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I did head to head comparison between Laguna S 2.1, Qwen 3.6 27B and Gemma4 31B. Setup: Qwen 3.6 27B (fp8) and Gemma4 31B q6 on my RTX PRO 5000, Laguna S2.1 q4/5/6 on a single DGX
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Qwen Image 3 introduces significant advancements in AI image generation, potentially disrupting the dominance of established models like those powering ChatGPT. The release marks a pivotal shift in
→ View original sourceWe made an open source tax engine which scored 96% on TaxCalcBench [highest ever recorded score till date] surpassing fable 5 and sol with just sonnet 5. The only 2 cases where it missed, it foun
→ View original sourceClaude-thermos is a tool designed to maintain the active state of Claude sessions. It prevents session timeouts to keep the interaction environment "warm" for the user. Read original
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Researchers have introduced K12-KGraph, a curriculum-aligned knowledge graph extracted from official People's Education Press textbooks to improve educational LLMs. The dataset focuses on "curriculum cognition," encompas…
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WorldWeaver (W^2) is a new streaming multi-agent video diffusion model designed to maintain consistent world states across multiple agents and evolving views. Unlike traditional autoregressive pipelines that rely on obse…
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Tencent WorkBuddy Bench introduces a multi-domain coding-agent benchmark with tasks reverse-engineered from real commits, pull requests, or business scenarios across Code, Web, Office, and Security domains. The framework…
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"This is day one for cybersecurity in the age of agents," Hugging Face CEO says.
→ View original sourceAlibaba's open-code-review is a hybrid architecture code review tool designed for large-scale applications. It combines deterministic pipelines with LLM agents, offering precise line-level comments and built-in fine-tune…
→ View original sourceThis research introduces a framework for mapping hidden-state attractors in TinyLlama, aiming to build a runtime map of LLM dynamics during inference. The focus is on tracking the model's internal state transitions rathe…
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