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.
Why Developers Should Own Their Own Observability (And How to Start)
CNCF's case for shift-left observability: instrument your code while writing it, use zero-code OpenTelemetry for baselines, and add manual spans where it matters most.
The 5-Step Framework for Automated Root Cause Analysis at Cloud-Native Scale
Atlassian's published approach to multi-signal correlation shows how to correlate metrics, traces, and logs to generate ranked RCA hypotheses automatically — narrowing a 200-service search to tens of services within minutes of an incident.
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.
Kubernetes at the Edge Has Hit a Wall: Why Fleet Management Is the Answer
Edge Kubernetes deployments face a ceiling that more cluster optimization can't clear — disconnected operation, configuration drift, and scale management require a fleet-first architecture that most organizations haven't adopted yet.
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.
CNCF Publishes Governance Framework Guidance: Three Models, One Critical Mechanism
CNCF's analysis of 72 projects reveals that organizational-balanced voting — not contributor volume — is the strongest predictor of sustained contributor diversity. The guidance recommends three governance structures based on project size and complexity.
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.
Databricks Acquires Electric: Every AI Agent Gets Its Own Postgres Database
Databricks bought Electric, the startup behind WASM-based PGlite, to give AI agents isolated Postgres instances in their sandboxes — synchronizing back to Lakebase.
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.
Platform Engineering ROI: The Real Cost of Building Your Own Internal Platform
A DIY internal developer platform runs $7.5M/year at enterprise scale. The ROI is real but requires 50+ engineers to capture. Here's how to read the math before committing.
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.