aws.amazon.com
20 articles · April 6, 2026 – May 1, 2026
AWS Uses Agents to Auto-Migrate BI Dashboards—Cloud Vendors Poach Consulting Work
AWS Transform auto-migrates Tableau/Power BI to QuickSight in days. Cloud vendors seize consulting migration work; business logic validation remains a
AWS Lets LLMs Judge Themselves: Rule-Based AI Training Era Fades
AWS's RLAIF fine-tuning replaces human annotators and rigid code with LLM judges. This lowers custom AI barriers but secretly accumulates AI bias risk
AWS Launches LLM Migration Framework: 2-Week Model Swaps End Vendor Lock-in
AWS LLM migration framework enables 2-14 day model swaps. Enterprise AI shifts to on-demand switching, cutting lock-in, but auto-evals risk losing nua
Introducing granular cost attribution for Amazon Bedrock
AWS now maps Bedrock inference spend to individual IAM users, roles, and federated identities automatically in CUR 2.0.
AWS Nova Multimodal Embeddings Powers Native Video Semantic Search
Amazon Bedrock's Nova Multimodal Embeddings unifies text, audio , video, and image into one vector space for search.
Optimize video semantic search intent with Amazon Nova Model Distillation on Amazon Bedrock
Amazon Bedrock's Model Distillation transfers routing intelligence from Nova Premier to Nova Micro, cutting inference cost by over 95% and latency by
From hours to minutes: How Agentic AI gave marketers time back for what matters
AWS Marketing and Gradial used Amazon Bedrock to cut page assembly from 4 hours to ~10 minutes.
AWS Nova Forge SDK Tutorial: Fine-Tune Nova Models With Data Mixing
AWS publ ishes step-by-step Nova Forge SDK guide; data mixing yielded 12-point F1 gain while preserving MMLU baseline scores.
Cost-efficient custom text-to-SQL using Amazon Nova Micro and Amazon Bedrock on-demand inference
AWS details LoRA fine-tuning of Nova Micro for custom SQL dialects, hitting $0.80/month at 22,000 queries via serverless inference.
Speculative Decoding on AWS Trainium2 Cuts LLM Lat ency Up to 3x
AWS benchmarks show speculative decoding with vLLM on Trainium2 reduces inter -token latency up to 3x for decode-heavy workloads.
How Guidesly built AI-generated trip reports for outdoor guides on AWS
Guidesly's Jack AI uses AWS Lambda, Step Functions, and Amazon Bedrock to auto -publish trip content after each outdoor guide booking.
Best practices to run inference on Amazon SageMaker HyperPod
AWS details H yperPod inference deployment patterns, claiming up to 40% total cost of ownership reduction for GPU work loads.
AWS Adds Use-Case Deployment Presets to SageMaker Jump Start
SageMaker JumpStart now offers task -aware deployment configs optimized for cost, throughput, or latency by use case.
AWS Lambda Powers Reward Functions for Amazon Nova RFT Customization
AWS details how Lambda serverless functions enable scalable reward functions for Amazon Nova reinforcement fine-tuning, reducing labeled data require
AWS Agent Registry: The Battle for Enterprise AI Governance Infrastructure
As enterprises deploy hundreds of AI agents without unified control, AWS launches Agent Registry—forcing executives to answer: who controls your compa
AI Agent Evolution: The Business Inflection Point from 'Single Q&A' to 'Continuous Dialogue'
AWS enables AI agents to pause and ask clarifying questions mid-execution, breaking down the cost barrier for complex business process automation for
Amazon Bedrock Projects Enables Workload-Level Cost Attribution
AWS introduces Bedrock Projects to tag and track AI inference costs per workload via Cost Explorer.
Fine-Tune Qwen 2.5 for Tool Calling with SageMaker RLVR
AWS SageMaker serverless RLVR fine-tuning improved Qwen 2.5 7B tool-call accuracy by 57% without GPU management.
AWS Amazon Quick: No-Code HR Onboarding Agents Explained
AWS launches Amazon Quick, a managed agentic service letting HR teams build no-code onboarding bots without writing code.
Amazon Bedrock AgentCore Gateway Now Supports OAuth 2.0 for MCP Servers
AgentCore Gateway centralizes MCP server auth using OAuth 2.0 Authorization Code flow, removing per-server credential management.