API Gateway WebSocket Failover: Keep Sessions Across Regions
API Gateway WebSocket failover breaks every live connection. AWS's multi-Region pattern restores sessions using a canary, Route 53 and Global Tables.
DynamoDB Bulk Executor: Lessons From Building Glue Bulk Jobs
DynamoDB Bulk Executor's builders share what broke running bulk jobs on AWS Glue: cost estimates, Live Tail limits, error floods, rate limits. What to copy.
AWS Lambda Web Functions: 128 Requests per Environment
AWS Lambda Web Functions run Express or Next.js apps unchanged, with 128 concurrent requests per environment and CPU billing. What changes for serverless teams.
Amazon ECS GPU Auto Repair: How It Replaces Failing GPUs
Amazon ECS Managed Instances now swap out failing NVIDIA GPU hosts automatically. How the DCGM checks, Xid codes, and 20% drain cap shape AWS GPU reliability.
Decision Model APIs: AWS and Ollama Back System One, Not OpenAI
AWS, Upstage, and Ollama now serve decision models through TypeSafe's System One API. Why a shared schema lets AI agents swap backends by changing a URL.
AWS Digital Sovereignty Lens: A Well-Architected Framework for Regulated Cloud Workloads
AWS's Digital Sovereignty Lens adds 21 questions and 37 best practices for data residency, access control, continuity, and auditability on regulated workloads.
AWS Prime Day 2026: The Infrastructure Numbers Behind Four Days of Peak Commerce
AWS's Prime Day 2026 numbers: 59 trillion DynamoDB requests and 2.3 trillion Lambda invocations a day. What that scale means for platform engineers.
AWS Bedrock Now Runs OpenAI Managed Agents Natively — What That Actually Means
AWS Bedrock now runs OpenAI Managed Agents natively — GPT-series models under IAM, VPC, and CloudWatch, without routing data through OpenAI's API endpoints.
The Closed-Loop Incident Response Pattern: How AWS DevOps Agent Uses OpenSearch MCP to Investigate Itself
OpenSearch alerts can hand AWS DevOps Agent the same observability data via MCP, taking incidents from SNS trigger to root cause analysis in five minutes.
Wiring AWS DevOps Agent to Jira, ServiceNow, and PagerDuty via EventBridge
How to route AWS DevOps Agent investigations to Jira, ServiceNow, or PagerDuty with EventBridge and Lambda: the full integration architecture.
AWS Open-Sources Two Tools for Self-Hosted Regional Availability Intelligence
AWS open-sourced two self-hosted tools that track which services and features exist in which regions, tailored to the services you actually use.
Beyond the 30-Minute AZ Test: Running Multi-Day AWS Availability Zone Evacuation Drills
Multi-day AWS AZ evacuation drills expose failures short tests miss: capacity drift, DNS TTLs, pool exhaustion. A runbook for 72-hour ARC zonal shift drills.
AWS Well-Architected Agent: AI-Powered Cloud Recommendations from Resource to Architecture
AWS Well-Architected Agent, in preview, scans your environment for resource, application, and architecture recommendations with ready-to-apply IaC.
Kiro Compresses AS/400 Business Rule Extraction from 6 Weeks to 3 Days
AWS's Kiro agent extracts business rules from RPG and COBOL codebases, cutting AS/400 discovery from 4-6 weeks to about 3 days. How the three phases work.
S3 Vectors Gets Metadata Pre-Filtering: Up to 5× More Matching Vectors on Selective Queries
S3 Vectors' new ENHANCED index mode applies metadata filters before similarity search, fixing recall on selective queries. Upgrade without re-ingesting vectors.
AG-UI Is the Missing Protocol Between AI Agents and Your Frontend
AG-UI standardizes how AI agents stream typed events to frontends over SSE. How AWS composes it with Strands swarms and Nova Act into adaptive interfaces.
AWS EventBridge's Enhanced Event Buses Add Ordering, Deduplication, and Org-Wide Sharing — What Changed
EventBridge enhanced event buses add org-wide sharing, ordering, deduplication, JSONata transforms, and throughput pricing. What changes for AWS teams.
