aws

Anthropic has released Claude apps gateway for AWS, a self-hosted control plane that gives enterprises centralized management of Claude Code and Claude Desktop deployments. The gateway runs as a stateless container on AWS infrastructure and handles identity through OIDC, policy enforcement, telemetry, request routing to Amazon Bedrock or Claude Platform on AWS, and per-user spend caps.

AWS has developed Reverse Direct Preference Optimization (rDPO), a novel unlearning technique that reduces over-deflection in Amazon Nova models by up to 53 percentage points. The approach allows organizations to selectively adjust content moderation safeguards while preserving general model capabilities through LoRA adapters.

Amazon Web Services announced it will make Anthropic's Claude Fable 5 models available on Bedrock starting tomorrow, featuring guardrails designed to prevent cybersecurity misuse. When guardrails are triggered, the system automatically falls back to Claude Opus 4.8.

Anthropic has released Claude Sonnet 5 on Amazon Bedrock and Claude Platform on AWS. The model delivers what Anthropic describes as near-Opus intelligence while maintaining Sonnet-tier pricing, with promotional rates available through August 31, 2026.

AWS has introduced managed entitlements for Amazon Bedrock, allowing organizations to subscribe to third-party models like Anthropic Claude and Cohere from a central account and distribute access across member accounts without requiring AWS Marketplace permissions. The feature uses AWS License Manager to create grants that share model entitlements with specific accounts or entire organizational units.

AWS released guidance on fine-tuning Amazon Nova Micro and Nova Lite models for automated email data extraction using SageMaker AI. In collaboration with Parcel Perform, the fine-tuned Nova Micro achieved 94.77% extraction accuracy—a 16.6 percentage point improvement—while reducing inference costs by 50% and latency by 30% compared to previous models.

Amazon has launched autonomous agents in QuickSight (branded as Quick) that execute tasks continuously in the background while users attend meetings or focus on other work. The update includes 16 new data source integrations, an activity feed that consolidates communications across tools, and cross-system query capabilities that join data from multiple sources in real time.

Amazon has released an open-source testing framework for Nova Sonic voice agents that automates multi-turn conversation evaluation without requiring human testers. The harness uses LLM-as-judge techniques to assess voice agents across six metrics including goal achievement, response accuracy, and tool usage, addressing a critical QA bottleneck in voice AI development.

AWS has published a technical guide on hyperparameter optimization for Amazon Nova Forge, its platform for building custom frontier models from Amazon Nova checkpoints. The guide addresses three core challenges: catastrophic forgetting during domain specialization, learning rate calibration when mixing proprietary and curated training data, and baseline performance constraints for reinforcement fine-tuning.

Amazon Web Services launched Policy Engine and Lambda interceptors for Bedrock AgentCore gateway, enabling enterprises to control which tools AI agents can access and validate requests dynamically. The Policy Engine uses Cedar declarative policy language for deterministic access decisions, while Lambda interceptors run custom code before or after each tool call for validation, token exchange, and response filtering.

Amazon Web Services introduced dataset management in Bedrock AgentCore, enabling developers to build versioned test suites with immutable baselines for agent evaluation. The feature supports predefined scenarios with ground truth assertions and user simulation scenarios where LLM-backed actors conduct multi-turn conversations.

Anthropic's Claude Opus 4.8 is now available on Amazon Bedrock and Claude Platform on AWS. The model is designed for autonomous multi-stage tasks, agentic coding, and long-running workflows with reduced supervision.

AWS has deployed Amazon Bedrock AgentCore to orchestrate more than 20 specialized AI agents across its global sales organization through a unified interface called Field Advisor. The system has processed over 120,000 prompts since launch, delivering a 41% latency reduction compared to previous infrastructure and saving large-scale sales reps up to 2 hours per week on CRM tasks.

Amazon has released Stream's Vision Agents, an open-source Python framework for building real-time voice AI agents that integrates with Amazon Nova 2 Sonic through Bedrock. The system delivers end-to-end latency under 500 milliseconds using Stream's global edge network with sub-30ms audio latency and typically sub-500ms join times.

Anthropic confirmed unauthorized users accessed its Mythos vulnerability detection model through a third-party vendor environment by guessing URL patterns. Early analysis from Mozilla and AWS indicates Mythos performs on par with elite human security researchers rather than surpassing them, despite Anthropic's claims of identifying thousands of critical vulnerabilities.

Amazon has introduced stateful MCP client capabilities on Bedrock AgentCore Runtime, enabling agents to pause mid-execution for user input, request LLM-generated content, and stream real-time progress updates. The update transforms one-way tool execution into bidirectional conversations between MCP servers and clients, supporting interactive workflows previously impossible with stateless implementations.

Amazon Bedrock now supports Reinforcement Fine-Tuning (RFT) for customizing Amazon Nova and open source models using reward signals instead of labeled datasets. AWS reports up to 66% accuracy improvements over base models with reduced customization complexity. The approach works best for tasks with verifiable correctness (code, math) or subjective evaluation (moderation, summarization).

Amazon has released a serverless architecture solution using Bedrock Guardrails that dynamically selects safety policies based on user age, role, and industry. The solution enforces five specialized guardrails—including COPPA-compliant child protection and healthcare-specific policies—at inference time to prevent prompt injection attacks and ensure context-appropriate responses.

Amazon has released a new Bidirectional Streaming API for Amazon Polly that enables simultaneous text input and audio output over a single HTTP/2 connection. The API reduces end-to-end latency by 39% compared to traditional request-response TTS by allowing text to be sent word-by-word as LLMs generate tokens, rather than waiting for complete sentences. The feature is available in Java, JavaScript, .NET, C++, Go, Kotlin, PHP, Ruby, Rust, and Swift SDKs.

Amazon Bedrock has introduced three distinct video analysis workflows that leverage multimodal foundation models to extract insights from video content at scale. The approaches—frame-based, shot-based, and multimodal embedding—are designed for different use cases and cost-performance trade-offs, with open-source reference implementations available on GitHub.

Amazon Web Services has integrated Claude's tool use (function calling) capability into Bedrock, enabling serverless document processing for custom entity recognition. The solution uses Claude 3.5 Sonnet to extract structured data like names, dates, and addresses from driver's licenses and other documents without traditional model training.

Amazon Bedrock now offers NVIDIA's Nemotron 3 Nano as a fully managed serverless model, expanding its Nemotron portfolio alongside previously available Nemotron 2 Nano 9B and Nemotron 2 Nano VL 12B variants. The addition enables developers to deploy NVIDIA's smallest inference-optimized model without managing infrastructure.

Amazon Bedrock now enables access to Anthropic Claude models in India with global cross-region inference support. The service allows developers to build generative AI applications with Claude variants across AWS regions.