Insights
Engineering Insights
Practical writing on software architecture, SaaS products, AI automation, legacy modernisation, and the business of building reliable systems.
Curated links from external sources — not 360Softy original articles.
Modernizing financial analytics with Amazon SageMaker Unified Studio
Avanse Financial Services, India’s leading education loan providers, migrated to a cloud-native lakehouse architecture using Amazon SageMaker Unified Studio, which unified their data engineering, analytics, and artificial intelligence (AI) workflows in a single governed environment on AWS. In this post, we walk through their migration journey so you can adapt their approach to your own environment.
Architecting AI-powered resilience framework on AWS
In this post, you’ll learn how to architect and implement a five-layer AI-powered resilience framework that automatically discovers dependencies, generates targeted experiments, and integrates with your existing Continuous Integration/Continuous Deployment (CI/CD) pipelines. First, we’ll explore the key challenges in resilience testing. Then, we’ll walk through the five-layer architecture that solves these challenges. Finally, we’ll show you how to implement this, with phased rollout guidance fo
Embed the world: Multimodal AI for searchable aerial imagery at scale
In this post, we walk through the problem space, our architecture on Amazon Bedrock and Amazon OpenSearch Serverless, the evaluation methodology we built on OpenStreetMap ground truth, four experiments that compared embedding models, fusion strategies, captioning, and search methods, and the practical guidance you can apply when building a similar system. You’ll learn which design choices move the needle for geospatial semantic search, including why Amazon Nova Multimodal Embeddings delivered th
Running ComfyUI workflows on Amazon SageMaker AI processing jobs
In this post, we walk you through how to deploy ComfyUI workflows on Amazon SageMaker AI processing jobs to generate hundreds of high-quality images in a single batch. You learn how to set up the infrastructure using AWS Cloud Development Kit (AWS CDK), configure GPU-accelerated processing, and automate image generation at scale. You can then adapt this solution to your ComfyUI workflows specific to your needs. We will guide you through a practical, step-by-step process to automate ComfyUI workf
Amazon EKS now supports control plane egress through your VPC
Today, we’re announcing customer-routed control plane egress, a new capability that you can use to route Kubernetes control plane traffic through your own Amazon Virtual Private Cloud (Amazon VPC). This includes admission webhook callbacks, OpenID Connect (OIDC) provider lookups, and aggregate API server requests. With this feature, you can apply the same VPC routing, security group, endpoint policy, and AWS Network Firewall controls that you use for your data plane to the Kubernetes API Server’
Researchers Detail DifyTap Flaws in Dify That Could Expose AI Chats Across Tenants
Cybersecurity researchers have disclosed details of four vulnerabilities in Dify, an open-source agentic workflow platform with more than 146,000 GitHub stars, that could allow attackers to stealthily read artificial intelligence (AI) conversions from other customers' applications without requiring authentication. The vulnerabilities have been collectively codenamed DifyTap by Zafran Security.
Crypto Heist Fueled by Elaborate Fake Reputation-Boosting Campaign
Attackers are using multiple online channels — including GitHub, YouTube, and VirusTotal — to build an illusion of trust to spread a cross-platform clipboard hijacker.
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