Techyon

From RL Papers to Framework Code: Inclusion and Review in Seven Open-Source Training Frameworks

A study linking commit histories from seven open-source reinforcement-learning post-training frameworks to 6,939 screened arXiv papers from January 2025 through June 2026 assessed how readily published RL methods become …

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Building AI Research Teams for Autonomous Discovery of Linear Attention Architectures

In this work, the authors construct a persistent multi‑disciplinary team of AI researchers, each maintaining a private research log and sharing experimental results, while an adaptive allocation mechanism assigns researc…

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Be prepared, GPU price increase incoming --> Samsung sells out 100% of all 2027 HBM capacity - HBM prices expected to jump 200% next year, DRAM prices expected to see a double-digit price increase

Samsung has sold out its entire 2027 HBM capacity, driving an anticipated 200% price surge for HBM next year and a double‑digit increase for DRAM. This supply shock will likely cascade into higher GPU pricing as componen…

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OK, fine, Qwen 3.8 Flash Next is nice

The user installed Qwen 3.8 Flash Next in a strata IQ4 xs configuration and reports it significantly outperforms their previous 3.8 27b Q6 kv8 model. The new model delivers performance comparable to professional-grade mo…

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The new human-crafted Apple Music brand matters in an AI world

Apple Music has introduced a "human-crafted" branding strategy to emphasize human curation and creative involvement as a differentiator against AI-generated content. The initiative highlights the value of human expertise…

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OpenAI models are coming to Google Cloud

OpenAI models are coming to Google Cloud. The integration makes OpenAI's AI models available on Google Cloud infrastructure.

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[Paper] Specter: Fast MoE Inference via Quantization-Enabled Multi-Step Speculative Offloading

Mixture-of-experts models frequently exceed a single accelerator’s memory, and offloading experts to host memory creates a severe PCIe I/O bottleneck because data‑dependent routing keeps transfers on the critical path. S…

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KFlash: Benchmarks of newly released versions of Apple Silicon optimized engines: 1.4.0 Splash (DFlash2 ~ 50 tok/s) vs 0.2 Kapitsa (KFlash ~65 tok/s), MLX(MTP) & more on Qwen 3.8 27b/4b/35b 4Q on Macbook Pro M4 Pro 48 GB 2024, 48GB & Macbook Pro M1 Pro 16GB 2021

The post benchmarks newly released Apple Silicon inference engines Splash 1.4.0 and Kapitsa 0.2 (featuring the KFlash speculative decoding method) against other engines such as MLX on Qwen 3.8 27B/4B/35B models. Testing …

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PHP2Shell: AI uncovers critical RCE in PHP

Wiz Research identified multiple critical memory-safety vulnerabilities in PHP's core engine, affecting versions dating back to PHP 5.4 and impacting approximately 70% of websites globally. Two CVEs — CVE-2026-109618 and…

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AI Explained Simply #22: How LLM Inference Works: The Engineering Behind Token Generation?

This article explains the engineering mechanics behind LLM inference, detailing how large language models generate text token-by-token in production systems. It covers the technical processes enabling efficient token gen…

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I use local AI to generate personal value on my massive NAS-based archive / library

The author used a frontier model to build infrastructure for local AI agents that persistently perform tedious but useful work across a large NAS-based archive and library. The approach focuses on generating personal val…

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EXCLUSIVE: ByteDance, Alibaba, Tencent place over $35 billion worth of Nvidia chip orders

ByteDance, Alibaba, and Tencent have collectively placed over $35 billion in Nvidia chip orders, including 3 million RTX 5500 Pro units at $11.4 each. The purchases are aimed at large‑scale LLM inference and AI video gen…

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