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Federico Trotta

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Federico Trotta

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Apr 22, 2024

About Federico Trotta

Let me introduce myself :)

Federico Trotta

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CodeX

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Federico Trotta

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Nov 6

Competitor Price Tracking Doesn’t Have to Cost Four Figures a Month

A recent Reddit thread about price tracking opens with a question most store owners have asked in one form or another: “Is there a…

Competiros’ tracking by Federico Trotta

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Level Up Coding

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Federico Trotta

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Nov 4

Why AI Agents Keep Getting Blocked Online (And How to Fix Their Web Access)

A developer building an academic research pipeline asked a straightforward question in an August 2026 Reddit discussion: ”Can a local LLM…

Why agents keep getting blocked online by Federico Trotta

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Level Up Coding

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Federico Trotta

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Oct 14

Compliance in Web Scraping: Comparing Build Vs Buy for Enterprises in Regulated Industries

Most engineering teams do not realize that their scraping stack creates a compliance liability until someone asks for evidence. That person…

Data compliance in web scraping by Federico Trotta

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Level Up Coding

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Federico Trotta

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Sep 18

Tesla Has 10 Billion Miles of Data. Here Is How AV Startups Beat Them

Tesla’s Full Self-Driving (FSD) fleet reportedly has surpassed a total of about 10 billion cumulative miles driven. Consequently, competing…

Edge-cases sourcing for AV models. Image by Federico Trotta.

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Level Up Coding

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Federico Trotta

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Sep 16

Why EU Buyers Do Not Have VLA (But Chinese Buyers Do) and What That Means for Autonomous Vehicles

“ADAS ability rank changes every month”. This is what a user noted in a Reddit thread breaking down Xpeng’s VLA 2.0 release, pointing to a…

Why EU Buyers Do Not Have VLA (But Chinese Buyers Do) and What That Means for Autonomous Vehicles

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Level Up Coding

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Federico Trotta

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Sep 16

A Bad Sensor Feed Undermines a Great VLA Model: Here is The Evidence

“A car can be completely undermined by the small frustrations it creates daily”. That line comes from a comment in an Xpeng Reddit thread…

How bad data can undermine great multimodal AI models. Image by Federico Trotta.

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CodeX

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Federico Trotta

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Sep 7

AI vs. Manual Coding Is a False Debate: This Scraping Workflow Proves It!

Is AI-generated code replacing manual scripting in web scraping? Not quite. The whole AI vs scripts debate is a false dilemma. The real…

Scraping with AI by Federico Trotta

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CodeX

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Federico Trotta

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Aug 20

Fixing the RAG Freshness Problem: The Patterns for Live Web Retrieval

Every time a developer builds a RAG system, they promise their organization “knowledge at your fingertips”. This sounds like magic, until a…

A RAG system. Image by Federico Trotta.

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Level Up Coding

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Federico Trotta

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Aug 17, 2023

Accelerating AI: How Serverless GPUs Are Revolutionizing Model Training

Flexibility at its best: why serverless GPUs may reign supreme in ML

blog medium di Federico Trotta rappresentante un razzo in partenza

Federico Trotta

Federico Trotta

Freelance Technical Writer. I write about technology, AI, and programming. Hire me: https://bio.link/federicotrotta

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