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This blog post dives deeper into the implementation architecture for the Automated Reasoning checks rewriting chatbot. Link to article: https://aws.amazon.com/blogs/machine-learning/automated-reasoning-checks-rewriting-chatbot-reference-implementation/
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Applications often need to know what data looked like before. Who changed it, when it changed, and what the previous values were. Rebuilding that history in application code is tedious and error prone. This is especially valuable when exposing a database to an AI agent through MCP servers like SQL MCP Server, where …
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In this post, we show how this integrated approach transforms enterprise LLM fine-tuning from a complex, resource-intensive challenge into a streamlined, scalable solution for achieving better model performance in domain-specific applications. Link to article: …
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Working with the Generative AI Innovation Center, New Relic NOVA (New Relic Omnipresence Virtual Assistant) evolved from a knowledge assistant into a comprehensive productivity engine. We explore the technical architecture, development journey, and key lessons learned in building an enterprise-grade AI solution that …
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In this post, you will learn how to deploy Fullstack AgentCore Solution Template (FAST) to your Amazon Web Services (AWS) account, understand its architecture, and see how to extend it for your requirements. You will learn how to build your own agent while FAST handles authentication, infrastructure as code (IaC), …
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This post walks through how agent-to-agent collaboration on Amazon Bedrock works in practice, using Amazon Nova 2 Lite for planning and Amazon Nova Act for browser interaction, to turn a fragile single-agent setup into a predictable multi-agent system. Link to article: …
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If you call a wait function like WaitForSingleObject and receive the code WAIT_ABANDONED, what does it mean and what should you do? The documentation says that WAIT_ABANDONED means that you successfully claimed a mutex, but the thread that previously owned the mutex failed t Link to article: …
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Learn how Needlr's automatic service discovery works in C# with convention-based registration, type scanning, and the DoNotAutoRegister attribute for .NET applications. Link to article: https://www.devleader.ca/2026/02/09/automatic-service-discovery-in-c-with-needlr-how-it-works
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MSBuild binary logs (binlogs) are a powerful tool for diagnosing build issues. If you're not familiar with binlogs, check out my post Exploring a MSBuild binary log using the binary log viewer to get started, or Stop using diagnostic verbosity in MSBuild to understand why binlogs are better than diagnostic verbosity. …
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OpenAI begins testing ads in ChatGPT to support free access, with clear labeling, answer independence, strong privacy protections, and user control. Link to article: https://openai.com/index/testing-ads-in-chatgpt
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This post looks at hardening the security for the swiyu public beta infrastructure. The generic containers provide both management APIs and wallet APIs which support the OpenID for Verifiable Presentations 1.0 specification. The management APIs require both network protection and application security. This post looks …
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Welcome to another issue of Dev Leader Weekly! In this issue, I discuss rewrites, refactors, and the constant inaccurate optimism as developers. Link to article: https://www.devleader.ca/2026/02/08/over-optimism-of-rewrites-in-software-engineering-dev-leader-weekly-126
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Check out this week from Dev Leader! Here's a list including articles and videos on software engineering, career development, and programming in C#! Link to article: https://www.devleader.ca/2026/02/08/weekly-recap-20260208
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Understand the differences between Abstract Factory and Factory Method patterns in C# with code examples, use cases, and guidance on when to use each pattern. Link to article: https://www.devleader.ca/2026/02/08/abstract-factory-vs-factory-method-pattern-in-c-key-differences-explained
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The CountryPhonePostalInfoRepository provides an efficient solution for validating phone numbers and postal codes globally, addressing the complexities of varying formats and rules. It offers a centralized API for reliable country-specific validation, enhancing data integrity in applications while simplifying …
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Compare Needlr's source generation and reflection strategies for dependency injection in C# to choose the right approach for AOT, performance, and flexibility. Link to article: https://www.devleader.ca/2026/02/07/source-generation-vs-reflection-in-needlr-choosing-the-right-approach
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User preferences and settings are fundamental components of modern web applications. When developing SharePoint Framework (SPFx) solutions, the ability to store and manage user-specific configurations across devices and sessions becomes crucial for delivering personalized experiences. This article explores a robust, …
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This blog post summarizes changes to the vcpkg package manager as part of the 2025.12.12 and 2026.01.16 registry releases and the Link to article: https://devblogs.microsoft.com/cppblog/whats-new-in-vcpkg-nov-2025-jan-2026
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Today, we're announcing structured outputs on Amazon Bedrock—a capability that fundamentally transforms how you can obtain validated JSON responses from foundation models through constrained decoding for schema compliance. In this post, we explore the challenges of traditional JSON generation and how structured outputs …
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In this post, we demonstrate how to use the CLI and the SDK to create and manage SageMaker HyperPod clusters in your AWS account. We walk through a practical example and dive deeper into the user workflow and parameter choices. Link to article: …
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