AI Blog

AI Blog

by Michele Laurelli

AI Architecture

AI Architecture

Advanced models, training paradigms, optimization strategies, and the engineering of neural systems from the ground up.

27 ArticlesUpdated regularly
dead internet

The dead internet is becoming a reality

The dead internet is becoming a reality

If half of web traffic is generated by bots and content is produced en masse by AI, those working with artificial intelligence have only one path: to stand out from the noise.

Gabriele Gobbo
By Gabriele Gobbo
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AI

AI and Digital Forensics

AI and Digital Forensics

Digital forensics increasingly integrates artificial intelligence to automate the analysis of large volumes of data, enhancing the speed and effectiveness of investigations on texts, audio, images, videos, malware, and IoT devices.

Luca Mercatanti
By Luca Mercatanti
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AI

Frozen in time

Frozen in time

What if a superintelligent coding AI had emerged in 2012 and declared jQuery and PHP “good enough” for all time? In this alternate history, the web never evolves. No React, no component paradigms, no open-source renaissance: only a perfect stagnation masked by machine efficiency. This essay explores how AI, when trained only to imitate the past, can freeze the future. And it asks a chilling question: what if that future isn’t fiction, but our present unfolding in slow motion?

Ricardo Antonio Piana
By Ricardo Antonio Piana
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AI

The Deception of "Necessary Fatigue"

The Deception of "Necessary Fatigue"

Between ideological rejection and blind automation, the real distinction lies in directing technology instead of being replaced: history, method, and awareness in the use of artificial intelligence.

Gabriele Gobbo
By Gabriele Gobbo
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AI Philosophy

What Makes Intelligence Intelligent?

What Makes Intelligence Intelligent?

Beyond pattern matching and statistical correlation—exploring what distinguishes true intelligence from sophisticated computation, and why the question matters for how we build AI.

Michele Laurelli
By Michele Laurelli
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Education

Teaching AI, Not Using It

Teaching AI, Not Using It

Why my students implement backpropagation by hand, build neural networks from NumPy, and learn to architect systems instead of calling APIs.

Michele Laurelli
By Michele Laurelli
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AI Architecture

Model Collapse and the Problem of Forgetting

Model Collapse and the Problem of Forgetting

When AI systems trained on AI-generated content degrade over time, losing diversity and capability. Understanding the mechanics of model collapse and architectural solutions that preserve knowledge.

Michele Laurelli
By Michele Laurelli
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Private AI

RAG Systems Beyond Vector Search

RAG Systems Beyond Vector Search

Building Retrieval-Augmented Generation systems that actually understand your organization's knowledge, not just find semantically similar text snippets.

Michele Laurelli
By Michele Laurelli
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Michele Laurelli - AI Research & Engineering