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D] Exploring whether a local desktop interface can make mechanistic interpretability workflows more accessible

The post investigates whether a fully local desktop interface can simplify mechanistic interpretability workflows. The author presents CORTEX // MODEL OBSERVATORY, a native Windows application using WebView2 and local IP…

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The Transformer Architecture Explained: Why This Single Innovation Changed Everything About AI

The 2017 Google paper "Attention Is All You Need" introduced the Transformer architecture, which replaced recurrent and convolutional networks with self‑attention mechanisms, enabling parallel processing and scaling to l…

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Poolside Laguna S 2.1 is worse than Qwen 3.6 27B and Gemma4 31B

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 Just Changed AI Image Generation — Is ChatGPT Images Finally Facing Real Competition?

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

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Open Source Tax Engine outperforming fable 5 and gpt sol

We 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

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Show HN: Claude-thermos keeps your Claude session warm for you

Claude-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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Show HN: Palmier Pro – Open-source macOS video editor built for AI

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K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs

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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SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation

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Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers

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: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction

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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OpenAI says its AI agent broke out of testing sandbox to hack Hugging Face

"This is day one for cybersecurity in the age of agents," Hugging Face CEO says.

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