mostlylucid.net - Scott Galloway's Developer Blog
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Hi, I'm Scott Galloway — I'm a consulting web / internet / systems / full-cycle, full-stack developer (it's complicated 🤓) specializing in bringing 'AI' to the masses, .NET Core, full-stack development, cloud, and search technologies. Former Microsoft ASP.NET Program Manager with 30+ years building web applications for Fortune 500 companies and startups. I share my work in progress (PERSONAL!) projects and how I build them. Available for contract, full-time, or consultancy work — get in touch. Code on GitHub | Feedback on Mastodon

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Page 3 of 75 (Total items: 747)
Data Hierarchies Part 1.3: Materialised Path with EF Core
Materialised paths store the complete ancestry as a delimited string - like /1/3/7/ - making ancestors instantly readable without any joins. Perfect for breadcrumb generation and human-readable...

Saturday, 06 December 2025 09:30

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14 minute read

Data Hierarchies Part 1.2: Closure Table with EF Core
Closure tables precompute and store every ancestor-descendant relationship, trading storage space for blazing-fast reads. This is the approach this blog uses for its comment system - when reads vastly...

Saturday, 06 December 2025 09:20

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16 minute read

Data Hierarchies Part 1.1: Adjacency List with EF Core
The adjacency list is the simplest and most intuitive approach to storing hierarchical data - each row just points to its parent. It's what most developers reach for first, and for shallow trees with...

Saturday, 06 December 2025 09:10

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11 minute read

Data Hierarchies: Managing Hierarchical Data with EF Core and PostgreSQL (Overview)
Hierarchical data is everywhere in software development: threaded comments, organisational charts, file systems, product categories, and forum discussions. The eternal question of "how do I store a...

Saturday, 06 December 2025 09:00

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8 minute read

No we're likely not reaching AGI anytime soon: The Behaviourist Fallacy in AI Subsystem Development
Here's an uncomfortable truth that nobody in the AI hype machine wants to discuss: We still don't know what intelligence actually is. Not in humans. Not in animals. And certainly not in machines. This...

Friday, 05 December 2025 14:30

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21 minute read

Modern Release Strategies with GitHub Actions
The core principle: make releases fast and painless, and you'll release more often. This is critical for agile development - rapid, reliable deployments create the fast feedback loop you need. When...

Thursday, 04 December 2025 12:00

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6 minute read

Data Access in .NET: Comparing ORMs and Mapping Strategies (Part 2 - Dapper, Raw SQL, and Hybrid Approaches)
Welcome to Part 2 of our comprehensive guide to data access in .NET! In Part 1, we explored Entity Framework Core in depth, including SQL generation, common pitfalls, and that critical warning about...

Wednesday, 03 December 2025 15:00

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20 minute read

Data Access in .NET: Comparing ORMs and Mapping Strategies (Part 1 - Entity Framework Core)
When building .NET applications, one of the most important architectural decisions you'll make is how to handle data access and object mapping. The .NET ecosystem offers a rich variety of approaches,...

Wednesday, 03 December 2025 14:00

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21 minute read

Where's the semantic search Scott?
Ok quick piece here. You've read all about semantic search, in MANY articles here. But you may have noticed; THIS SITE AIN'T ACTUALLY USING IT YET. So where is it? Simple the way I deploy this site...

Wednesday, 03 December 2025 12:30

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Less than a minute

Load Testing ASP.NET Core Applications with k6: Practical Implementation
Now that you understand the fundamentals of k6 and performance testing, it's time to put that knowledge into practice. This article walks you through writing real tests, integrating them into CI/CD...

Tuesday, 02 December 2025 15:00

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37 minute read

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