Wiki
A structured reference across Claude, NVIDIA, and manufacturing AI — organized into ideas, tools, and synthesis guides.
Ideas
- Agent Loop — The reasoning-and-tool-use cycle at the core of every Claude and NVIDIA agent runtime
- Bounded Agent — Design pattern that constrains agents to explicit tasks, approved tools, and defined approval rules
- Context Budget — Managing context windows as a limited operating resource to prevent cost and quality drift
- FEA-in-the-Loop — Using finite element analysis as deterministic feedback to validate and repair AI-generated CAD artifacts
- Enterprise Agent Governance — Auditability, traceability, verification gaps, and human-in-the-loop requirements for production agents
- World Model — A model that integrates perception, simulation, and action to reason about physical state changes over time
Tools
- Claude Agent SDK — Anthropic’s SDK for embedding the Claude agent loop into custom applications
- Claude Cowork — Anthropic’s desktop tool for delegating complete work packages to Claude across files, apps, and tools
- NVIDIA NeMo Agent Toolkit — NVIDIA’s framework-agnostic layer for building, evaluating, and securing enterprise agents
- NVIDIA Nemotron — NVIDIA’s open model family for enterprise agents, including Nemotron 3 Ultra for long-running workflows
- NVIDIA Omniverse — NVIDIA’s OpenUSD-based simulation and digital twin platform anchoring the physical AI stack
- NVIDIA FOX — NVIDIA Factory Operations Blueprint: a multi-agent reference architecture for plant-level AI orchestration
- CadQuery — Python-based parametric CAD scripting tool used by engineering agents to generate STEP artifacts
- Cosmos 3 — NVIDIA’s omnimodal world model family unifying physical-world understanding, generation, simulation, and action
Guides
- Claude SDK & Cowork — Synthesis of how Claude Agent SDK and Cowork fit together as an agentic enterprise platform
- NVIDIA AI Platform — Cross-domain synthesis of NVIDIA’s agent, model, hardware, and physical AI stack
- Manufacturing & Physical AI — Synthesis of agentic AI adoption strategy, CAD/FEA agents, and NVIDIA physical AI for manufacturing