---
license: apache-2.0
tags:
- layerfault
- security-research
- model-security
- synthetic
- adversarial-testing
extra_gated_prompt: >-
  This repository is a synthetic security-test artifact from the Layerfault
  corpus. It intentionally contains adversarial characteristics (e.g.
  suspicious pickle opcodes, executable-format smuggling, prompt-injection
  strings) designed to exercise security scanner detection rules. It is
  **not** a usable ML model and must never be loaded or executed outside an
  isolated scanner-testing environment. By accepting, you confirm you
  understand this repository is a test fixture, not production model
  weights.
extra_gated_button_content: I understand this is a security test fixture and accept the risk
gated: auto
---

# python-custom-loader-capability-chain

> **SECURITY TEST ARTIFACT — DO NOT USE AS A PRODUCTION MODEL**

This repository is part of the Layerfault synthetic security corpus.
It is deliberately constructed to contain security-relevant characteristics for scanner testing.

**Corpus ID:** `LF-CORPUS-PY-0001`

## Purpose

HF-style custom loader containing harmless process, native-load, loopback-network, credential, filesystem, dynamic-code, package-manager and NumPy allow_pickle call sites.

## Direct expected Layerfault rules

- `LF-CODE-AUTO-MAP`
- `LF-CODE-SUBPROCESS`
- `LF-PY-CALL-PROCESS`
- `LF-CORR-HF-LOADER-PROCESS`
- `LF-CODE-CTYPES`
- `LF-PY-NATIVE-LOAD`
- `LF-CORR-HF-LOADER-NATIVE-LOAD`
- `LF-CODE-NETWORK`
- `LF-PY-CALL-NETWORK`
- `LF-CORR-HF-LOADER-NETWORK`
- `LF-PY-CREDENTIAL-ACCESS`
- `LF-CORR-HF-LOADER-CREDENTIALS`
- `LF-PY-FILESYSTEM-MUTATION`
- `LF-CORR-HF-LOADER-FILESYSTEM`
- `LF-CODE-EVAL`
- `LF-PY-CALL-DYNAMIC-CODE`
- `LF-CORR-HF-LOADER-DYNAMIC-CODE`
- `LF-PY-PACKAGE-INSTALL`
- `LF-CORR-HF-LOADER-INSTALL`
- `LF-PY-NUMPY-ALLOW-PICKLE`
- `LF-CORR-NUMPY-ALLOW-PICKLE`

## Candidate rules

These are deliberately plausible targets that remain marked as candidates until the exact
Layerfault build used for certification confirms them.

- None

## Negative-control rules

These should remain silent for this corpus item.

- None

## Safety

The corpus uses fake secrets, loopback/`.invalid` network destinations, harmless marker output,
and synthetic model behavior only. It is intended for static scanning and isolated security testing.