git:20261026.5e6cba5 to git:20261101.31183ca

16 added, 5 removed. Audit A to A.

# AgentFEM

> AI-native finite-element computing for humans and agents.

AgentFEM keeps finite-element models readable, structured, inspectable, and

operable through ordinary Python and a machine-readable CLI.

## Start

- [Human quick start](get_started/)

- [AI agent quick start](agents/)

- [Engineering guides](guide/)

- [Examples](examples/)

- [Python API](reference/api/)

- [Machine manifest](agentfem.json)

- [Installation and platform guide](getting_started/)

- [Windows short onboarding](windows_agent_installation/)

Installation is agent-assisted: inspect the OS, retain the user's mirror

- choice, reuse existing environments, and complete one installed solve.

+ choice, reuse existing environments, and check installation readiness.

+ Stop after reporting version, environment and readiness. Offer a first

+ example; create or run it only when requested. No automatic follow-on tasks.

No repository clone is required. On Windows follow the short onboarding

route; after one failed stage show one manual action, not a retry loop.

Read installation.onboarding in agentfem.json for the shared contract.

+ ## Everyday use

+ For an existing project: read its instructions and case, check, run, inspect.

+ For a result-only request: show the existing result without a new solve.

+ Reuse a healthy environment; doctor is for installation, environment changes

+ or runtime failures. Read only the relevant physics/API references.

+ Use installed capabilities when web documentation describes a newer version.

+ Read task_guidance in agentfem.json for task-specific routing.

## Canonical sources

- [Repository](https://github.com/haoming-luo/agentfem)

- [Scientific knowledge catalog](https://raw.githubusercontent.com/haoming-luo/agentfem/main/src/agentfem/knowledge/catalog.json)

- [AgentFEM skill](agents/skill/)

- ## Safety and scientific contract

+ ## Result meaning

- Do not treat a completed solver call as automatically verified. Inspect the

- structured result, convergence status, requested outputs, quality policy,

- and benchmark evidence before accepting or exporting simulation data.

+ A completed run supplies a computed result. Provenance verification checks

+ the saved record; engineering acceptance uses relevant convergence, balance

+ and reference evidence. Match the checks to the user's intended use.