urakozz

Intel Arc B70: High-Performance vLLM (oneAPI 2026.1 + Triton XPU)

This repository contains the necessary setup instructions, docker configuration, and patch modifications to run highly optimized LLM inference on Intel XPU architectures using vLLM.

Everyone is buzzing that only NVIDIA RTX or AMD hardware can achieve elite inference speeds is outdated and Intel's software is not good enough (only if you use in 2026 software from 2025)

By leveraging the oneAPI 2026.1 toolchain, Triton XPU, and direct Intel XMX hardware acceleration, Intel GPUs deliver exceptional token-per-second throughput numbers on modern hybrid architectures.

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tosh

import json,sys;from subprocess import getoutput as sh;from urllib.request import Request as R,urlopen
url=sys.argv[1];h=[];b=dict(model="gpt-5.6",input=h,tools=[dict(type="custom",name="sh")])
while p:=input("> "):
  h+=[dict(role="user",content=p)];H={"Content-Type":"application/json"}
  while True:
    o=(r:=json.load(urlopen(R(url,json.dumps(b).encode(),H))))["output"]
    h+=o;c=[i for i in o if i["type"]=="custom_tool_call"];z=r["usage"]["total_tokens"]/10500
    if not c:print(o[-1]["content"][0]["text"],f'\n[{z:06.3f}%]');break
    h+=[dict(type="custom_tool_call_output",call_id=i["call_id"],output=sh(i["input"])) for i in c]

bramada

For Windows 10

Step 1 - Open PowerShell or Command Prompt as administrator

Step 2 - Install KMS client key

slmgr /ipk your_license_key

Replace your_license_key with following volumn license keys according to Windows Edition:

soyprofesor

Visual Studio 2026 18.x
Professional: NVTDK-QB8J9-M28GR-92BPC-BTHXK
Enterprise: VYGRN-WPR22-HG4X3-692BF-QGT2V

Product	Year	Version	Product Keys
Visual Studio 2022	2021	17.x	
Professional: TD244-P4NB7-YQ6XK-Y8MMM-YWV2J
Enterprise: VHF9H-NXBBB-638P6-6JHCY-88JWH

Visual Studio 2019	2019	16.x	

tushroy

Realtek r8168 Driver for Proxmox VE Kernel version 6.8

Blacklist r8169 kernel driver for being loaded

echo blacklist r8169 >> /etc/modprobe.d/blacklist-r8169.conf

Once all of this is completed we are going to update our GRUB to have some specific kernel parameters for our realtek driver

BertanT

🔐 macOS OpenSSH Patcher for Hardware Security Keys

Supports ED25519-SK with Yubikey and other FIDO2 hardware security keys!

🤔 Discussion

Despite being compiled to support hardware security keys that take advantage of the FIDO2 protocol, the built-in OpenSSH client on macOS Sonoma and above lacks the middleware/library to support these devices. To keep using the built-in client - which is often the most stable and secure method for SSH connections - we need to compile the Security Key Provider from OpenSSH source and tell the macOS client about it ourselves.

This script does all of that for you on both Apple Silicon and Intel Mac computers!

The script installs openssl and libfido2 along with the required build tools from Homebrew. It then clones the latest main branch of OpenSSH Portable and builds from it the Security Key Provider library: sk-libfido2.dylib. It finally moves the built library to /usr/local/lib/, modifies ~/.zshenv to expor

naim149

GH-600 Public Study Guide

Markdown-only workbook for Exam GH-600: Developing in Agentic AI Systems.

Last updated: May 24, 2026.

This version is organized around the official GH-600 domains. Each domain explains the concepts, shows the GitHub implementation artifacts, and includes examples you should be able to read in YAML, Markdown, CLI output, PR timelines, and audit logs.

Public sharing note: this guide is not an exam dump and does not contain real exam questions or answer choices. It is a structured study workbook built from official Microsoft and GitHub documentation, with practical examples written for learning and review.

nothingmuch

Collaborative Transaction Privacy

This document examines some challenges for privacy in a variety of multiparty transaction settings, from PayJoin to CoinJoin. None of the attacks described are novel, but some of the cited results of the privacy literature originated in a different setting.

Common misconceptions about how privacy works on chain for such transactions paint a much rosier picture than what the published literature has shown. Unlike in cryptography, where the burden of proof for claims of security is rightfully

w0n-04

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<head>
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    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Do you love me?</title>
    <link rel="preconnect" href="https://fonts.googleapis.com">
    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
    <link href="https://fonts.googleapis.com/css2?family=Press+Start+2P&display=swap" rel="stylesheet">
    

vapidbabble

h       scroll left
j       scroll down
k       scroll up
l       scroll right
gg      scroll to top of the page
G       scroll to bottom of the page
f       activate link hints mode to open in current tab
F       activate link hints mode to open in new tab
r       reload