Amazon CloudWatch Omni: Collaborative AI Observability Built for Agentic Systems
CloudWatch Omni is a new AWS observability app with automatic topology discovery, DevOps Agent integration, and 17 built-in LLM evaluators for AI agents.
AWS Weekly Roundup: Connect Talent GA, Corretto 27, Kimi K3 on Bedrock, and T8i Instances — Sept 21, 2026
Amazon Connect Talent reaches GA with AI-driven structured interviews. Amazon Corretto 27 ships with post-quantum TLS 1.3 and G1 as default GC. Kimi K3 lands on Bedrock with 1M-token context and explicit prompt caching. EC2 T8i delivers 30% better price-performance than T3. Elastic Beanstalk gains multi-app EKS cluster mode.
CSIRO's Serverless Genomic Architecture on AWS: 18-Second Ingestion, 1.5-Second Queries, $0.33 per 1,000 Requests
CSIRO built Serverless Beacon (sBeacon), a production genomic variant querying system using S3, Lambda, DynamoDB, and Athena. The serverless architecture handles hundreds of millions of individuals with zero-trust access control, decentralized data ownership, and costs of under $0.01 for onboarding and $0.03 per month at idle.
Equinix Cut Kubernetes Operational Overhead by 40% With a Shared Services Architecture on EKS
Equinix replaced self-managed, team-owned Kubernetes clusters with a three-account shared services architecture on Amazon EKS: a workloads account (EKS + Cilium), a platform account (centralized CI/CD, managed data services), and a network account (Transit Gateway, Direct Connect). Results: 40% less operational overhead, 4× deployment frequency, 100% business unit adoption.
ReadyOn's Four Walls: The EKS Tenant Isolation Architecture That Blocks All 6 Attack Paths
ReadyOn built a defense-in-depth tenant isolation model on Amazon EKS using four independent security layers: namespace isolation with RBAC, compute isolation with Karpenter dual-taint node pools, network isolation with per-tenant VPC security groups, and data isolation with dedicated Aurora clusters and unique KMS keys. All six cross-tenant attack paths blocked in adversarial exercises.
AWS EC2 T8i: 30% Better Price-Performance Than T3, Free Tier Eligible, Available Now
Amazon EC2 T8i instances are generally available in 13 regions. The new burstable instance family delivers 30% better price-performance and up to 70% higher compute versus T3, with 2.4x higher EBS bandwidth. The t8i.micro and t8i.small qualify for the AWS Free Tier.
Amazon EBS Volume Clones Now Cross Account Boundaries — Without Snapshots
AWS extended EBS Volume Clones to support cross-account copies via Resource Access Manager. Teams can now move production data into dev and test accounts in three API calls, with optional re-encryption at copy time. No intermediate snapshot required.
How to Test SQS Resilience Before an Outage Does It for You
AWS architecture blog walks through a four-phase fault injection experiment for SQS-dependent applications using AWS Fault Injection Service. The technique validates whether circuit breakers, retry logic, and fallback storage actually work under real access failures — not just theoretical ones.
AWS Weekly: Claude Fable 5.1 on Bedrock, Lambda SnapStart for Containers
This week's AWS releases include Fable 5.1 as a Covered Model on Bedrock, Lambda SnapStart for containers, the Agent Registry for governance, and Graviton5 memory instances.
How to Orchestrate On-Premises Infrastructure at Scale with EKS Anywhere and AWS Serverless
AWS Architecture Blog's three-layer reference architecture for hybrid cloud orchestration: EKS Anywhere clusters at the edge, Step Functions and EventBridge at center, and a DynamoDB-backed Order Management System tying them together.
MCP Went Stateless: The AWS Well-Architected Audit Your MCP Server Needs Now
MCP's July 28 protocol update eliminated session state — and with it, the sticky load balancers, DynamoDB session stores, and Lambda workarounds most AWS MCP deployments were built around.
AWS Acquires DuckLabs and Launches Agentic Resource Discovery: What It Means for Cloud Engineers
AWS's DuckLabs acquisition brings DuckDB into the enterprise stack, while the new Agentic Resource Discovery spec solves the scattered-registry problem for agentic workloads. Both moves matter for platform teams.
