AWS News - 2026-07-22
2026-07-22
最終更新: 2026-07-23 06:01:26 JST
AI による概要
この日はコンテナと運用可視性の更新が中心でした。Amazon ECS に Action Logs が追加され、デプロイとオーケストレーションの詳細なタイムスタンプ付き記録を取得できるようになりました。あわせて ECS の高度なデプロイ戦略 (ブルー/グリーン、リニア、カナリア) が AWS European Sovereign Cloud でも利用可能になっています。Amazon EKS は Auto Mode と Karpenter でプレイスメントグループと EFA のネットワークデバイス設定に対応し、HPC や分散学習のノード構成が扱いやすくなりました。アーキテクチャブログでは Amazon Macie と Step Functions によるカスタム PII 検出の自動化、エッジ向けのオフラインファースト生成 AI、CloudFormation カスタムリソースのマルチリージョン耐障害性が解説されています。Secrets Manager はシークレット値の変更を EventBridge に通知できるようになりました。
主要トピック
コンテナ可視性: ECS Action Logs でデプロイとオーケストレーションの詳細な記録を取得
デプロイ戦略: ECS のブルー/グリーン・リニア・カナリアが European Sovereign Cloud でも利用可能に
Kubernetes: EKS Auto Mode と Karpenter が EC2 プレイスメントグループと EFA のネットワークデバイス設定に対応
データ保護: Macie と Step Functions による大規模なカスタム PII 検出の自動化
エッジ: オフラインファーストの生成 AI アプリケーションを AWS サービスで構成する設計
イベント駆動: Secrets Manager がシークレット値の変更を EventBridge に発行
脆弱性: smithy-rs デシリアライザの制御されない再帰による DoS、s2n-tls の 2 件の問題
AWS What's New
Amazon ECS now provides Action Logs for deployment and orchestration visibility
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/amazon-ecs-action-logs/
- Published: 2026-07-22 00:30:00
- Fetched: 2026-07-22 02:13:23
詳細を表示
Today, Amazon Elastic Container Service (Amazon ECS) introduces Action Logs, a new observability feature that delivers detailed, timestamped records of the actions Amazon ECS performs on behalf of customers during service deployments and ECS Managed Daemon updates. By surfacing service-side operations that were previously invisible, Action Logs help you monitor and troubleshoot your workloads directly, without contacting AWS Support or manually correlating data from multiple sources.
With Action Logs, you gain visibility into key deployment state transitions of service deployments, Managed Daemon updates. Each log entry includes the event name, log level(INFO, WARN, OR ERROR), relevant resource ARNs, and a status reason, helping you reduce mean time to resolution when issues arise. You can opt in at the cluster level through the Amazon ECS console or by using Amazon CloudWatch vended logs APIs, and choose to deliver logs to Amazon CloudWatch Logs, Amazon S3, or Amazon Kinesis Data Firehose depending on your operational needs. At launch, Amazon Q in the Amazon ECS console integrates with Action Logs to automatically detect deployment issues such as circuit breaker rollbacks and unstable service revisions, providing customers with root cause analysis, resource-level comparisons, and step-by-step remediation guidance without leaving the console. Standard CloudWatch Logs, Amazon S3, or Amazon Data Firehose pricing applies for log ingestion and storage. For pricing details, see Amazon CloudWatch Pricing.
Amazon ECS Action Logs are available in all AWS Regions, including the AWS GovCloud (US) Regions. To learn more, refer Monitor Amazon ECS operations with Action Logs in Amazon ECS Developer Guide.
Amazon SES introduces pricing plans
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/amazon-ses-pricing-plans/
- Published: 2026-07-22 01:35:00
- Fetched: 2026-07-22 04:14:29
Today, Amazon Simple Email Service (SES) introduced pricing plans, making it easy to purchase and access SES capabilities without evaluating them individually. Amazon SES pricing plans include three hierarchical options: Essentials, Pro, and Enterprise. Each plan builds on the one before it, offering progressively more capability at a discount compared to à-la-carte pricing.
