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Latest artificial intelligence developments, research and analysis.

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Mapping the Evolution of Transformer AI: A Knowledge Graph Reveals Hidden Lineages
Yapay Zeka Modelleri
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Mapping the Evolution of Transformer AI: A Knowledge Graph Reveals Hidden Lineages

An innovative knowledge graph, built from 12 foundational AI papers, reveals how transformer architectures evolved through conceptual rather than citation-based connections. The analysis exposes GPT-2 as the central hub and highlights the dominance of reinforcement learning from human feedback in modern AI development.

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Machine Learning Breakthrough Solves Decades-Old Quantum Chemistry Challenge
Bilim ve Araştırma
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Machine Learning Breakthrough Solves Decades-Old Quantum Chemistry Challenge

Scientists at Heidelberg University have leveraged machine learning to achieve the first stable, accurate orbital-free calculations of molecular energies, overcoming a fundamental barrier in quantum chemistry. The new STRUCTURES25 method promises to accelerate drug discovery, materials design, and catalyst development by drastically reducing computational demands.

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Gemini 3.1 Pro Launches with Enhanced Capabilities Amid Performance Teething Issues
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Gemini 3.1 Pro Launches with Enhanced Capabilities Amid Performance Teething Issues

Google has unveiled Gemini 3.1 Pro, the first model in its new 3.1 series, boasting improved reasoning, SVG generation, and tool integration—yet users report significant latency and downtime on launch day. The model, priced identically to its predecessor, is already being tested in enterprise and accessibility applications.

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MicroGPT Playground: Train and Visualize LLMs Directly in Your Browser
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MicroGPT Playground: Train and Visualize LLMs Directly in Your Browser

A new interactive web tool called MicroGPT Playground lets users build, train, and visualize small language models entirely in the browser, demystifying the inner workings of LLMs. Inspired by Andrej Karpathy’s microgpt, the project offers an educational window into neural network architecture without requiring coding expertise.

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Breakthrough AI Security Tool Blocks Prompt Injection Without Content Scanning
Etik, Güvenlik ve Regülasyon
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Breakthrough AI Security Tool Blocks Prompt Injection Without Content Scanning

A new security middleware called Sentinel Gateway is redefining AI agent safety by preventing prompt injection attacks through architectural control rather than content analysis. Developed in prototype form around Claude, the system enforces explicit authorization for all instructions — a radical departure from industry norms.

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Google Integrates Lyria 3 AI Music Generator into Gemini App
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Google Integrates Lyria 3 AI Music Generator into Gemini App

Google has rolled out beta access to Lyria 3, its advanced AI music generation model, directly within the Gemini app, allowing users to create 30-second audio tracks from text, images, or video prompts. The move marks a significant expansion of Gemini’s multimodal capabilities beyond text and images into the realm of generative audio.

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AI Giants Roll Out Gemini 3.1, DeepSeek V4, and ChatGPT 5.3 Amid ‘Adult Mode’ Rumors
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AI Giants Roll Out Gemini 3.1, DeepSeek V4, and ChatGPT 5.3 Amid ‘Adult Mode’ Rumors

On February 19, 2026, tech observers witnessed a flurry of AI model releases—including Gemini 3.1, DeepSeek V4, and ChatGPT 5.3—amid intense speculation over a mysterious ‘Citron Mode’ flagged in ChatGPT’s code. While some updates appear confirmed, others remain unverified, raising questions about corporate hype versus genuine innovation.

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Qwen3.5-397B-A17B Emerges as Most Efficient Open-Opus Model Amid Community Confusion Over MXFP4 Format
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Qwen3.5-397B-A17B Emerges as Most Efficient Open-Opus Model Amid Community Confusion Over MXFP4 Format

Alibaba's Qwen3.5-397B-A17B has been unveiled as the smallest and most efficient model in the Open-Opus class, sparking renewed interest in AI efficiency — even as Reddit users express confusion over the absence of MXFP4 quantization. Experts clarify the model’s architecture and deployment implications.

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OpenAI Nears $100B Funding Round Amid $850B Valuation, Backed by Amazon, Nvidia, Microsoft
Sektör ve İş Dünyası
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OpenAI Nears $100B Funding Round Amid $850B Valuation, Backed by Amazon, Nvidia, Microsoft

OpenAI is finalizing a landmark $100 billion funding round that would value the AI developer at over $850 billion, making it one of the most valuable private companies in history. Major investors including Amazon, Nvidia, Microsoft, and SoftBank are leading the effort, coinciding with global AI policy summits.

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