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Cybersecurity has always had a dual use problem: the same technical knowledge that helps defenders detect vulnerabilities can also help attackers exploit. In AI systems, that tension is sharper than ever. Restrictions intended to prevent harm have historically caused conflict in the fiduciary duty of security, and it can be really difficult to say whether … Read more

It’s a scary and exciting concept: the possibility that aging may not be the inevitable end of humanity, as it was thought. It seemed like the kind of thing that only exists in science fiction and flying cars and teleportation in the foreseeable future. Now, we have a new and rapidly growing tool to do … Read more

For years, the way major language models handle inference has been stuck inside the box – literally. The high-bandwidth RDMA networks that enable modern LLM deployments cover both prefill and trim in the same data area, sometimes even the same rack. A team of researchers at Moonshot AI and Tsinghua University make the case that … Read more

Anthropic has never published a technical paper on the Claude Mythos. That hasn’t stopped the research community from theorizing. A new open source project called OpenMythosreleased on GitHub by Kye Gomezit attempts something ambitious: a first-principles theoretical reconstruction of what the Claude Mythos might be, built entirely on PyTorch and based on peer-reviewed research. The … Read more

!pip install magika openai -q import os, io, json, zipfile, textwrap, hashlib, tempfile, getpass from pathlib import Path from collections import Counter from magika import Magika from magika.types import MagikaResult, PredictionMode from openai import OpenAI print(“🔑 Enter your OpenAI API key (input is hidden):”) api_key = getpass.getpass(“OpenAI API Key: “) client = OpenAI(api_key=api_key) try: client.models.list() … Read more