Businesses depend on email reaching the inbox and getting read, but the capabilities needed to ensure this have traditionally been sold as individual add-ons that must be evaluated and purchased independently. With pricing plans, customers pick a plan and have access to the right capabilities at no additional cost. Essentials provides deliverability insights, Pro adds managed dedicated IPs, email validation, and global inbox placement visibility to proactively prevent problems, and Enterprise adds multi-region resilience, workload-level reputation isolation, and an annual deliverability assessment.
Pricing plans are available in all AWS Regions where Amazon SES is available, except the Middle East (UAE) and Middle East (Bahrain) Regions.
To get started, sign in to the Amazon SES console and navigate to the pricing plan section. To learn more, visit the Amazon SES Pricing page or the Amazon SES Developer Guide.
Amazon ECS advanced deployment strategies now available in AWS European Sovereign Cloud
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/ecs-adv-deployments-eu-sovereign-cloud/
- Published: 2026-07-22 02:00:00
- Fetched: 2026-07-22 08:53:13
詳細を表示
Amazon Elastic Container Service (Amazon ECS) now supports built-in blue/green, linear, and canary deployment strategies in the AWS European Sovereign Cloud, making software updates for containerized applications safer and allowing you to release new application versions faster with greater confidence. Built directly into Amazon ECS, these capabilities eliminate the need for custom deployment tooling while providing production-ready controls including deployment lifecycle hooks, bake time, and quick rollback.
With these strategies, Amazon ECS provisions a new application version alongside the existing version and allows you to validate it before shifting production traffic. Blue/green deployments shift traffic in a single step, linear deployments shift traffic in equal increments over a specified period, and canary deployments shift a small percentage initially before shifting the remainder. You can use deployment lifecycle hooks, including Lambda hooks and pause hooks, to run custom validation logic and approval workflows at specific deployment stages. You can also configure bake time to evaluate the new version after traffic has shifted, and roll back without downtime if regressions are identified. To automatically detect failures, configure Amazon CloudWatch alarms or Amazon ECS deployment circuit breaker, or initiate a rollback directly using the StopServiceDeployment API.
These capabilities are available for Amazon ECS services using Application Load Balancers (ALB), Network Load Balancers (NLB), and Amazon ECS Service Connect. You can configure deployments using the AWS Management Console, AWS CLI, AWS SDKs, or infrastructure-as-code tools on new or existing Amazon ECS services. To learn more, see our documentation for Amazon ECS blue/green, linear, and canary deployments, and deployment lifecycle hooks.
Amazon SageMaker Unified Studio now supports Amazon OpenSearch
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/amazon-sagemaker-unified/
- Published: 2026-07-22 02:36:00
- Fetched: 2026-07-23 06:01:26
Amazon SageMaker Unified Studio now supports Amazon OpenSearch as a data source, enabling you to query and analyze your search and log analytics data directly alongside your other data assets. With this new connection, you can combine operational search data in OpenSearch with data from sources like Amazon Redshift, Amazon S3, and relational databases - all within a single, governed environment.
This integration is particularly valuable when you need to correlate data across analytical and operational workloads. For example, you can join application logs and metrics stored in OpenSearch with transactional data to gain insights into system performance and user behavior. Data engineers and analysts can build data pipelines that bring together real-time search and analytics data with structured datasets, streamlining cross-source workflows without switching between tools. To get started, add an Amazon OpenSearch connection under your project’s data section. Your OpenSearch data now appears in the data explorer alongside your other project data. From there, you can query it directly using the query editor, explore it in notebooks, or incorporate it into a visual ETL job, all without leaving the studio.
Support for Amazon OpenSearch connections is available in all AWS Regions where Amazon SageMaker Unified Studio is available.
To get started, see connecting to a new data source in the Amazon SageMaker Unified Studio User Guide. For more information about Amazon OpenSearch Service, visit the Amazon OpenSearch Service page.
Amazon EC2 R6in and R6idn instances are now available in additional regions
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/amazon-ec2-r6in-r6idn/
- Published: 2026-07-22 05:00:00
- Fetched: 2026-07-22 07:52:02
Starting today, Amazon Elastic Compute Cloud (Amazon EC2) R6in and R6idn instances are available in AWS Europe (Paris) and Canada (Central) regions. These sixth-generation network optimized instances, powered by 3rd Generation Intel Xeon Scalable processors and built on the AWS Nitro System, deliver up to 200Gbps network bandwidth, 2x more network bandwidth, and up to 2x higher packet-processing performance over comparable fifth-generation instances.
