excited to announce the launc... | rss | https://aws.amazon.com/blogs/aws/announcing-the-aws-sustainability-console-programmatic-access-configurable-csv-reports-and-scope-1-3-reporting-in-one-place/ | 2026-04-21T01:03:29.780629 | |
Summarize this rss entry about DevOps/AI: AWS Weekly Roundup: AWS AI/ML Scholars program, Agent Plugin for AWS Serverless, and more (March 30, 2026) | AWS Weekly Roundup: AWS AI/ML Scholars program, Agent Plugin for AWS Serverless, and more (March 30, 2026)
Last week, what excited me most was the launch of the 2026 AWS AI & ML Scholars program by Swami Sivasubramanian, VP of AWS Agentic AI, to provide free AI education to up to 100,000 learners worldwide. The pro... | rss | https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-ai-ml-scholars-program-agent-plugin-for-aws-serverless-and-more-march-30-2026/ | 2026-04-21T01:03:29.780633 | |
Summarize this rss entry about DevOps/AI: Amazon EC2 High Memory U7i instances now available in AWS Asia Pacific (Singapore) region | Amazon EC2 High Memory U7i instances now available in AWS Asia Pacific (Singapore) region
Amazon EC2 High Memory U7i-8TB instances (u7i-8tb.112xlarge) and U7i-12TB instances (u7i-12tb.224xlarge) are now available in AWS Asia Pacific (Singapore) region. U7i instances are part of AWS 7th generation and are powered by cus... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/ec2-high-memory-u7i-asia-pacific/ | 2026-04-21T01:03:29.780637 | |
Summarize this rss entry about DevOps/AI: Amazon SageMaker HyperPod now supports flexible instance groups | Amazon SageMaker HyperPod now supports flexible instance groups
Amazon SageMaker HyperPod now supports flexible instance groups, enabling customers to specify multiple instance types and multiple subnets within a single instance group. Customers running training and inference workloads on HyperPod often need to span mu... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/sagemaker-hyperpod-flexible-instance-groups/ | 2026-04-21T01:03:29.780641 | |
Summarize this rss entry about DevOps/AI: Amazon ECR Pull Through Cache Now Supports Referrer Discovery and Sync | Amazon ECR Pull Through Cache Now Supports Referrer Discovery and Sync
Amazon Elastic Container Registry (Amazon ECR) now automatically discovers and syncs OCI referrers, such as image signatures, SBOMs, and attestations, from upstream registries into your Amazon ECR private repositories with its pull through cache fea... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/amazon-ecr-pull-through-cache-referrers/ | 2026-04-21T01:03:29.780644 | |
Summarize this rss entry about DevOps/AI: AWS Deadline Cloud announces AI-powered troubleshooting assistant for render jobs | AWS Deadline Cloud announces AI-powered troubleshooting assistant for render jobs
Today, AWS Deadline Cloud announces an AI-powered troubleshooting assistant that helps you quickly diagnose and resolve render job failures. AWS Deadline Cloud is a fully managed service that simplifies render management for computer-gene... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/deadline-cloud-ai-troubleshooting/ | 2026-04-21T01:03:29.780648 | |
Summarize this rss entry about DevOps/AI: Amazon Connect flow modules now work across all flow types and within other modules | Amazon Connect flow modules now work across all flow types and within other modules
Amazon Connect now supports the use of flow modules across all Connect flows, allowing you to reuse common logic and functionality beyond inbound customer experiences. Flow modules organize repeatable logic and create common reusable fu... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/amazon-connect-flow-modules-enhancements/ | 2026-04-21T01:03:29.780653 | |