AWS EC2 R9g and R9gd Are Now GA: Graviton5's Case for Memory-Optimized Workloads
The R9g and R9gd instance families bring Graviton5's 25% compute performance boost and DDR5 at 8800 MT/s to databases, in-memory caches, and real-time analytics. Here's who should care.
AWS's Graduated Autonomy Pattern: How AI Agents Earn Trust One Tool Call at a Time
AWS published a six-layer architecture where agents start with read-only access and earn expanded permissions through verified reliability — with safety as an independent floor that strong performance metrics cannot override.
Kiro, AWS DevOps Agent, and Dynatrace: How Production Telemetry Gets Baked Into Code Generation
AWS's three-tool stack connects live Dynatrace production telemetry directly to Kiro's code generation — so AI-written changes reflect how systems actually behave, not how docs say they should.
Gallup's Bedrock Coaching Platform: What 7x Prompt Growth Signals About Enterprise AI Adoption
Gallup used Amazon Bedrock, Claude, and RAG to embed workplace research into real-time leader coaching. Since June 2024, prompts grew 7x and engagement depth increased 55%.
Kiro + AWS DevOps Agent + Bluebox: The AI Software Delivery Loop AWS Is Betting On
AWS describes how Kiro, its DevOps Agent, and Dynatrace's Bluebox create a closed feedback loop from spec to production incident response. Human review gates required throughout.
Amazon EC2 at 20: From One Instance Type to 1,200 and What Comes Next
Amazon EC2 launched in 2006 with one instance type. At 20, it offers 1,200+ types and anchors an AI compute infrastructure its founders never anticipated.
How to Migrate AWS Organizations Without Breaking RAM Shares and Lake Formation
When accounts leave AWS Organizations, RAM shares silently break—halting Terraform deployments mid-migration. The bridge-share pattern preserved permissions across 382 accounts.
Three-Layer AI Guardrails on Bedrock AgentCore — How AgentFlo Hit +12% Revenue
AgentFlo's Part 2 architecture case study reveals how Cedar policy enforcement, DynamoDB session state, and post-turn output filters combine to deliver measurable revenue uplift at scale.
AWS Glue 6.0: Apache Iceberg v3 and a 30% Price Cut — What Changes for Data Teams
AWS Glue 6.0 lands on Spark 4.1, Python 3.13, and Iceberg v3 with spatial types and VARIANT shredding — plus a 30% hourly rate reduction that applies immediately with no API changes.
CloudFormation Drift Detection: The AWS Blueprint for Governing ClickOps Environments
AWS DevOps published a four-stage maturity framework for converting manually modified infrastructure into governed IaC — with EventBridge-driven drift detection at its core.
How AgentFlo Built WhatsApp Commerce Agents on Amazon Bedrock AgentCore
AgentFlo's WhatsApp commerce agents serve merchants processing $300B in annual volume — here's the Bedrock AgentCore architecture enabling multi-tenant AI sales at scale.
AWS Retired This EKS Auth Method — and 81% of Clusters Haven't Noticed
AWS deprecated ConfigMap-based EKS cluster authentication, but 81% of clusters still run the legacy method. Here's what the migration window looks like and what's at stake.
Consistency Is the New Latency: What AWS Aurora, DynamoDB, and Keyspaces Teach Us About AI Agent Data
For AI agents, a fast wrong answer costs more than a slow right one. AWS's architecture blog explains why the data layer's consistency model now determines agent trustworthiness — and how Aurora, DynamoDB, and Keyspaces each handle it.
Consistency Is the New Latency: Matching AWS Data Services to AI Agent Workloads
Replication lag silently corrupts AI agent context — an agent that reads stale data makes wrong decisions that can write back to the database, creating cycles of compounding error. AWS architects now have three distinct patterns to match service choice to agent task type.
How to Track Generative AI Costs by Department Using Amazon Bedrock Inference Profiles
Amazon Bedrock application inference profiles let engineering, HR, and finance teams share a single foundation model while seeing per-department spend in Cost Explorer — at zero additional cost. Here's how the architecture works.
Three AWS Strategies for Disaster Recovery Under Data Residency Requirements
Meeting data residency regulations while maintaining disaster recovery capability forces a choice between three architecturally distinct approaches. AWS's framework maps the tradeoffs clearly — here's how to navigate them.
