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LLM'ler, GPT, Claude, Gemini, model eğitimi, benchmark sonuçları ve yeni model duyuruları

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Breakthrough LLM Technique Slashes Token Generation Latency by 3x Without Draft Models
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Breakthrough LLM Technique Slashes Token Generation Latency by 3x Without Draft Models

A groundbreaking new method called K-Search enables large language models to generate multiple tokens in parallel by embedding predictive kernels directly into model weights, eliminating the need for speculative decoding. This innovation, developed by researchers from the University of Maryland and Lawrence Livermore National Labs, triples inference speed while reducing hardware overhead.

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Alibaba’s Qwen 3.5 Medium Models Redefine AI Efficiency: Smaller, Smarter, and Production-Ready
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Alibaba’s Qwen 3.5 Medium Models Redefine AI Efficiency: Smaller, Smarter, and Production-Ready

Alibaba’s Qwen team has launched the Qwen 3.5 Medium Model Series, challenging the industry’s obsession with scale by delivering state-of-the-art performance with significantly reduced computational demands. The move signals a strategic pivot toward efficient, deployable AI in enterprise environments.

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Qwen3.5-35B-A3B Runs on Triple RTX 3090s, Sets New Benchmarks for Local AI Inference
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Qwen3.5-35B-A3B Runs on Triple RTX 3090s, Sets New Benchmarks for Local AI Inference

A detailed test by a Reddit user reveals that the Qwen3.5-35B-A3B model achieves remarkable inference speeds on consumer-grade NVIDIA RTX 3090 hardware, challenging assumptions about local deployment of large language models. The findings, shared in the r/LocalLLaMA community, highlight both breakthrough performance and lingering stability issues.

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Qwen Unveils Qwen 3.5 Medium Series: AI Efficiency Breakthrough with Flash, 27B, 35B, and 122B Models
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Qwen Unveils Qwen 3.5 Medium Series: AI Efficiency Breakthrough with Flash, 27B, 35B, and 122B Models

Alibaba’s Tongyi Lab has launched the Qwen 3.5 Medium Model Series, introducing four new AI models that prioritize intelligence per compute over raw parameter scale. The flagship Qwen3.5-Flash delivers 1M context and built-in tools, signaling a strategic shift toward efficient, production-ready AI.

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Liquid AI Unveils LFM2-24B-A2B: Largest Open-Weight MoE Model Yet
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Liquid AI Unveils LFM2-24B-A2B: Largest Open-Weight MoE Model Yet

Liquid AI has released LFM2-24B-A2B, a 24-billion-parameter sparse Mixture of Experts model with only 2 billion active parameters per token, making it one of the most efficient large language models available. The model is now open-weight and accessible on Hugging Face, signaling a major shift toward scalable, resource-efficient AI.

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Liquid AI Unveils LFM2-24B-A2B: A 24B Parameter MoE Model for Local AI Deployment
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Liquid AI Unveils LFM2-24B-A2B: A 24B Parameter MoE Model for Local AI Deployment

Liquid AI has released LFM2-24B-A2B, a groundbreaking sparse Mixture-of-Experts model that delivers state-of-the-art performance while running efficiently on consumer-grade hardware. With only 2.3 billion active parameters per token and full support for local inference, this open-weight model redefines the boundaries of edge AI.

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LiquidAI Unveils LFM2-24B-A2B: A 24B Parameter AI Model That Runs on Consumer Laptops
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LiquidAI Unveils LFM2-24B-A2B: A 24B Parameter AI Model That Runs on Consumer Laptops

LiquidAI has released LFM2-24B-A2B, a groundbreaking hybrid AI model that delivers state-of-the-art performance with only 2.3B active parameters, enabling efficient on-device inference on standard consumer hardware. The model’s breakthrough efficiency challenges the notion that large AI requires cloud infrastructure.

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Qwen3.5-397B-A17B-UD-TQ1 Benchmarked on 128GB VRAM Desktop: Record Performance for Local LLMs
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Qwen3.5-397B-A17B-UD-TQ1 Benchmarked on 128GB VRAM Desktop: Record Performance for Local LLMs

A detailed benchmark of the Qwen3.5-397B-A17B-UD-TQ1 model on a high-end desktop system with 128GB VRAM reveals unprecedented inference speeds and memory efficiency for locally deployed large language models. The results, shared by an anonymous enthusiast on Reddit, suggest new possibilities for enterprise-grade AI without cloud dependency.

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AI Arms Race Escalates: Anthropic Faces Pentagon Threat as Sonnet 4.6 and Gemini 3.1 Pro Launch
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AI Arms Race Escalates: Anthropic Faces Pentagon Threat as Sonnet 4.6 and Gemini 3.1 Pro Launch

Anthropic has released Sonnet 4.6, its most advanced AI model to date, while Google rolled out Gemini 3.1 Pro—marking a new phase in the AI capabilities race. Meanwhile, the U.S. Department of Defense has threatened to sever ties with Anthropic over disagreements on AI safety protocols, raising alarms about the militarization of AI governance.

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DeepSeek’s Upcoming AI Model Sparks Global Tensions Amid Alleged Claude Misuse and Blackwell Chip Use
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DeepSeek’s Upcoming AI Model Sparks Global Tensions Amid Alleged Claude Misuse and Blackwell Chip Use

DeepSeek, a Chinese AI startup, is preparing a landmark model release reportedly trained on U.S.-banned Nvidia Blackwell chips and allegedly using Anthropic’s Claude to refine its systems, triggering alarm among U.S. AI giants. The move threatens to reshape global AI competitiveness and intensify regulatory scrutiny.

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