Summarize this rss entry about DevOps/AI: Amazon Managed Grafana now supports creating Grafana 12.4 workspaces | Amazon Managed Grafana now supports creating Grafana 12.4 workspaces
Amazon Managed Grafana now supports creating new workspaces with Grafana version 12.4. This release includes features that were launched as a part of open source Grafana versions 11.0 to 12.4, including Drilldown apps,&n... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/amazon-managed-grafana-v12-create/ | 2026-04-21T01:03:29.780657 | |
Summarize this rss entry about DevOps/AI: AWS Clean Rooms now supports configurable Spark properties for PySpark | AWS Clean Rooms now supports configurable Spark properties for PySpark
AWS Clean Rooms now supports configurable Spark properties for PySpark jobs, offering customers the ability to optimize their workloads based on their performance and scale requirements. With this launch, customers can customize Spark settings such ... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/aws-clean-rooms-configurable-properties-pyspark/ | 2026-04-21T01:03:29.780660 | |
Summarize this rss entry about DevOps/AI: SageMaker JumpStart now offers optimized deployments for foundation models | SageMaker JumpStart now offers optimized deployments for foundation models
SageMaker JumpStart now offers optimized deployments, enabling customers to deploy foundation models with pre-configured settings tailored to specific use cases and performance constraints. SageMaker JumpStart optimized deployments simplify mode... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/sagemaker-jumpstart-optimized-deployments/ | 2026-04-21T01:03:29.780664 | |
Summarize this rss entry about DevOps/AI: Amazon CloudWatch RUM now available in AWS European Sovereign Cloud | Amazon CloudWatch RUM now available in AWS European Sovereign Cloud
Amazon CloudWatch RUM (Real User Monitoring) is a feature of Amazon CloudWatch that enables developers and operations teams to collect, view, and analyze client-side performance data from real end-user sessions in web and mobile applications. With its ... | rss | https://aws.amazon.com/about-aws/whats-new/2026/03/amazon-cloudwatch-rum-european-sovereign-cloud/ | 2026-04-21T01:03:29.780667 | |
Summarize this rss entry about DevOps/AI: Amazon CloudWatch now supports cross-region telemetry auditing and enablement rules | Amazon CloudWatch now supports cross-region telemetry auditing and enablement rules
Amazon CloudWatch now supports auditing telemetry configuration and enabling telemetry from AWS services such as Amazon EC2, Amazon VPC, and AWS CloudTrail across multiple AWS Regions from a single region. Customers can enable the telem... | rss | https://aws.amazon.com/about-aws/whats-new/2026/04/amazon-cloudwatch-cross-region-enablement-rules/ | 2026-04-21T01:03:29.780671 | |
Summarize this rss entry about DevOps/AI: Buffer Over-read when receiving improperly sized ICMPv6 packets | Buffer Over-read when receiving improperly sized ICMPv6 packets
Bulletin ID: AWS-2025-023 Scope: AWS Content Type: Important (requires attention) Publication Date: 2025/10/10 10:15 PM PDT
We identified the following CVEs:
CVE-2025-11616 - A Buffer Over-read when receiving ICMPv6 packets of certain message types which... | rss | https://aws.amazon.com/security/security-bulletins/rss/aws-2025-023/ | 2026-04-21T01:03:29.780674 | |
Summarize this rss entry about DevOps/AI: CVE-2025-11573 - Denial of Service issue in Amazon.IonDotnet | CVE-2025-11573 - Denial of Service issue in Amazon.IonDotnet
Bulletin ID: AWS-2025-022 Scope: Amazon Content Type: Important (requires attention) Publication Date: 2025/10/09 11:00 PM PDT
Description:
Amazon.IonDotnet is a library for the Dotnet language that is used to read and write Amazon Ion data.