Adobe Firefly Cut GPU Metric Query Times 28x by Moving to Amazon Managed Prometheus
Adobe moved 2 million GPU time-series metrics from self-hosted Prometheus to Amazon's managed service. 24-hour queries that took 2 minutes now complete in 10 seconds — and the team got there without replacing their existing stack.
Text2SQL at 80% Lower Latency: What AWS's Template Cache Actually Does
Parameterized query templates cut Text2SQL latency 80% and token consumption 50% in production. Here's the architecture behind the numbers and what it means for AI-powered data access at scale.
Pulling Multi-Gigabyte Container Images in Seconds on Amazon EKS
SOCI lazy loading cuts a 1.3 GB container image pull from 20 seconds to 2.8 seconds on EKS — with no image format changes required. Here's the mechanism and how to enable it.
How to Pull Multi-Gigabyte Container Images in Seconds on Amazon EKS
SOCI (Seekable OCI) lazy loading lets EKS pods start before the full image is pulled — cutting a 10 GB image from minutes to seconds. Here's how the technique works and how to deploy it.
How to Bring Organizational Knowledge Into Kiro Using Amazon Bedrock and MCP
AWS shows how to connect Kiro to Amazon Bedrock Knowledge Bases via MCP so developers get instant, cited answers about ADRs, API specs, and coding standards without leaving their editor.
AWS DevOps Agent + SageMaker HyperPod: Automated Incident Triage at ML Scale
HyperPod self-heals hardware faults automatically, but configuration issues and stuck pods still require 30-45 minutes of manual triage. AWS's DevOps Agent cuts that to minutes.
AWS Kiro's Agent Client Protocol: The LSP Moment for AI Coding Agents
AWS rebuilt Kiro around the Agent Client Protocol, separating coding agents from editors. Here's why this LSP-like shift matters for platform teams.
Anthropic Says: One Worktree Per Agent. Your Infrastructure Says: Not So Fast.
Anthropic recommends one git worktree per agent. That solves the file layer — but platform teams running multi-agent workflows still face runtime collisions.
Bedrock AgentCore Runtime Instances: Persistent Compute for Production AI Agents
AWS launched runtime instances in Bedrock AgentCore — managed EC2 infrastructure with GPU support, multi-agent collaboration, and sessions lasting up to 14 days for long-running agent workflows.
DynamoDB Now Supports Vector Search: No Separate Database Required
Amazon DynamoDB added native vector search with single-digit millisecond latency, 99%+ recall, and support for trillions of vectors — eliminating the sync pipeline that separate vector DBs require.
AWS IaC MCP Server: What CloudFormation Development Looks Like with Unified AI Tooling
AWS's IaC MCP Server consolidates CloudFormation documentation search, syntax validation, compliance checking, and runtime troubleshooting into one conversational interface. Here's what that workflow change actually delivers.
5 AWS Updates That Matter This Week: Bedrock Price Cuts, Prometheus, IAM
AWS cut Bedrock GPT-5.6 pricing up to 80%, shipped managed Prometheus collectors for CloudWatch, and added multi-region IAM Identity Center — here's what to actually act on.
Why Queue Depth Beats CPU as a Kubernetes Autoscaling Signal
KEDA's SQS-based autoscaling replaces CPU and memory metrics with queue backlog — the metric that actually reflects whether an event-driven workload is under load.
AWS DevOps Agent + Wiz: Same Alert, Three Different Incidents
AWS DevOps Agent now queries Wiz over MCP mid-investigation, turning an ambiguous CPU spike into a confirmed security incident, an operational fix, or a coverage gap.
The Practical Guide to EC2 Image Builder and AWS CDK for Studio-Scale AMI Management
Company 3's post-production teams eliminated custom-resource workarounds for AMI versioning by adopting EC2 Image Builder auto-versioning and CDK L2 constructs.
AWS's Latest Roundup Is Really About De-Risking Agents in Production
Local Zone latency in Athens, zero data retention for Claude Opus 5, and a year-long pause window for Lambda workflows — three AWS releases with one thread: agent compliance.
AWS, Azure, and Google Cloud All Built Agent Sandboxes — None the Same Way
Every major cloud now treats isolated code execution as a native primitive for AI agents, but AWS, Google Cloud, Azure, and Cloudflare picked four different isolation boundaries.