Customers can use R6in and R6idn instances to scale the performance and throughput of network-intensive workloads such as memory-intensive SQL and NoSQL databases, distributed web scale in-memory caches (Memcached, Redis), in-memory databases (SAP HANA), and real-time big data analytics (Apache Hadoop, Apache Spark).
R6in and R6idn instances are available in 10 different instance sizes including metal, with up to 128 vCPUs and 1024 GiB of memory. They deliver up to 100 Gbps of Amazon Elastic Block Store (EBS) bandwidth, and up to 400K IOPS. R6in and R6idn instances offer Elastic Fabric Adapter (EFA) networking support on 32xlarge and metal sizes. R6idn instances offer up to 7.6 TB of high-speed, low-latency instance storage.
With this regional expansion, R6in and R6idn instances are available in the following AWS Regions: US East (N. Virginia, Ohio), US West (Oregon), Europe (Ireland, Frankfurt, Paris, Stockholm), Asia Pacific (Singapore, Sydney, Tokyo), Canada (Central), and AWS GovCloud (US-West). Customers can purchase the new instances through Savings Plans, Reserved, On-Demand, and Spot instances. To learn more, see R6in and R6idn instances page.
Amazon EC2 C6in instances are now available in Asia Pacific (Taipei) Region
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/amazon-ec2-c6in/
- Published: 2026-07-22 05:00:00
- Fetched: 2026-07-22 07:52:02
Starting today, Amazon Elastic Compute Cloud (Amazon EC2) C6in instances are available in AWS Asia Pacific (Taipei). These sixth-generation network optimized instances, powered by 3rd Generation Intel Xeon Scalable processors and built on the AWS Nitro System, deliver up to 200Gbps network bandwidth, for 2x more network bandwidth over comparable fifth-generation instances.
Customers can use C6in instances to scale the performance of applications such as network virtual appliances (firewalls, virtual routers, load balancers), Telco 5G User Plane Function (UPF), data analytics, high-performance computing (HPC), and CPU based AI/ML workloads. C6in instances are available in 10 different sizes with up to 128 vCPUs, including bare metal size. Amazon EC2 sixth-generation x86-based network optimized EC2 instances deliver up to 100Gbps of Amazon Elastic Block Store (Amazon EBS) bandwidth, and up to 400K IOPS. C6in instances offer Elastic Fabric Adapter (EFA) networking support on 32xlarge and metal sizes.
C6in instances are available in these AWS Regions: US East (Ohio, N. Virginia), US West (N. California, Oregon), Europe (Frankfurt, Ireland, London, Milan, Paris, Spain, Stockholm, Zurich), Middle East (Bahrain, UAE), Israel (Tel Aviv), Asia Pacific (Hong Kong, Hyderabad, Jakarta, Malaysia, Melbourne, Mumbai, Osaka, Seoul, Singapore, Sydney, Taipei, Tokyo, Thailand), Africa (Cape Town), South America (Sao Paulo), Canada (Central), Canada West (Calgary), AWS GovCloud (US-West, US-East), and Mexico (Central). To learn more, visit the Amazon EC2 C6in instance page.
Amazon EC2 M6in and M6idn instances are now available in additional regions
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/amazon-ec2-m6in-m6idn/
- Published: 2026-07-22 05:00:00
- Fetched: 2026-07-22 07:52:02
Starting today, Amazon Elastic Compute Cloud (Amazon EC2) M6in and M6idn instances are available in AWS Asia Pacific (Hyderabad) and South America (Sao Paulo) regions. These sixth-generation network optimized instances, powered by 3rd Generation Intel Xeon Scalable processors and built on the AWS Nitro System, deliver up to 200Gbps network bandwidth, for 2x more network bandwidth over comparable fifth-generation instances.
Customers can use M6in and M6idn instances to scale their performance and throughput of network-intensive workloads such as high-performance file systems, distributed web scale in-memory caches, caching fleets, real-time big data analytics, and Telco applications such as 5G User Plane Function.
