> ## Documentation Index
> Fetch the complete documentation index at: https://kalarislabs.com/llms.txt
> Use this file to discover all available pages before exploring further.

# pyvene-interventions — AI agent skill for ml evaluation and safety

> Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework.

# `pyvene-interventions`

> Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal tracing, activation patching, interchange intervention training, or testing causal hypotheses about model behavior.

**Category:** [ml-evaluation-and-safety](/skills#ml-evaluation-and-safety) · **License:** MIT · **Version:** 1.0.0

## Install

```bash theme={null}
npx research-agent-skills install pyvene-interventions
npx skills add KalarisLabs/research-agent-skills --skill pyvene-interventions
```

## When to use it

Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal tracing, activation patching, interchange intervention training, or testing causal hypotheses about model behavior.

## Full playbook

Read [SKILL.md](https://github.com/KalarisLabs/research-agent-skills/blob/main/skills/pyvene-interventions/SKILL.md) for the complete workflow, references and any scripts. The agent installer copies the full skill folder.