惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

I
InfoQ
S
SegmentFault 最新的问题
N
Netflix TechBlog - Medium
B
Blog
Jina AI
Jina AI
人人都是产品经理
人人都是产品经理
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
H
Hackread – Cybersecurity News, Data Breaches, AI and More
博客园 - 聂微东
Last Week in AI
Last Week in AI
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
V
V2EX
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
大猫的无限游戏
大猫的无限游戏
U
Unit 42
J
Java Code Geeks
IT之家
IT之家
aimingoo的专栏
aimingoo的专栏
博客园 - 叶小钗
T
The Blog of Author Tim Ferriss
博客园 - 【当耐特】
Hugging Face - Blog
Hugging Face - Blog
WordPress大学
WordPress大学
腾讯CDC

Show HN

Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code.
Juakali — Physics Assembly Engine
m_2018 · 2026-06-20 · via Show HN

loading...

Add physics
to VLA models
using CAD files

Generate
datasets to train
artificial general engineer.
Ships as a single self-contained Docker image.

juakali:latest ubuntu:24.04 base ~480MB · total downloads

$ docker load -i juakali.tar

Loaded image: juakali:latest

$ bash install.sh --port 9000

Loading image...

✓ Juakali is ready

→ http://localhost:9000

$ docker exec juakali supervisorctl status

juakali RUNNING pid 28, uptime 0:00:12

nginx RUNNING pid 29, uptime 0:00:12

redis RUNNING pid 27, uptime 0:00:12

1port exposed

3services inside

10k+concurrent WS clients

0host dependencies

total
downloads

Prerequisites

System Requirements

Only Docker is required. Everything else is pre-baked into the image.

PlatformRequirementMin VersionNotes
LinuxDocker Engine24.0+Ubuntu, Debian, Fedora, RHEL, Arch
macOSDocker Desktop4.20+Apple Silicon and Intel both supported
WindowsDocker Desktop + WSL24.20+WSL2 backend required

Download

Get Juakali

Download the image archive and install script. All platforms use the same image.

All releases on github.com/qet-lab/juakali/releases ↗  ·  Download counts pulled live from the GitHub API.

Installation

Platform Setup

Install Docker for your platform, then load and run the image.

1

Install Docker Engine

Ubuntu / Debian

# One-liner install
curl -fsSL https://get.docker.com | sh
sudo usermod -aG docker $USER && newgrp docker

Fedora / RHEL

sudo dnf install docker-ce docker-ce-cli containerd.io
sudo systemctl enable --now docker
sudo usermod -aG docker $USER

2

Verify Docker

docker --version
# Docker version 24.x.x or higher

3

Load and Run Juakali

# Load the image (one-time)
docker load -i juakali.tar

# Run with install script
bash install.sh --port 9000

# Or manually
docker run -d \
  --name juakali \
  --restart unless-stopped \
  -p 9000:9000 \
  juakali:latest

4

Open in browser

xdg-open http://localhost:9000

1

Install Docker Desktop

brew install --cask docker
# Or download .dmg: docs.docker.com/desktop/install/mac-install/

2

Allocate Resources

Docker Desktop → Settings → Resources → Advanced

# Recommended minimums
CPUs   : 4+
Memory : 8 GB
Disk   : 20 GB

3

Load and Run Juakali

docker load -i juakali.tar
bash install.sh --port 9000

4

Open in browser

open http://localhost:9000

1

Enable WSL2 — PowerShell as Administrator

wsl --install
wsl --set-default-version 2
# Restart when prompted

2

Install Docker Desktop

# docs.docker.com/desktop/install/windows-install/
# Run installer → enable "Use WSL2 based engine"
# Restart → launch Docker Desktop
# Wait for whale icon in taskbar to stop animating

3

Verify Docker — PowerShell

docker --version
docker run hello-world

4

Load and Run — PowerShell

docker load -i juakali.tar

docker run -d `
  --name juakali `
  --restart unless-stopped `
  -p 8080:9000 `
  juakali:latest

Note: Use backtick ` for line continuation in PowerShell, not \. To use install.sh, run it inside a WSL2 terminal instead.

5

Open in browser

Start-Process "http://localhost:9000"

Operations

Docker Management

Container and service-level control commands.

Container

docker start juakali
docker stop juakali
docker restart juakali
docker stats juakali
docker logs -f juakali
docker exec -it juakali bash

Services (inside container)

docker exec juakali supervisorctl status
docker exec juakali supervisorctl restart juakali
docker exec juakali supervisorctl restart nginx
docker exec juakali supervisorctl restart redis

Logs

docker exec juakali tail -f /var/log/juakali/engine.log
docker exec juakali tail -f /var/log/juakali/engine-err.log
docker exec juakali tail -f /var/log/juakali/nginx-access.log

Cleanup

docker stop juakali && docker rm juakali
docker rmi juakali:latest
docker system prune -a