Hybrid Cloud AI Video Pipeline with Amazon FSx for NetApp ONTAP
How to build an AI video processing pipeline that spans on-premises storage and AWS cloud using FSx for NetApp ONTAP as a hybrid bridge, …
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Amazon Bedrock AgentCore - Serverless AI Agent Hosting
How Amazon Bedrock AgentCore provides managed infrastructure for running AI agents at scale without managing servers.
CI/CD for AI Projects - A Complete Pipeline Guide
A detailed walkthrough of a CI/CD pipeline for AI: source control, Docker builds, model evaluation, staged deployment, and drift monitoring …
Event Sourcing and CQRS for AI Pipelines
Using event-driven architecture patterns for AI data pipelines: immutable event logs, replay capability, audit trails, and CQRS for …
Microservices Architecture for AI Systems
How to decompose AI systems into independent services with clear boundaries, API contracts, and independent deployability - treating AI …
Strangler Fig Pattern for AI Migration
How to gradually replace manual processes and legacy rule-based systems with AI using the strangler fig pattern: routing traffic …
Twelve-Factor AI - Applying 12-Factor App Principles to AI Systems
How each of the 12 original 12-factor app principles applies to AI and LLM-based systems: model configuration, artifact management, vector …
Agentic Workflow Patterns - From Simple Chains to Complex Orchestration
Chain, router, parallel, hierarchical, and loop patterns for AI agents. When to use each, error handling, and fallback strategies.
AI Audio Analysis - Multi-Track Selection and Quality Enhancement
Automated best-mic selection from multi-track recordings, noise reduction, speaker isolation, and quality scoring for film and broadcast.
AI for Clinical Data Analysis
Practical AI applications for clinical data analysis: extracting insights from unstructured clinical notes, supporting documentation, and …
AI for Environmental Monitoring and Compliance
Air and water quality monitoring, pollution detection, compliance reporting, and satellite-based environmental tracking with AI.
AI for Financial Compliance Automation
KYC/AML screening, transaction monitoring, regulatory reporting, and audit trail generation for financial services.
AI for Insurance Claims Processing
Automated claims intake, fraud detection, and document extraction for insurance operations - from first notice of loss to payment …
AI for Medical Imaging Analysis
Radiology assistance, pathology screening, imaging quality assessment, and clinical decision support using AI.
AI for Power Grid Optimization
Load balancing, renewable energy integration, demand forecasting, and smart grid management with AI.
AI for Satellite Data and Geospatial Intelligence
Using multi-agent AI systems to query and analyze satellite imagery and geospatial data through natural language, with public data sources …
AI for Supply Chain Optimization
AI applications in supply chain: demand forecasting, inventory optimization, route planning, and disruption detection - with practical …
AI Fraud Detection for Financial Services
Real-time transaction scoring, anomaly detection, behavioral biometrics, and investigation prioritization for financial fraud prevention.
AI Governance Patterns for Enterprise
Model cards, decision logging, bias detection, approval workflows, audit trails, compliance documentation, and EU AI Act considerations.
AI Predictive Maintenance for Energy Infrastructure
Sensor data analysis, failure prediction, maintenance scheduling, and cost optimization for energy infrastructure operators.
AI Quality Control in Manufacturing
How computer vision AI enables automated visual inspection in manufacturing - detecting defects, reducing false positives, and integrating …
AI Video Editing Automation for Broadcasters
How AI automates the most time-consuming parts of broadcast video editing - rough cuts, highlight generation, and scene detection - at …
Amazon SageMaker - Custom ML Model Training and Deployment
What SageMaker is, when to use it instead of Bedrock, key capabilities, pricing model, and the workflows that suit it best.
Building an AI Video Pipeline on AWS
Architecture guide for an end-to-end AI video pipeline: S3 ingest, Lambda trigger, Rekognition analysis, Bedrock processing, FFmpeg editing, …
Building RAG Systems - A Step-by-Step Guide
Document ingestion, chunking strategies, embedding models, vector stores, retrieval tuning, and generation with context for production RAG …
Case Pattern: AI Video Processing Pipeline for a National Broadcaster
Architecture and lessons from building a production AI pipeline that processes, indexes, and makes searchable a large library of broadcast …
Case Pattern: Automated Content Generation for a News Agency
How a news agency automated structured report generation from data feeds - producing hundreds of articles per day from financial, sports, …
Case Pattern: Building a Geospatial AI Platform from Public Data
How a team built a geospatial intelligence platform combining satellite imagery, public datasets, and AI analysis to generate location-based …
Case Pattern: Insurance Claims Modernization with AI
Architecture and lessons from modernizing an insurance claims processing workflow using AI for document extraction, fraud detection, and …
Case Pattern: Multi-Track Audio Analysis for Film Production
Architecture for an AI system that processes multi-track audio from film production, identifying issues, categorizing content, and …
GIS and AI Architecture on AWS
How to combine geospatial data processing (GeoPandas, Shapely, satellite imagery) with AI services (Bedrock, OpenSearch) for natural …
RAG Implementation Patterns - Retrieval Augmented Generation in Practice
Practical patterns for building production RAG systems: chunking strategies, retrieval optimization, re-ranking, and the most common failure …