Explain · technical writing
Architecture, automation, AI, testing, and developer growth—grounded in lessons from real systems.
August 19, 2026
I got tired of people browsing my resume, so I made myself queryable. Ask Mauro runs on a Qwen3 0.6B small language model on a single 8 vCPU / 24 GB server — and going smaller instead of bigger took the average response time from roughly 68 seconds to roughly 17. Here is the architecture reasoning behind that call.
February 19, 2026
I built a multi-language benchmark to compare LLM-powered RAG pipelines in Python and .NET for candidate matching. Here is the setup, methodology, and why parity matters — without revealing the final results yet.
February 15, 2026
A simple test of causal reasoning reveals how AI can miss basic validations. What happens when you try to solve a problem... but forget the most important part?
February 8, 2026
Markdown files like skills.md, commands.md, and prompts.md are becoming AI capability contracts: a simple way to define behavior and boundaries for LLM-powered work. Over 150 public repositories already include at least one.
January 6, 2026
Not getting interviews? Your resume might be filtered before a human ever sees it. A practical look at why ATS matters more than ever in 2024.
June 1, 2025
Thinking of using the explicit operator for mapping? Here's why that's a bad idea, and why you have to think twice before implementing a new C# feature without understanding the real purpose behind it.
April 3, 2025
Just starting with AI? I've broken down 12 key concepts like LLMs, Embeddings, Fine-tuning, LangChain, MCP, and RAG—explained simply and with emojis!
January 4, 2025
Explore why automation is key for modern developers. From validating HTTP endpoints to testing event-driven architectures, learn how automation saves time, reduces risk, and ensures consistency in your microservices.
October 10, 2024
Exploring the importance of actively seeking feedback for professional growth and relationship building.
March 22, 2024
A discussion on the risks of tech debt and how to manage it effectively.
October 2, 2023
A reflection on mentorship, growth, and the synergy between junior and senior developers.
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