M6in and M6idn instances are available in 10 different instance sizes including metal, offering up to 128 vCPUs and 512 GiB of memory. They deliver up to 100Gbps of Amazon Elastic Block Store (EBS) bandwidth, and up to 400K IOPS. M6in and M6idn instances offer Elastic Fabric Adapter (EFA) networking support on 32xlarge and metal sizes. M6idn instances offer up to 7.6 TB of high-speed, low-latency instance storage.
With this regional expansion, M6in and M6idn instances are available in the following AWS Regions: US East (Ohio, N. Virginia), US West (N. California, Oregon), Europe (Ireland, Frankfurt, Spain, Stockholm, Zurich, London), Asia Pacific (Hyderabad, Mumbai, Singapore, Tokyo, Sydney, Seoul), South America (Sao Paulo), Canada (Central), and AWS GovCloud (US-West). Customers can purchase the new instances through Savings Plans, On-Demand, and Spot instances. To learn more, see M6in and M6idn instances page.
AWS Elastic Disaster Recovery is now available in six additional AWS Regions
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/aws-drs-additional-regions/
- Published: 2026-07-22 07:00:00
- Fetched: 2026-07-23 00:36:38
AWS Elastic Disaster Recovery (AWS DRS) is now available in six additional AWS Regions: Asia Pacific (Bangkok), Asia Pacific (Malaysia), Asia Pacific (New Zealand), Asia Pacific (Taipei), Canada West (Calgary), and Mexico (Central). Elastic Disaster Recovery is the recommended service for disaster recovery to AWS. It helps minimize downtime and data loss with fast, reliable recovery of on-premises and cloud-based applications using affordable storage, minimal compute, and point-in-time recovery. With Elastic Disaster Recovery, you can recover your applications on AWS from physical infrastructure, VMware vSphere, Microsoft Hyper-V, and cloud infrastructure. You can also use Elastic Disaster Recovery to recover Amazon EC2 instances in a different AWS Region. AWS DRS replicates and recovers a wide range of applications, including critical databases such as Oracle, MySQL, and SQL Server, and enterprise applications such as SAP. AWS DRS uses a unified process for drills, recovery, and failback, so you do not need application-specific skillsets to operate the service. With this launch, Elastic Disaster Recovery is now available in 36 AWS Regions. See the AWS Regional Services List for the most up-to-date availability information.
To learn more about AWS Elastic Disaster Recovery, visit our product page or documentation. To get started, sign in to the AWS Elastic Disaster Recovery Console.
AWS Direct Connect announces 100G expansion in Lima, Peru
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/aws-direct-connect-100g-lima/
- Published: 2026-07-22 13:00:00
- Fetched: 2026-07-23 02:12:39
Today, AWS announced the expansion of 100 Gbps dedicated connections at the existing AWS Direct Connect location within the Cirion data center in Lima, Peru. You can now establish private, direct network access to all public AWS Regions (except those in China), AWS GovCloud Regions, and AWS Local Zones from this location. This is the first AWS Direct Connect location in Peru to provide 100 Gbps connections with MACsec encryption capabilities.
The Direct Connect service enables you to establish a private, physical network connection between AWS and your data center, office, or colocation environment. These private connections can provide a more consistent network experience than those made over the public internet.
For more information on the over 150 Direct Connect locations worldwide, visit the locations section of the Direct Connect product detail pages. Or, visit our getting started page to learn more about how to purchase and deploy Direct Connect.
AWS Secrets Manager now publishes secret update notifications to Amazon EventBridge
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/secrets-manager-update-notifications
- Published: 2026-07-22 16:00:00
- Fetched: 2026-07-23 04:09:10
AWS Secrets Manager now automatically publishes events to Amazon EventBridge whenever your secret values change, enabling you to build event-driven workflows that respond in real time to secret updates.
Until now, you had to rely on AWS CloudTrail events parsed into EventBridge to know when a secret value changed — requiring you to match multiple API events such as rotation success, PutSecretValue, and UpdateSecretValue. With this launch, Secrets Manager publishes events directly into EventBridge whenever your secret value changes. You can use EventBridge rules to detect when the active secret value changes — such as during rotation — and route notifications to targets like AWS Lambda, Amazon SNS, Amazon SQS, or Amazon Step Functions. This enables you to proactively refresh cached credentials in your applications, restart dependent services, or update compliance reports for secret rotation.