CloudFormation's Custom Resources Have No Failover Story. AWS Just Wrote One.
AWS's reference architecture for multi-region CloudFormation custom resources solves duplicate execution and failover gaps native CloudFormation was never built to handle.
Pelago Shipped a Serverless AI Care Assistant in Two Weeks
Pelago used AWS Lambda, Bedrock, and DynamoDB to ship a HIPAA-compliant AI care assistant in two weeks, cutting coach response time 40% via serverless design.
How 121 Million gRPC Connections Exposed a Fatal DNS Assumption
Bitdrift's T20 World Cup incident: a single DNS routing policy caused 80% errors when 121M devices connected at once. The fix required zero code changes.
AWS DevOps Agent + Kiro CLI: The Incident Remediation Loop That Fixes Itself
AWS has published a production blueprint where DevOps Agent investigates incidents and Kiro CLI applies the fix — reducing MTTR by 75% with a single human touchpoint: PR approval.
Amazon SQS at 20: How a Simple Queue Became the Backbone of Cloud Infrastructure
Launched July 13, 2006 alongside EC2 and S3, Amazon SQS turns 20 with 70,000 TPS throughput and 1 MiB payloads. What two decades of iteration reveals about distributed systems design.
Is a Kubernetes Pod the Right Deployment Unit for an AI Agent?
CNCF's kagent team asks whether Pods — ideal for long-lived microservices — are the right abstraction for AI agents that wake briefly, execute, and go idle. Their answer: probably not.
MAPFRE's Fraud Detection Jumped 135% Accuracy — Using EMR Serverless and Graph Analytics
How MAPFRE USA replaced rules-based insurance fraud detection with a graph-enriched ML pipeline on AWS, producing $6.8M in 2025 savings and 50–135% accuracy improvements.
March Networks Moved 5,600 TB of Video to AWS — and Cut Storage Costs by 79%
How enterprise video surveillance found its cloud-native architecture: March Networks' S3 and Glacier stack delivers $1.35M in annual savings for a single retail deployment.
What Running Kubernetes at Million-Cluster Scale Taught AWS About Zonal Failures
AWS operates hundreds of thousands of EKS clusters across 30+ regions. The core lesson from that scale: most availability problems don't come from components failing — they come from components reacting in ways that make failures worse. Here's what static stability means in practice.
Specification-Driven Data Workflows on AWS: Why Regulated Industries Are Adopting This Pattern
AWS architects outline a three-layer pattern — intent, composition, processing — that separates what a data workflow should do from how it executes. Clinical trials report onboarding datasets in days, not weeks.
How S&P Global Hit 15-Minute RTO on Capital IQ Using Amazon FSx and NetApp ONTAP
S&P Global's Capital IQ platform now achieves sub-15-minute read-only failover using Amazon FSx SnapMirror and FlexClone pre-provisioning. The design turns disaster recovery into a traffic redirect.
How AWS Engineers Trace Agentic AI Failures with OpenTelemetry and OpenSearch
AWS has built a portable observability pattern for agentic AI using OpenTelemetry traces and OpenSearch Agent Health — making wrong tool calls, latency spirals, and context cache failures inspectable before they hit production.
AWS Brings Claude Sonnet 5 to Bedrock and Launches WorkSpaces for AI Agents
AWS's July 6 roundup covers two additions for production AI builders: Claude Sonnet 5 on Amazon Bedrock and WorkSpaces for AI Agents reaching general availability for desktop-app automation.
AWS EKS Kubernetes Version Rollbacks: Upgrading Is No Longer a One-Way Door
Amazon EKS now lets teams reverse a Kubernetes version upgrade within 7 days. Here's how rollback works, what the limits are, and what it changes for platform engineers.
AWS Certificate Manager Adds ACME Support for Automated TLS
AWS Certificate Manager now runs a fully managed ACME server endpoint — automating TLS certificate issuance and renewal via Certbot, cert-manager, or any ACMEv2 client.
AWS CloudFormation Express Mode: 4x Faster, Zero Extra Cost
AWS CloudFormation's new Express mode cuts deployment times by up to 4x by skipping stabilization wait times — enabling sub-minute feedback loops for AI-assisted infrastructure at no added charge.