We identified ... | rss | https://aws.amazon.com/security/security-bulletins/rss/aws-2025-022/ | 2026-04-21T01:03:29.780678 | |
Summarize this rss entry about DevOps/AI: IMDS impersonation | IMDS impersonation
Bulletin ID: AWS-2025-021 Scope: AWS Content Type: Important (requires attention) Publication Date: 2025/10/07 01:30 PM PDT
Description:
AWS is aware of a potential Instance Metadata Service (IMDS) impersonation issue that would lead to customers interacting with unexpected AWS accounts. IMDS, when... | rss | https://aws.amazon.com/security/security-bulletins/rss/aws-2025-021/ | 2026-04-21T01:03:29.780682 | |
Summarize this rss entry about DevOps/AI: CVE-2025-11462 AWS ClientVPN macOS Client Local Privilege Escalation | CVE-2025-11462 AWS ClientVPN macOS Client Local Privilege Escalation
Bulletin ID: AWS-2025-020 Scope: AWS Content Type: Important (requires attention) Publication Date: 2025/10/07 01:30 PM PDT
Description:
AWS Client VPN is a managed client-based VPN service that enables secure access to AWS and on-premises resources... | rss | https://aws.amazon.com/security/security-bulletins/rss/aws-2025-020/ | 2026-04-21T01:03:29.780686 | |
Summarize this rss entry about DevOps/AI: Issue with AWS-LC: an open-source, general-purpose cryptographic library (CVE-2026-3336, CVE-2026-3337, CVE-2026-3338) | Issue with AWS-LC: an open-source, general-purpose cryptographic library (CVE-2026-3336, CVE-2026-3337, CVE-2026-3338)
Bulletin ID: 2026-005-AWS Scope: AWS Content Type: Important (requires attention) Publication Date: 2026/03/02 14:30 PM PST
Description:
AWS-LC is an open-source, general-purpose cryptographic librar... | rss | https://aws.amazon.com/security/security-bulletins/rss/2026-005-aws/ | 2026-04-21T01:03:29.780690 | |
Summarize this rss entry about DevOps/AI: Issues with AWS Research and Engineering Studio (RES) | Issues with AWS Research and Engineering Studio (RES)
Bulletin ID: 2026-014-AWS Scope: AWS Content Type: Important (requires attention) Publication Date: 2026/04/06 14:00 PM PDT
Description:
Research and Engineering Studio (RES) on AWS is an open source, web portal design for administrators to create and manage secur... | rss | https://aws.amazon.com/security/security-bulletins/rss/2026-014-aws/ | 2026-04-21T01:03:29.780693 | |
Summarize this rss entry about DevOps/AI: CVE-2026-0830 - Command Injection in Kiro GitLab Merge Request Helper | CVE-2026-0830 - Command Injection in Kiro GitLab Merge Request Helper
Bulletin ID: 2026-001-AWS Scope: AWS Content Type: Important (requires attention) Publication Date: 2026/01/09 13:15 PM PST
Description:
Kiro is an agentic IDE users install on their desktop. We identified CVE-2026-0830 where opening a maliciously ... | rss | https://aws.amazon.com/security/security-bulletins/rss/2026-001-aws/ | 2026-04-21T01:03:29.780697 | |
Summarize this rss entry about DevOps/AI: Arbitrary code execution via crafted project files in Kiro IDE | Arbitrary code execution via crafted project files in Kiro IDE
Bulletin ID: 2026-009-AWS Scope: AWS Content Type: Important (requires attention) Publication Date: 2026/03/17 12:15 PM PDT
Description:
Kiro is an AI-powered IDE for agentic software development. We identified CVE-2026-4295, where improper trust boundary... | rss | https://aws.amazon.com/security/security-bulletins/rss/2026-009-aws/ | 2026-04-21T01:03:29.780701 | |
Summarize this rss entry about DevOps/AI: Security Findings in SageMaker Python SDK | Security Findings in SageMaker Python SDK
Bulletin ID: 2026-004-AWS Scope: AWS Content Type: Important (requires attention) Publication Date: 2026/02/02 14:30 PM PST
Description:
CVE-2026-1777 - Exposed HMAC in SageMaker Python SDK SageMaker Python SDK’s remote functions feature uses a per‑job HMAC key to protect the... | rss | https://aws.amazon.com/security/security-bulletins/rss/2026-004-aws/ | 2026-04-21T01:03:29.780705 | |
Summarize this rss entry about DevOps/AI: CVE-2025-12829 - Integer Overflow issue in Amazon Ion-C | CVE-2025-12829 - Integer Overflow issue in Amazon Ion-C
Bulletin ID: AWS-2025-027 Scope: Amazon Content Type: Important (requires attention) Publication Date: 2025/11/7 10:15 AM PDT
Description:
Amazon's Ion-C is a library for the C language that is used to read and write Amazon Ion data.