Secret update notifications are published to your default event bus automatically with no additional configuration or opt-in required. This feature is available in all AWS Regions where AWS Secrets Manager is available at no additional cost. To get started, see secret event notifications in the AWS Secrets Manager User Guide.
Amazon EKS now supports EFA and placement groups on Amazon EKS Auto Mode and Karpenter
- Link: https://aws.amazon.com/about-aws/whats-new/2026/07/amazon-eks-efa-placement-groups/
- Published: 2026-07-22 23:30:00
- Fetched: 2026-07-23 00:36:38
Amazon Elastic Kubernetes Service (EKS) now supports Amazon EC2 placement groups and Elastic Fabric Adapter (EFA) network device configuration for node pools on EKS Auto Mode and the open-source Karpenter project, enabling you to optimize EKS workloads for performance and availability. These capabilities allow you to control EFA network interface configuration and how EC2 instances are physically distributed across AWS infrastructure for distributed training and inference workloads.
With EKS Auto Mode and Karpenter’s EFA configuration, you can configure network interfaces as EFA-only or standard ENI on EFA-capable instances with both dynamic and static capacity node pools. EFA-only interfaces do not consume IP addresses, giving you fine-grained control over IP utilization in your VPC while achieving full interconnect bandwidth. With placement group support, you can launch EC2 instances using cluster, spread, or partition strategies directly from your EKS Auto Mode or Karpenter node pool configuration, giving you control over how instances are physically distributed without additional operational workarounds. Together, these capabilities let you optimize for the performance, availability, and fault isolation characteristics your workloads require, whether that's maximizing throughput for distributed training jobs or minimizing blast radius for critical production services.
These features are available in all AWS Regions where Amazon EKS is available. To get started and learn more, see the EKS Auto Mode User Guide and Karpenter documentation.
AWS Japan Blog
9 社合同 AI-DLC Unicorn Gym:AI と作った 2 日間で見えた、 「書く」から「決める」への転換
- Link: https://aws.amazon.com/jp/blogs/news/joint-ai-dlc-unicorn-gym-202606/
- Published: 2026-07-22 14:06:10
- Fetched: 2026-07-22 14:45:25
AWS Weekly Roundup: ワンクリック Lambda セットアッププロンプト、Bedrock での OpenAI GPT-5.6 モデルなど (2026 年 7 月 20 日)
- Link: https://aws.amazon.com/jp/blogs/news/aws-weekly-roundup-one-click-lambda-setup-prompt-openai-gpt-5-6-models-on-bedrock-and-more-july-20-2026/
- Published: 2026-07-22 14:35:52
- Fetched: 2026-07-22 14:45:25
AWS Japan Summit 2026 スマートマシンデモ ー自律診断とリアルタイム安全監視ー 展示報告
- Link: https://aws.amazon.com/jp/blogs/news/aws-summit-japan-2026-smartmachine-demo/
- Published: 2026-07-22 15:39:17
- Fetched: 2026-07-22 17:21:27
今月の AWS オブザーバビリティ – 2026年6月
- Link: https://aws.amazon.com/jp/blogs/news/this-month-in-aws-observability-june-2026/
- Published: 2026-07-22 20:39:13
- Fetched: 2026-07-22 22:42:27
【開催報告】AWS Summit Japan 2026 — 物流異常を Amazon Quick が自動解決:配送在庫の異常検知〜問合せまで一気通貫
- Link: https://aws.amazon.com/jp/blogs/news/aws-summit-2026-japan-amazon-quick-automates-logistics-anomaly-resolution-from-detection-to-action/
- Published: 2026-07-22 23:23:20
- Fetched: 2026-07-23 00:36:39
AWS Security Blog
Do more with AWS WAF labels using dynamic label interpolation
- Link: https://aws.amazon.com/blogs/security/do-more-with-aws-waf-labels-using-dynamic-label-interpolation/
- Published: 2026-07-22 02:03:16
- Fetched: 2026-07-22 02:13:24
AWS Security Bulletins
CVE-2026-15957 - Uncontrolled recursion in smithy-rs generated JSON, CBOR, and XML deserializers allows unauthenticated remote denial of service via recursive shapes
- Link: https://aws.amazon.com/security/security-bulletins/rss/2026-061-aws/
- Published: 2026-07-22 04:45:45
- Fetched: 2026-07-22 06:03:04
Bulletin ID: 2026-061-AWS
Scope: AWS
Content Type: Important (requires attention)
Publication Date: 07/21/2026 12:45 PM PDT
Description:
Smithy-RS is a Rust code generation and runtime framework that generates HTTP clients and servers from Smithy interface definitions, powering the AWS SDK for Rust and custom service implementations. We identified CVE-2026-15957, where uncontrolled recursion in the JSON, CBOR, and XML deserializer functions emitted by Amazon smithy-rs code generation could allow a third party to cause a denial of service (process abort via stack exhaustion) via a small request containing deeply nested data for a recursive model shape to a generated SDK or server.