Lessons from Running 1 Million Lambda Functions: What Scale-to-Zero Actually Costs
Building true-serverless multi-tenant SaaS at one million Lambda functions exposes problems documentation doesn't mention — synchronized scheduling, observability cost explosions, and the SQS idle trap.
Three Layers to Stop ML Data Exfiltration in AWS SageMaker Environments
iBusiness built a three-layered security architecture using SageMaker AI, WorkSpaces Secure Browser, and VPC isolation — cutting per-user cost 80% while closing every major data movement path.
AWS, Google, and Microsoft All Agree the Session Is the New Unit of Compute. They Can't Agree on How to Isolate It.
All three major clouds have independently arrived at the same architectural conclusion: the AI agent session, not the container or the function invocation, is the fundamental unit of compute. Their isolation approaches couldn't be more different.
AWS Agent Toolkit: Why Your Agent Is Ignoring 20+ Skills Without This One File
AWS launched an Agent Toolkit with 20+ packaged skills for coding agents, but most developers miss the rules file that tells agents to use them — causing silent fallback to training data instead of authoritative AWS guidance.
AWS DevOps Agent Adds Release Management: Pre-Production Assessment Before Code Merges
AWS DevOps Agent's new release management capabilities add release readiness review and autonomous release testing — two preview features that assess code changes in isolated environments before they reach production.
AWS Security Agent Adds STRIDE Threat Modeling, Kiro Power, and Claude Code Plugin
AWS Security Agent now generates STRIDE-based threat models from design docs or source code, surfaces findings in Kiro and Claude Code IDEs, and adds full-repo code scanning with remediation — moving security earlier in the development workflow.
Amazon Bedrock Managed Knowledge Base Turns Enterprise RAG Into a Managed Primitive
Bedrock Managed Knowledge Base abstracts the full RAG stack — six native connectors, auto-selected embeddings and reranker, Agentic Retriever for multi-hop queries, and MCP exposure via AgentCore Gateway — so teams build retrieval applications without managing the pipeline.
Amazon Launches Web Search API for AI Agents Inside AWS: $7/1K Queries, Zero Data Egress
AgentCore Web Search gives AI agents access to current web knowledge via Amazon's search infrastructure — $7 per 1,000 queries, queries never leave AWS, returns snippets and publication dates, MCP connector via AgentCore Gateway. GA in US East as of June 17, 2026.
AWS Lambda MicroVMs: Stateful Sandboxes for the AI-Generated Code Era
AWS Lambda MicroVMs give every user their own isolated VM with state preserved up to 8 hours — solving the multi-tenant code execution problem regular Lambda can't touch.
Bedrock + Verified Permissions: Two-Layer Authorization for Multi-Tenant RAG
AWS's reference architecture solves enterprise RAG's hardest problem — keeping department data siloed without duplicating infrastructure — using Cedar policies and independent authorization layers.
AWS DevOps Agent + LaunchDarkly: Feature Flags as Incident Response
AWS DevOps Agent now connects to LaunchDarkly's MCP server, enabling agentic feature flag orchestration at deployment and during incidents — flag-based containment in minutes, not rollbacks.
AWS DevOps Agent and Datadog MCP Server Are Both Generally Available — Here's What Changed
Both tools exit preview simultaneously: DevOps Agent now coordinates with Slack, PagerDuty, and ServiceNow; Datadog's MCP Server routes AI agent prompts to live observability data. Together they close the detection-to-prevention loop.
AWS Kiro IDE Now Integrates DevOps Agent: Incident Response Without Leaving Your Editor
The AWS DevOps Agent integration in Kiro brings CloudWatch metrics, X-Ray traces, deployment history, and cost optimization directly into the IDE — collapsing the context switch between writing code and investigating production issues.
AWS Summit New York 2026: What Actually Matters for Platform Engineers
AWS Summit New York 2026 delivered 15+ announcements. Here's what platform engineers should pay attention to: autonomous agents going GA, ECS 4.2x faster scaling, and the agentic CI/CD stack taking shape.
MCP's Missing Enterprise Authorization Layer Is Now Filled
The Enterprise-Managed Authorization extension for the Model Context Protocol eliminates per-server OAuth consent prompts, letting IT admins provision MCP server access centrally through existing identity providers.
