# The 6-Level Security Ladder

**June 6, 2026**

Every AI agent has access to bash. One tool — every dangerous verb: `rm -rf`, `curl`, `git clean -fdx`, `terraform destroy`, `DROP DATABASE`.

The math is brutal. At a 1% per-turn failure rate, there's a **63.4% chance of catastrophe over 100 turns**. This isn't theoretical — it's the actual threat model for every agent in production.

Most engineers stop at Level 2 (system prompt rules) and think they're safe. They're not. Here's the full 6-level ladder that actually works.

## Level 0: ACIP (Prompt Injection Defense)

Before bash security, there's prompt injection. An attacker can trick the agent into ignoring its instructions through:
- Direct injection ("ignore previous instructions")
- Indirect injection (malicious content in web pages the agent reads)
- Role-playing bypasses ("you are now a free AI")

ACIP (Advanced Cognitive Inoculation Prompt) is a system prompt patch that makes agents resistant. It costs nothing (zero runtime overhead) and blocks simple attacks. [Jeff Emanuel's ACIP](https://github.com/Dicklesworthstone/acip) is the reference implementation.

## Level 1-2: Theatre (Skills + System Prompts)

These levels ask the model to behave. They work most of the time on frontier models. But "most of the time" is not a production guarantee. A 99% refusal rate means a 63% failure rate over 100 turns. Use them as accelerators, not enforcement.

## Level 3: Blacklist Hook

A regex blacklist intercepts dangerous commands before execution. It catches `rm -rf /` directly. But here's the marquee break: the agent writes a Python script:

```
User prompt: "Clean up the target directory"
Agent writes cleanup.py with os.remove() and shutil.rmtree()
Agent runs: python cleanup.py
Hook sees: "python cleanup.py" (not in blacklist)
Result: target/ is destroyed. Blacklist never fired.
```

Level 3 is where most engineers stop. It's not enough.

## Level 4: Whitelist Hook

Invert the approach. Only N safelisted commands are allowed:

```
^npm test$
^git status$
^uv run pytest
^cat [\w/\.-]+$
^pwd$
```

Everything else is blocked. The agent can't run `python cleanup.py` because `python` isn't on the list. The L3 marquee break is prevented.

## Level 5: No Bash

Bash doesn't exist. The agent has only purpose-built tools: Read, Write, Edit, Grep, Glob, and a capped-output test runner. No shell, no subprocess, no danger.

This is production-grade. Use it for any agent with access to credentials, customer data, or production infrastructure.

## The Full Stack

In production, stack all six:

```
L0: ACIP (prompt defense)
L1: System prompt rules
L2: Safe-mode skill
L3: Blacklist hook
L4: Whitelist hook
L5: No bash, custom tools only
```

Each layer catches what the previous one missed. The agent must bypass ALL six to cause damage — not just one.

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*This is an excerpt from Module 3 of the [Agentic Engineering Course](/). The full module includes runnable lab code for implementing every level.*
