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marcelotaparelli

AI & Software Engineering

Education

Systems Analysis and Development — UniBF, 2026

Work

AI Engineer at Agência Catus and EVAG

DefectRisk

DefectRisk

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4 min read

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OpsPilot AI: Building RAG and Agents Without Giving the LLM Authority

OpsPilot AI: Building RAG and Agents Without Giving the LLM Authority

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11 min read
Laya vs Jev in Practice: Zero-Shot, Fine-Tuning, and the Real Cost of an Open-Source Decision Model

Laya vs Jev in Practice: Zero-Shot, Fine-Tuning, and the Real Cost of an Open-Source Decision Model

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12 min read
Jev 1.13 in Practice: I Tested a Decision Model Against Rules and a Local LLM

Jev 1.13 in Practice: I Tested a Decision Model Against Rules and a Local LLM

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4 min read
A Valid JWT Does Not Mean Authorized Access

A Valid JWT Does Not Mean Authorized Access

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2 min read
Evals: I Stopped Asking Whether the LLM “Looks Good” and Started Measuring

Evals: I Stopped Asking Whether the LLM “Looks Good” and Started Measuring

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4 min read
The LLM Didn't Win Everywhere — and That's What Made the Project Interesting

The LLM Didn't Win Everywhere — and That's What Made the Project Interesting

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2 min read
Why I Built My Portfolio with Bun + Astro + MDX Instead of a More Complex Stack

Why I Built My Portfolio with Bun + Astro + MDX Instead of a More Complex Stack

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5 min read
⚡ C# Tip: ToCharArray() vs ToArray() — Why It Matters More Than You Think

⚡ C# Tip: ToCharArray() vs ToArray() — Why It Matters More Than You Think

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1 min read
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