AWS Summit New York 2026: Where Agentic AI Becomes Infrastructure
AWS's June 2026 Summit delivered seven announcements with one shared thesis: agentic AI is no longer a feature layer — it's a new runtime for how production systems operate.
How AWS Transform Turns Tech Debt Into a Daily Ops Problem
AWS Transform now scans continuously and auto-generates remediation PRs. That reframes tech debt from migration event to ongoing infrastructure concern.
AWS S3 Annotations: 1 GB of Queryable Context Per Object for AI Agents
Amazon S3 now lets you attach up to 1 GB of rich, mutable, queryable context directly to your objects — no separate metadata system required. Here's what it means for agentic workflows.
AWS WAF Now Lets Publishers Charge AI Bots for Content Access
AI crawlers now exceed 50% of web traffic for many publishers — with no revenue return. AWS WAF's new AI traffic monetization capability lets content owners set per-request prices and collect payment at the edge using the x402 protocol.
Samsung Cut Pricing Latency 90x With Lambda Response Streaming
Samsung.com had a 1-hour pricing lag that showed wrong prices during flash sales. Their Lambda Response Streaming architecture achieved P90 latency of 50ms and a 95% cache hit ratio — here's the pattern any high-traffic API team can replicate.
AWS Extends Its DevOps Agent to Diagnose EKS Node Issues via Custom MCP
A custom MCP server bridges AWS DevOps Agent to SSM Automation runbooks, giving the agent structured access to 20+ OS-level log sources — and it completed an autonomous DNS root-cause analysis in 14 minutes.
AWS Proves VM Isolation With 330,000 Lines of Mathematical Proof
Graviton5's Nitro Isolation Engine is the first formally verified cloud hypervisor — mathematical proof replaces test-based assurance for VM isolation.
AWS Bedrock Can Now Turn Scanned Medical Records Into FHIR Data in Minutes—No ML Training Required
Amazon Bedrock Data Automation and HealthLake combine into an event-driven serverless pipeline that digitizes paper records into FHIR R4 data with 0.92–0.98 confidence scores—no custom ML models needed.
Claude Fable 5 on AWS Bedrock: What Changes for Enterprise Agentic Deployments
Fable 5 arrives on Amazon Bedrock with tiered pricing on fallback responses, a 30-day data retention requirement, and Opus-rate billing when safeguards route queries to the smaller model.
AWS Bedrock's New Console: One Interface for Anthropic and OpenAI-Compatible Models
Amazon Bedrock's refreshed console lets teams compare up to 3 models simultaneously, manage project-level usage, and connect Claude Code or Cursor directly to Bedrock inference — across 12+ regions.
OpenAI GPT-5.5 and Codex Are Now on Amazon Bedrock — With AWS Security and Pay-Per-Token Pricing
OpenAI's GPT-5.5, GPT-5.4, and Codex are now generally available on Amazon Bedrock with IAM controls, VPC isolation, and pricing that matches OpenAI first-party rates. Here's what this means for AWS-first platform teams.
AWS Resilience Hub's Next Generation Brings AI-Powered Failure Mode Analysis to SRE
AWS Resilience Hub now uses generative AI to automatically identify failure modes against defined policies. Here's what changed and why it matters for platform engineering teams managing production resilience at scale.
Why AWS Rebuilt OpenSearch: AI Agents Don't Query Like Humans
AWS rebuilt Amazon OpenSearch Serverless from the ground up for agentic AI workloads: 20x faster scaling, 60% lower cost vs. peak-provisioned clusters, and a new architecture built for agent query burst patterns.
AWS CDK Mixins: Composable Infrastructure Without Construct Rewrites
CDK Mixins, now GA in CDK v2.241.0, let platform teams apply logging, encryption, and compliance features to any construct with a single .with() call — without touching existing definitions.
AWS Strands + Amazon Transform: How to Modernize 100 Repos Without a Migration Team
How AWS's three-service agentic stack — Strands, Transform Custom, and BedrockAgentCore — automates application modernization at scale.
Temporal Serverless: Durable Execution Without Infrastructure
Temporal Serverless Workers scale to zero on Lambda — ending the long-lived polling model. What this means for agentic workflow teams.
