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11 changes: 6 additions & 5 deletions README.md
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> **Detect when your AI agent silently drifts.** indelible captures a signed behavioral fingerprint (refusal rate, latency, vocab entropy, tool-use distribution) and re-runs it on demand — your CI gate for model-update day.

[![PyPI](https://img.shields.io/pypi/v/indelible)](https://pypi.org/project/indelible/)
[![Python](https://img.shields.io/pypi/pyversions/indelible)](https://pypi.org/project/indelible/)
[![Python 3.9+](https://img.shields.io/badge/python-3.9%2B-blue.svg)](pyproject.toml)
[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
[![CI](https://github.com/MrPredic/indelible/actions/workflows/ci.yml/badge.svg)](https://github.com/MrPredic/indelible/actions)

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## Quickstart

```bash
pip install indelible
pip install git+https://github.com/MrPredic/indelible.git # PyPI release pending
indelible init # generate signing key + pinned indelible.pub + scaffold indelible.toml + prompts.json
indelible attest # run test suite (temperature=0), save + sign indelible.fingerprint.json
indelible verify # re-run + compare, check signature vs pinned indelible.pub → PASS / WARN / BREACH
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## Installation

```bash
# Not on PyPI yet -- install from source.

# Core — 4 deps, no ML stack (5 of 7 signals work)
pip install indelible
pip install git+https://github.com/MrPredic/indelible.git

# With semantic-similarity signals (embedding_profile + anchor_drift)
# Pulls sentence-transformers + numpy (~150 MB)
pip install "indelible[deep]"
pip install "indelible[deep] @ git+https://github.com/MrPredic/indelible.git"
```

## Influences
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