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if not (WORKING_DIR / “config.json”).exists(): run(qwenpaw_cmd(“init”, “–defaults”), check=False) else: print(“QwenPaw working directory already initialized:”, WORKING_DIR) provider_candidates = [ { “env”: “OPENAI_API_KEY”, “provider_id”: “openai”, “name”: “OpenAI”, “base_url”:…

print(“\n########## 5. ANALYSIS ##########”) import numpy as np, pandas as pd def find_latest_report(): cands = [] for base in [os.path.expanduser(“~/.local/share/garak/garak_runs”), os.path.expanduser(“~/.cache/garak”), “.”]: cands += glob.glob(os.path.join(base, “**”,…

import os, sys, subprocess, textwrap, stat BASE = “/content/ansible_lab” if os.path.isdir(“/content”) else os.path.expanduser(“~/ansible_lab”) os.makedirs(BASE, exist_ok=True) ENV = os.environ.copy() ENV[“ANSIBLE_CONFIG”] = os.path.join(BASE, “ansible.cfg”) ENV[“ANSIBLE_FORCE_COLOR”] = “1” ENV[“PY_COLORS”]…

(ROOT / “shop” / “admin.py”).write_text(”’ from django.contrib import admin, messages from django.contrib.auth.admin import (UserAdmin as DjangoUserAdmin, GroupAdmin as DjangoGroupAdmin) from django.contrib.auth.models import User, Group from django.shortcuts…

header(“6. RAW CUDA KERNEL — MANDELBROT”) mandel = cp.RawKernel(r”’ extern “C” __global__ void mandel(float xmin, float xmax, float ymin, float ymax, int W, int H, int…

Introduction After the initial euphoria with the new calendar-based time intelligence, I started looking deeper into the new feature to see what these new possibilities mean…

import subprocess, sys subprocess.check_call( [sys.executable, “-m”, “pip”, “install”, “-qU”, “google-genai”], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, ) import getpass, json, textwrap, os, time from google import genai from google.genai import…

Nvidia invests $2 billion to bring Marvell into the NVLink Fusion ecosystemNVLink Fusion enables third-party accelerators to communicate with Nvidia GPUs efficientlyMarvell provides custom XPUs and…

In this tutorial, we build and run an advanced pipeline for Netflix’s VOID model. We set up the environment, install all required dependencies, clone the repository,…

In this tutorial, we build a complete AgentScope workflow from the ground up and run everything in Colab. We start by wiring OpenAI through AgentScope and…