AWS MCP Server: IAM-Native Access to 15,000+ AWS APIs
AWS's official MCP server covers 15,000+ APIs through one tool with IAM-native auth. Free, agent-agnostic, and available for Claude Code, Cursor, and Kiro.
Amazon WorkSpaces for AI Agents: Solving the Legacy Desktop Bottleneck
AWS's preview lets AI agents operate legacy desktop apps via WorkSpaces with IAM auth and computer vision — no API modernization needed. What it means for platform teams.
Amazon Q Developer Is Being Retired: What Kiro Means for AWS Developers
AWS will block new Amazon Q Developer signups May 15 and end IDE plugin support April 2027. The replacement is Kiro — an agentic IDE built for spec-driven development.
AWS Strands Agents: How Tool Design Cut Tokens 96%
An AWS developer advocate reduced agent token usage from 52,000 to 2,000 by redesigning tools around task intent rather than API endpoints. The three-step approach behind the 96% reduction.
AWS What's Next 2026: Amazon Quick, Connect, and the OpenAI Bet
Amazon Quick brings AI to the desktop with 5 major integrations. What AWS's biggest 2026 announcements mean for cloud platform and enterprise AI teams.
Deloitte Cut Kubernetes Test Environment Provisioning From 45 Minutes to Under 5
Deloitte replaced dedicated EKS clusters per test environment with vCluster virtual clusters on a shared host — cutting provisioning from 45 minutes to under 5, and saving 500 QA hours annually.
AWS Transform Custom: Enterprise Code Modernization at 10-20× Less Effort
AWS Transform custom's Learn-Scale-Improve flywheel compresses code modernization from 12 weeks to 2.5. Here's how the agentic pipeline actually works.
Meta's AWS Graviton5 Deal: Why Agentic AI Runs on CPUs, Not Just GPUs
Meta's multibillion AWS Graviton5 deal — tens of millions of cores — reveals why agentic AI inference is fundamentally CPU-intensive, not GPU-intensive.
AWS Bedrock Is an MCP Spec Maintainer. Here's What That Means for the Protocol.
AWS Bedrock team member Luca Chang maintains the MCP specification — contributing Tasks and Elicitations features driven by cloud platform use cases. The hyperscaler's seat at the table shapes the protocol's enterprise trajectory.
Amazon Is Betting Big on MCP — and That Changes What the Standard Becomes
AWS isn't just supporting the Model Context Protocol — it's shaping the spec from inside. What AWS builds into MCP determines what every enterprise AI agent stack will look like.
AWS Interconnect: The Managed Layer Multicloud Has Been Missing
AWS Interconnect now offers managed private Layer 3 connectivity between AWS and Google Cloud VPCs — with Azure and OCI support coming later in 2026.
AWS Agent Registry: A Governed Catalog for Enterprise AI Agent Sprawl
AWS launched Agent Registry in preview — a governed catalog for discovering, registering, and auditing AI agents across the enterprise. Here's what it solves and what it signals about agentic infrastructure maturity.
EKS Auto Mode: AWS Takes Over Kubernetes Node Management
Amazon EKS Auto Mode handles node provisioning, patching, scaling, and lifecycle automatically — built on Karpenter but fully managed. Here's what changes for platform teams and what doesn't.
Amazon S3 Files: Object Storage Finally Gets File System Semantics
AWS launched S3 Files — file system access layered directly on S3 buckets. Sub-millisecond latency, 25K concurrent connections, 90% cost reduction vs hybrid architectures. Here's what changes.
Bedrock Guardrails Adds Cross-Account AI Safety Controls
Bedrock Guardrails now enforces AI safety across all AWS accounts from a single management policy. Here's what enterprise platform teams need to know.
AWS DevOps Agent: Autonomous Incident Response in Under 5 Minutes
AWS DevOps Agent uses agentic AI on Bedrock AgentCore to resolve incidents autonomously — from alarm to root cause analysis in under 5 minutes.
AWS Bedrock AgentCore: Architecting Agentic AI for Production
AWS's architectural blueprint separates agentic AI into three layers — orchestration, tools, and knowledge — closing the gap between prototype and production.