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When you build agentic AI solutions, you face unique operational challenges. Agents make unpredictable decisions, costs spiral unexpectedly, and debugging non-deterministic failures seems impossible. Agentic AI applications don't just execute predetermined workflows. They reason, adapt, and make autonomous decisions, …
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If you’re iterating on deploying large language models (LLMs) on AWS GPU instances, you’ve probably noticed the larger the model to be loaded into GPU High Bandwidth Memory (HBM), the longer the painful wait until the GPUs are ready for inference. As models grow to hundreds of billions of parameters and GPU …
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In this post, we walk through a practical implementation using KDB-X MCP server integration with Amazon Quick, demonstrating how traders and analysts can ask questions using conversational language and receive actionable insights from datasets. You can apply this same integration pattern across various domains, from …
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If you're already familiar with sandboxing as an isolation technique, sandbox security is the next layer: the policies, controls, and enforcement mechanisms that make sure those isolation boundaries actually hold under real-world pressure. According to our State of Agentic AI report, 40% of respondents cite security as …
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Modern AI systems have transformed software engineering, but their impact in silicon development has been limited. The primary constraint is that silicon engineering depends on assembling and reasoning over context that is distributed across many systems. Specifications, logs, regressions, waveforms, and prior debug …
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David McCarter has released the 7th edition of "Rock Your Career: Surviving The Technical Interview," providing essential strategies for software engineers facing modern hiring challenges. This updated guide covers interview preparation, resume crafting, navigating recruitment processes, and salary …
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The moment a plugin needs account data, a simple API call turns into an authentication problem. The bad shortcut is familiar: ask the user to create a personal access token (PAT), make them paste it into settings, and hope it never leaks. For a JetBrains IDE plugin, use this flow instead: the user clicks the […] Link …
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This is Part 2 of our AI Coding Agent Horror Stories series, an in-depth look at real-world security incidents exposing the vulnerabilities in AI coding agents, and how Docker Sandboxes deliver workspace-scoped isolation that contains the worst failures at the execution layer. In part 1 of this series, we mapped six …
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Master the iterator design pattern in C# with practical examples showing IEnumerable, IEnumerator, custom iterators, yield return, and real-world .NET implementations. Link to article: https://www.devleader.ca/2026/06/01/iterator-design-pattern-in-c-complete-guide-with-examples
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Trained from scratch and designed for practical deployment, Mellum2 is built for routing, Q&A, sub-agents, and private AI use in software engineering systems. Today, we’re open-sourcing Mellum2, a 12B model engineered to solve the hardest parts of production AI: latency, throughput, and cost. Built from scratch and …
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Most TypeScript projects already run ESLint with @typescript-eslint. That covers a lot: explicit any, floating promises, non-null assertions, and more. If your linting setup is solid, you’re catching the obvious issues in the editor before code review. ESLint rules can’t produce cross-file findings. Each rule runs …
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Learn how ASP.NET Core routing works in .NET 10 -- covers attribute routing, route templates, constraints, parameter binding, and URL generation for REST APIs. Link to article: https://www.devleader.ca/2026/05/31/aspnet-core-routing-attribute-routing-route-templates-and-constraints
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Explore chain of responsibility pattern best practices in C# including handler design, chain construction, error handling, and testable pipeline architectures. Link to article: https://www.devleader.ca/2026/05/31/chain-of-responsibility-pattern-best-practices-in-c-code-organization-and-maintainability
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TL;DR Trace-based evaluation for external and hosted agents: Grade real production traces from Foundry, GCP, AWS, or any framework — no hand-curated datasets required. Grok 4.3: xAI's latest model lands in Foundry for advanced agentic and domain-specific workloads. Link to article: …
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After experimenting with the GitHub Copilot Agent during the 2026 Microsoft MVP Summit, the author faced numerous challenges, including code deletion, slow performance, and inconsistent adherence to coding conventions. Despite these issues, the agent added valuable unit tests to the Spargine projects, but it requires …
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Master ASP.NET Core Web API in .NET 10 -- learn request pipelines, routing, controllers, JWT authentication, error handling, and deployment strategies. Link to article: https://www.devleader.ca/2026/05/30/aspnet-core-web-api-in-net-the-complete-guide
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There is a moment every developer hits when building an AI agent: the demo works, the model responds, the tool calls fire, and everything feels… Link to article: https://build5nines.com/how-to-use-build5nines-sharpvector-with-microsoft-agent-framework-for-local-rag-in-c/
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Build a real-world template method pattern example in C# with a complete document processing pipeline showing practical inheritance-based workflow design. Link to article: https://www.devleader.ca/2026/05/30/template-method-pattern-realworld-example-in-c-complete-implementation
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For years we faked union types with marker interfaces, base classes, and the OneOf library. C# 15 finally bakes them into the language - and here's a quick tour of what they look like and why I think they're a big deal. Link to article: https://www.milanjovanovic.tech/blog/union-types-are-finally-coming-to-csharp
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