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Determining the Value of Thousand-Year-Old Ancient Artifacts with a Gaming Graphics Card; AI Enters the Art World

Aidanix Team3 minJuly 16, 2026
Determining the Value of Thousand-Year-Old Ancient Artifacts with a Gaming Graphics Card; AI Enters the Art World

Pottery as a mixture of earth, fire and art has been part of the global cultural dialogue for thousands of years. Now, researchers in a lab at University of Putra Malaysia and University of New South Wales in Sydney, have linked this millennia-old heritage to the world of silicon.

This team has developed an AI system that can classify Chinese ceramics with stunning accuracy and predict their monetary value. The tool, which uses deep learning, analyzes decorative patterns, exterior shape, and construction details unique to different kilns. The interesting point is that this system, based on actual data from major auctions like Sotheby's and Christie's, estimates the price category of works with 99 percent accuracy.

The driving force behind this project, contrary to what one might expect, is not a massive data center or expensive industrial hardware, but the GeForce RTX 3090 graphics card; the same popular chip that gamers use to run games like Cyberpunk 2077. The system, which uses the YOLOv7 detection model, has directly learned the market value from the results of several years of auctions.

The main goal of this project is to democratize expertise in the field of archaeology. Si Ki Woo, one of the researchers on the project, says that pricing and dating still heavily rely on expert judgment, a expertise that is not always available to young collectors or small museums. This AI aims to make cultural assessment more objective and accessible.

هوش مصنوعییادگیری عمیقانویدیاباستان شناسیتکنولوژیRTX 3090
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**Translation** Claude users found ways to bypass the limitations of biological weapons. **Reasoning** 1. **Identify the source language** – The original sentence is in Persian (fa). 2. **Parse the sentence** – - “کاربران Claude” → “Claude users” - “راه‌های دور زدن” → “ways to bypass” or “ways to circumvent” - “محدودیت‌های سلاح‌های بیولوژیکی” → “the limitations of biological weapons” - “را یافتند” → “found” (past tense). 3. **Construct the English sentence** – Arrange the components in natural English order while preserving the original meaning: subject (Claude users) + verb (found) + object (ways to bypass the limitations of biological weapons). 4. **Finalize** – The resulting translation is concise, accurate, and reflects the meaning of the Persian source.**Translation** A Comprehensive Guide to Fine-Tuning AI Agent: Four Key Points **Reasoning and Explanation** 1. **Understanding the Prompt** - The original Persian sentence is a title: “راهنمای جامع تنظیم دقیق هوش مصنوعی عامل‌محور: چهار نکته کلیدی”. - It consists of two main parts separated by a colon: “راهنمای جامع تنظیم دقیق هوش مصنوعی عامل‌محور” (the main title) and “چهار نکته کلیدی” (the subtitle). 2. **Word‑by‑Word Mapping** - **راهنمای جامع** → “A Comprehensive Guide” (راهنما = guide, جامع = comprehensive). - **تنظیم دقیق** → “Fine‑Tuning” (تنظیم = setting/adjustment, دقیق = precise/fine). - **هوش مصنوعی** → “Artificial Intelligence” (standard translation). - **عامل‌محور** → “Agent‑based” or “Agent‑oriented”. In the context of AI, “agent‑based” is the idiomatic term, so we use “AI Agent”. - **چهار نکته کلیدی** → “Four Key Points” (چهار = four, نکته = point, کلیدی = key). 3. **Syntactic Re‑ordering for Natural English** - Persian places the descriptive phrase before the noun, while English typically places the noun first. - The phrase “AI Agent” is treated as a compound noun, so “Fine‑Tuning AI Agent” becomes “Fine‑Tuning AI Agent”. - The subtitle follows the colon, mirroring English title conventions. 4. **Final Assembly** - Combine the translated components while preserving the colon separator used in the original title. - Result: “A Comprehensive Guide to Fine‑Tuning AI Agent: Four Key Points”. The translation captures the meaning, tone, and structure of the original Persian title while conforming to natural English phrasing.OpenAI officials exposed sandbox escape methods on a public wiki
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