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Design physical products with AI

Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai

Agent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.

NVIDIA Cosmos is an open platform of world models, datasets, and tools that enables developers to build Physical AI for robots, autonomous vehicles, smart infrastructure, and more.

Dimensional is the agentic operating system for physical space. Command humanoids, quadrupeds, drones, and other hardware platforms in natural language and build multi-agent systems that work seamlessly with physical input (cameras, lidar, actuators).

Cosmos-RL is a flexible and scalable Reinforcement Learning framework specialized for Physical AI applications.

A C++14-compatible physical units library with no dependencies and a single-file delivery option. Emphasis on safety, accessibility, performance, and developer experience.

Code as World: Agentic Discovery of Executable World Representations for Physical Reasoning

The PAN-OS SDK for Python is a package to help interact with Palo Alto Networks devices (including physical and virtualized Next-generation Firewalls and Panorama). The pan-os-python SDK is object oriented and mimics the traditional interaction with the device via the GUI or CLI/API.

MiniCPS: a framework for Cyber-Physical Systems real-time simulation, built on top of mininet

physical optics: integrated modeling, phase retrieval, segmented systems, polynomials and fitting, sequential raytracing...

A bare metal physical implementation of WebAssembly. That's right, a WebAssembly CPU.

A list of known attacks against Bitcoin / crypto asset owning entities that occurred in meatspace.

Periodic table, physical constants, and molecule parsing for quantum chemistry.

LeechCore - Physical Memory Acquisition Library & The LeechAgent Remote Memory Acquisition Agent

KASLD derandomizes the Linux kernel's virtual and physical memory layout from a local process, using whatever its vantage — privilege, configuration, and confinement — allows.

Invert scroll direction for physical scroll wheels while maintaining "Natural" scrolling for trackpads on MacOS

Package manager for things. Start designing modular hardware! PartCAD is the standard for documenting manufacturable physical products (a.k.a. Digital Thread or TDP). It comes with a set of tools to maintain product information and to facilitate efficient and effective workflows at all product lifecycle phases, boosted by AI.

A fully open-source humanoid arm for physical AI research and deployment in contact-rich environments.

Master AI inference, AI agent harness systems, and hardware engineering — then design a physical AI chip. That is the goal.

Cosmos-Predict1 is a collection of general-purpose world foundation models for Physical AI that can be fine-tuned into customized world models for downstream applications.

Cosmos-Reason1 models understand the physical common sense and generate appropriate embodied decisions in natural language through long chain-of-thought reasoning processes.

SimWorld: An Open-ended Realistic Simulator for Autonomous Agents in Physical and Social Worlds

Sybil-resistant AI agent network with hardware-attested identity. Proof-of-Antiquity blockchain: physical machines across 15+ CPU architectures prove they are real silicon, not VM farms. Agent economy, micropayments, Solana bridge (wRTC). $0 VC.

DaemonClient is an open-source tool that allows self-hosting a free, unlimited and 100% secure cloud storage ecosystem with the already available infrastructure without the need for physical servers

SPAgent, a foundation agent for understanding, reasoning over, and operating within the physical and spatial world.

专为已有 Giffgaff 和 Simyo 号码的用户设计的现代化 eSIM 管理工具集，支持将物理 SIM 卡转换为 eSIM、设备更换和二维码生成。(A modern set of eSIM management tools designed specifically for users who already have Giffgaff and Simyo numbers, offering support for converting physical SIM cards to eSIMs, device replacements, and QR code generation.)

Cosmos-Reason2 models understand the physical common sense and generate appropriate embodied decisions in natural language through long chain-of-thought reasoning processes.

The developer-first platform for scaling complex Physical AI workloads across heterogeneous compute—unifying training GPUs, simulation clusters, and edge devices in a simple YAML