We Identified CVE-2025-1282... | rss | https://aws.amazon.com/security/security-bulletins/rss/aws-2025-027/ | 2026-04-21T01:03:29.780709 | |
Summarize this rss entry about DevOps/AI: April 20, 2026 | April 20, 2026
Apigee hybrid
Announcement
v1.16.1
On April 20, 2026 we released an updated version of the Apigee hybrid software, v1.16.1.
For information on upgrading, see Upgrading Apigee hybrid to version v1.16.1.
For information on new installations, see The big picture.
Note: This is a patch release: The contain... | rss | https://docs.cloud.google.com/release-notes#April_20_2026 | 2026-04-21T01:03:29.780714 | |
Summarize this rss entry about DevOps/AI: April 19, 2026 | April 19, 2026
Google SecOps SIEM
Announcement
New parser documentation now available
New parser documentation is available to help you ingest and normalize logs from the following sources:
Collect Group-IB Threat Intelligence logs
Collect Microsoft System Center Endpoint Protection (SCEP) logs
Collect Nagios XI logs
... | rss | https://docs.cloud.google.com/release-notes#April_19_2026 | 2026-04-21T01:03:29.780718 | |
Summarize this rss entry about DevOps/AI: April 18, 2026 | April 18, 2026
Cloud SQL for PostgreSQL
Feature
Newly created Cloud SQL instances are integrating with Knowledge Catalog
(formerly Dataplex Universal Catalog) for data discovery. Instances on
PostgreSQL version 14.0 or later will have updates sent to Knowledge Catalog in
near real-time. As part of this automatic enable... | rss | https://docs.cloud.google.com/release-notes#April_18_2026 | 2026-04-21T01:03:29.780722 | |
Summarize this rss entry about DevOps/AI: April 17, 2026 | April 17, 2026
AlloyDB for PostgreSQL
Issue
When querying your Elasticsearch data using
standard SQL queries and specifying an
OFFSET, if the OFFSET gets pushed down, it gets applied twice. For example,
if your SQL query contains OFFSET 5, AlloyDB tries
to push the OFFSET down. Then, AlloyDB applies the
OFFSET again wh... | rss | https://docs.cloud.google.com/release-notes#April_17_2026 | 2026-04-21T01:03:29.780727 | |
Summarize this rss entry about DevOps/AI: April 16, 2026 | April 16, 2026
AI Hypercomputer
Feature
Generally available: The AI Hypercomputer documentation includes support for
the A3 Mega and A3 High machine types. The addition of A3 Mega and A3 High
expand the available compute options for training and serving large-scale AI
models on Google Kubernetes Engine (GKE) and Comput... | rss | https://docs.cloud.google.com/release-notes#April_16_2026 | 2026-04-21T01:03:29.780732 | |
Summarize this rss entry about DevOps/AI: April 15, 2026 | April 15, 2026
AlloyDB for PostgreSQL
Feature
The AlloyDB for PostgreSQL index advisor is enabled by default. It provides vector
search index recommendations for Scalable Nearest Neighbors (ScaNN) indexes. For
more information, see Use the index advisor.
Artifact Registry
Feature
Platform logs can record data about suc... | rss | https://docs.cloud.google.com/release-notes#April_15_2026 | 2026-04-21T01:03:29.780736 | |
Summarize this rss entry about DevOps/AI: April 14, 2026 | April 14, 2026
AlloyDB for PostgreSQL
Breaking
As of April 10, 2026, you can create, run, and edit
Gemini Cloud Assist investigations
only if you have a Premium Support contract.
