Tarification à l’usage et économie des tokens IA, vers un nouveau paradigme pour l’intelligence artificielle API

Comment la facturation par token redéfinit l’accès, le coût et la stratégie des API d’intelligence artificielle L’intelligence artificielle bascule vers un nouveau modèle économique : l’API à la demande, tarifiée au token. Que l’on choisisse OpenAI, Anthropic, Google, Mistral ou l’on expérimente des plateformes d’agrégation comme OpenRouter, la tarification au token applique au monde de l’IA […]

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Awesome Public Datasets: A Treasure Map for Data-Driven Projects

A guide to Awesome Public Datasets, a curated GitHub repository that helps developers, researchers, students, and analysts discover high-quality public datasets across dozens of domains.

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Bitcoin and “Cyclicality”: Reassuring Myth or Serious Analysis?

For several years, much of the discussion around Bitcoin has rested on one central idea: cyclicality.Halvings, four-year cycles, an “inevitable” bull run, and an equally expected bear market. The narrative is well-oiled, almost comforting. But one question deserves to be asked plainly:Can we really call it serious analysis when we are waiting for a phenomenon […]

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Configuring Amazon S3 Access Keys Securely for UpdraftPlus (WordPress)

Using Amazon Web Services S3 as remote storage for UpdraftPlus is a common and reliable approach for backing up a WordPress site.However, many users are confused when AWS warns against long-term access keys and suggests alternative authentication methods. This article explains the correct and secure way to configure S3 access for UpdraftPlus, why AWS shows […]

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Aliexpress : The Bundle Deal Problem

Tired of AliExpress forcing you into “Bundle Deals” when you just want to buy a single item? This free userscript intercepts those sneaky links and redirects you straight to the actual product page. The Bundle Deal Problem AliExpress has been increasingly pushing shoppers toward “Bundle Deals” — grouped offers that look attractive but prevent you […]

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Artificial Intelligence and the Personal Computer: A Valid Comparison, but an Incomplete One

As artificial intelligence (AI) systems rapidly improve and spread across industries, a common argument emerges: the AI shift is comparable to the rise of the personal computer (PC) in the 1980s and 1990s. According to this view, AI represents another technological wave—initially disruptive, eventually normalized—requiring adaptation rather than concern. While this comparison is not without […]

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SIPO and PISO shift registers with Arduino and ESP (ESP8266 / ESP32)

When working with Arduino, ESP8266 or ESP32, you quickly hit a simple limit: not enough GPIO pins.Instead of stacking boards or using complex expanders, there is a very clean and proven solution: shift registers. The two main types are: Why use shift registers? With only 3 pins, you can manage 8, 16, 32+ inputs or […]

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Evaluating iSCSI vs NFS for Proxmox Storage: A Comparative Analysis

In the realm of Proxmox virtualization, the choice between iSCSI and NFS storage protocols is crucial. iSCSI offers the speed and efficiency of block-level storage, ideal for high-performance needs, yet demands meticulous setup and network tuning. NFS, with its straightforward setup and file-level simplicity, excels in ease of use and flexibility, perfect for environments requiring shared file access. Balancing these factors—performance, scalability, management ease, and security—guides IT professionals in making an informed decision that best fits their virtual infrastructure’s unique demands.

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