Ethereum Records Massive Exchange Outflow Across Major Exchanges – Demand Recovering?

Trusted Editorial content, reviewed by leading industry experts and seasoned editors. Ad Disclosure Ethereum has reclaimed the $1,650 level after the most significant drop of recent weeks carried the price to approximately $1,520 — a low that tested the structural conviction of holders across every category and time horizon. The recovery is tentative but real…

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Nous Research Releases Contrastive Neuron Attribution (CNA): Sparse MLP Circuit Steering Without SAE Training or Weight Modification

Instruction-tuned language models refuse harmful requests. But which part of the model is actually responsible — and how does that mechanism get installed during training? A new research from Nous Research team takes a neuron-level look at this question. The Nous research team developed contrastive neuron attribution (CNA), a method that identifies the specific MLP…

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The way to Construct a QwenPaw Agent Workspace with Customized Expertise, Mannequin Suppliers, Console Entry, and Streaming API Testing

The way to Construct a QwenPaw Agent Workspace with Customized Expertise, Mannequin Suppliers, Console Entry, and Streaming API Testing

if not (WORKING_DIR / “config.json”).exists(): run(qwenpaw_cmd(“init”, “–defaults”), examine=False) else: print(“QwenPaw working listing already initialized:”, WORKING_DIR) provider_candidates = [ { “env”: “OPENAI_API_KEY”, “provider_id”: “openai”, “name”: “OpenAI”, “base_url”: “https://api.openai.com/v1”, “model”: os.environ.get(“QWENPAW_MODEL”, “gpt-4o-mini”), “chat_model”: “OpenAIChatModel”, “prefix”: “sk-“, }, { “env”: “OPENROUTER_API_KEY”, “provider_id”: “openrouter”, “name”: “OpenRouter”, “base_url”: “https://openrouter.ai/api/v1”, “model”: os.environ.get(“QWENPAW_MODEL”, “openai/gpt-4o-mini”), “chat_model”: “OpenAIChatModel”, “prefix”: “sk-or-“, }, { “env”: “DASHSCOPE_API_KEY”,…

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