You can use Gemini Cloud Assist investigations to
monitor and troubleshoot your AlloyDB for PostgreSQL instance with AI assistance.
If you ra... | rss | https://docs.cloud.google.com/release-notes#April_14_2026 | 2026-04-21T01:03:29.780740 | |
Summarize this rss entry about DevOps/AI: April 13, 2026 | April 13, 2026
BigQuery
Feature
Support for the AI.AGG function preview
has been temporarily disabled. We are working to restore this feature as soon as
possible.
Feature
To reduce LLM token consumption and query latency when processing large
datasets, enable optimized mode
using the following managed AI functions:
AI... | rss | https://docs.cloud.google.com/release-notes#April_13_2026 | 2026-04-21T01:03:29.780744 | |
Summarize this rss entry about DevOps/AI: April 12, 2026 | April 12, 2026
Google SecOps SOAR
Announcement
Release 6.3.83 is being rolled out to the first phase of regions as listed here.
This release contains internal and customer bug fixes. | rss | https://docs.cloud.google.com/release-notes#April_12_2026 | 2026-04-21T01:03:29.780748 | |
Summarize this rss entry about DevOps/AI: April 11, 2026 | April 11, 2026
Google SecOps SOAR
Announcement
Release 6.3.82 is now available for all regions. | rss | https://docs.cloud.google.com/release-notes#April_11_2026 | 2026-04-21T01:03:29.780751 | |
Summarize this rss entry about DevOps/AI: Kubernetes v1.36 Sneak Peek | Kubernetes v1.36 Sneak Peek
Kubernetes v1.36 is coming at the end of April 2026. This release will include removals and deprecations, and it is packed with an impressive number of
enhancements. Here are some of the features we are most excited about in this cycle!
Please note that this information reflects the current ... | rss | https://kubernetes.io/blog/2026/03/30/kubernetes-v1-36-sneak-peek/ | 2026-04-21T01:03:29.780755 | |
Summarize this rss entry about DevOps/AI: Announcing Ingress2Gateway 1.0: Your Path to Gateway API | Announcing Ingress2Gateway 1.0: Your Path to Gateway API
With the Ingress-NGINX retirement scheduled for March 2026, the Kubernetes networking landscape is at a turning point.
For most organizations, the question isn't whether to migrate to Gateway API, but how to do so safely.
Migrating from Ingress to Gateway API is ... | rss | https://kubernetes.io/blog/2026/03/20/ingress2gateway-1-0-release/ | 2026-04-21T01:03:29.780759 | |
Summarize this rss entry about DevOps/AI: Running Agents on Kubernetes with Agent Sandbox | Running Agents on Kubernetes with Agent Sandbox
The landscape of artificial intelligence is undergoing a massive architectural shift. In the early days of generative AI, interacting with a model was often treated as a transient, stateless function call: a request that spun up, executed for perhaps 50 milliseconds, and ... | rss | https://kubernetes.io/blog/2026/03/20/running-agents-on-kubernetes-with-agent-sandbox/ | 2026-04-21T01:03:29.780763 | |
Summarize this rss entry about DevOps/AI: Securing Production Debugging in Kubernetes | Securing Production Debugging in Kubernetes
During production debugging, the fastest route is often broad access such as cluster-admin (a ClusterRole that grants administrator-level access), shared bastions/jump boxes, or long-lived SSH keys. It works in the moment, but it comes with two common problems: auditing becom... | rss | https://kubernetes.io/blog/2026/03/18/securing-production-debugging-in-kubernetes/ | 2026-04-21T01:03:29.780766 | |
Summarize this rss entry about DevOps/AI: The Invisible Rewrite: Modernizing the Kubernetes Image Promoter | The Invisible Rewrite: Modernizing the Kubernetes Image Promoter
Every container image you pull from registry.k8s.io got there through