Impacted versions: aws-sdk-rust crates < release-2026-06-0
Please refer to the article below for the most up-to-date and complete information related to this AWS Security Bulletin.
CVE-2026-16317 and CVE-2026-16318: Issues with s2n-tls: an open-source implementation of the TLS/SSL protocols
- Link: https://aws.amazon.com/security/security-bulletins/rss/2026-062-aws/
- Published: 2026-07-22 05:19:37
- Fetched: 2026-07-22 06:03:04
Bulletin ID: 2026-062-AWS
Scope: AWS
Content Type: Important (requires attention)
Publication Date: 07/21/2026 13:15 PM PDT
Description:
s2n-tls is an open source C99 implementation of the TLS/SSL protocol. We have identified two distinct issues:
- CVE-2026-16317: Silent Drop of TLS 1.3 Encrypted Records in s2n-tls
Missing validation of the outer content_type byte on TLS 1.3 encrypted records in s2n-tls allows an active man-in-the-middle to silently drop individual application data records without either endpoint detecting the modification. RFC 8446 Section 5.2 requires that the outer content_type of all encrypted TLS 1.3 records must be application_data (0x17). The s2n-tls AEAD implementation hardcodes this value in the additional authenticated data rather than using the actual wire byte, so the outer content_type is not covered by the authentication tag. All TLS 1.3 connections are affected. Both TLS clients and servers are affected. TLS 1.2 and QUIC connections are not affected.
- CVE-2026-16318: QUIC Transport Parameters Memory Leak During HelloRetryRequest in s2n-tls
Incorrect use of s2n_alloc instead of s2n_realloc in the QUIC transport parameters extension handler in s2n-tls causes one memory allocation to be leaked each time a QUIC-enabled TLS 1.3 connection goes through a HelloRetryRequest. This can occur during normal handshakes when a client offers a key share group the server does not prefer, and can lead to increased memory consumption on long-running server processes. Only QUIC-enabled deployments are affected.
Impacted versions: <= v1.7.5
Please refer to the article below for the most up-to-date and complete information related to this AWS Security Bulletin.
AWS Architecture Blog
Automate custom PII detection at scale with Amazon Macie and Step Functions
- Link: https://aws.amazon.com/blogs/architecture/automate-custom-pii-detection-at-scale-with-amazon-macie-and-step-functions/
- Published: 2026-07-22 22:30:26
- Fetched: 2026-07-22 22:42:28
Architecting offline-first generative AI applications for edge deployments using AWS services
- Link: https://aws.amazon.com/blogs/architecture/architecting-offline-first-generative-ai-applications-for-edge-deployments-using-aws-services/
- Published: 2026-07-22 22:32:57
- Fetched: 2026-07-22 22:42:28
Building multi-Region resiliency for AWS CloudFormation custom resource deployment
- Link: https://aws.amazon.com/blogs/architecture/building-multi-region-resiliency-for-aws-cloudformation-custom-resource-deployment/
- Published: 2026-07-22 23:25:09
- Fetched: 2026-07-23 00:36:40
AWS Machine Learning Blog
Exploring self-distilled reasoning for supervised fine-tuning with Amazon Nova
- Link: https://aws.amazon.com/blogs/machine-learning/exploring-self-distilled-reasoning-for-supervised-fine-tuning-with-amazon-nova/
- Published: 2026-07-22 01:23:12
- Fetched: 2026-07-22 02:13:25