kpromo, the Kubernetes image
promoter. It copies images from staging registries to
production, signs them with cosign, replicates
signatures across more than 20 regional mirrors, and ge... | rss | https://kubernetes.io/blog/2026/03/17/image-promoter-rewrite/ | 2026-04-21T01:03:29.780770 | |
Summarize this rss entry about DevOps/AI: Announcing the AI Gateway Working Group | Announcing the AI Gateway Working Group
The community around Kubernetes includes a number of Special Interest Groups (SIGs) and Working Groups (WGs) facilitating discussions on important topics between interested contributors. Today, we're excited to announce the formation of the AI Gateway Working Group, a new initiat... | rss | https://kubernetes.io/blog/2026/03/09/announcing-ai-gateway-wg/ | 2026-04-21T01:03:29.780774 | |
Summarize this rss entry about DevOps/AI: Before You Migrate: Five Surprising Ingress-NGINX Behaviors You Need to Know | Before You Migrate: Five Surprising Ingress-NGINX Behaviors You Need to Know
As announced November 2025, Kubernetes will retire Ingress-NGINX in March 2026.
Despite its widespread usage, Ingress-NGINX is full of surprising defaults and side effects that are probably present in your cluster today.
This blog highlights t... | rss | https://kubernetes.io/blog/2026/02/27/ingress-nginx-before-you-migrate/ | 2026-04-21T01:03:29.780778 | |
Summarize this rss entry about DevOps/AI: Spotlight on SIG Architecture: API Governance | Spotlight on SIG Architecture: API Governance
This is the fifth interview of a SIG Architecture Spotlight series that covers the different
subprojects, and we will be covering SIG Architecture: API
Governance.
In this SIG Architecture spotlight we talked with Jordan Liggitt, lead
of the API Governance sub-project.
Intr... | rss | https://kubernetes.io/blog/2026/02/12/sig-architecture-api-spotlight/ | 2026-04-21T01:03:29.780782 | |
Summarize this rss entry about DevOps/AI: Introducing Node Readiness Controller | Introducing Node Readiness Controller
In the standard Kubernetes model, a node’s suitability for workloads hinges on a single binary "Ready" condition. However, in modern Kubernetes environments, nodes require complex infrastructure dependencies—such as network agents, storage drivers, GPU firmware, or custom... | rss | https://kubernetes.io/blog/2026/02/03/introducing-node-readiness-controller/ | 2026-04-21T01:03:29.780786 | |
Summarize this rss entry about DevOps/AI: New Conversion from cgroup v1 CPU Shares to v2 CPU Weight | New Conversion from cgroup v1 CPU Shares to v2 CPU Weight
I'm excited to announce the implementation of an improved conversion formula
from cgroup v1 CPU shares to cgroup v2 CPU weight. This enhancement addresses
critical issues with CPU priority allocation for Kubernetes workloads when
running on systems with cgroup v... | rss | https://kubernetes.io/blog/2026/01/30/new-cgroup-v1-to-v2-cpu-conversion-formula/ | 2026-04-21T01:03:29.780790 |
End of preview.
Surrogate-1 Training Pairs (axentx)
Curated DevSecOps + Cloud + Thai-market instruction pairs for fine-tuning Surrogate-1.
Sources
- claude-* — Claude Code transcripts (anonymized)
- ops-* — DevSecOps cron outputs
- code-* — public GitHub code patterns (filtered, scrubbed)
- github-domain-* — domain-scraped repo READMEs
- scraped-* — web crawl (RSS, blogs, CVE)
- chroma-code-pairs-* — code retrieval pairs
- dpo-pairs — preference pairs for DPO
Privacy
All pairs scrubbed of:
- Real names, employer names, company affiliations
- API keys, tokens, secrets
- Internal Hermes traces
License
MIT — Surrogate-1 by Ashira / axentx
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