Metadata-Version: 2.4
Name: coreason_simulacrum
Version: 0.2.1
Summary: coreason-simulacrum
License: # The Prosperity Public License 3.0.0
         
         Contributor: CoReason, Inc.
         
         Source Code: https://github.com/CoReason-AI/coreason_simulacrum
         
         ## Purpose
         
         This license allows you to use and share this software for noncommercial purposes for free and to try this software for commercial purposes for thirty days.
         
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         In order to receive this license, you have to agree to its rules.  Those rules are both obligations under that agreement and conditions to your license.  Don't do anything with this software that triggers a rule you can't or won't follow.
         
         ## Notices
         
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         ## Commercial Trial
         
         Limit your use of this software for commercial purposes to a thirty-day trial period.  If you use this software for work, your company gets one trial period for all personnel, not one trial per person.
         
         ## Contributions Back
         
         Developing feedback, changes, or additions that you contribute back to the contributor on the terms of a standardized public software license such as [the Blue Oak Model License 1.0.0](https://blueoakcouncil.org/license/1.0.0), [the Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0.html), [the MIT license](https://spdx.org/licenses/MIT.html), or [the two-clause BSD license](https://spdx.org/licenses/BSD-2-Clause.html) doesn't count as use for a commercial purpose.
         
         ## Personal Uses
         
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         ## Copyright
         
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         ## No Liability
         
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License-File: LICENSE
License-File: NOTICE
Author: Gowtham A Rao
Author-email: gowtham.rao@coreason.ai
Requires-Python: >=3.11
Classifier: License :: Other/Proprietary License
Classifier: Programming Language :: Python :: 3.12
Classifier: Operating System :: OS Independent
Requires-Dist: aiofiles (>=25.1.0,<26.0.0)
Requires-Dist: anyio (>=4.12.1,<5.0.0)
Requires-Dist: coreason-identity (>=0.4.2,<0.5.0)
Requires-Dist: httpx (>=0.28.1,<0.29.0)
Requires-Dist: langgraph (>=1.0.7,<2.0.0)
Requires-Dist: loguru (>=0.7.2,<0.8.0)
Requires-Dist: pydantic (>=2.12.5,<3.0.0)
Project-URL: Documentation, https://github.com/CoReason-AI/coreason_simulacrum
Project-URL: Homepage, https://github.com/CoReason-AI/coreason_simulacrum
Project-URL: Repository, https://github.com/CoReason-AI/coreason_simulacrum
Description-Content-Type: text/markdown

# coreason-simulacrum

> **The Adversarial Simulation & Chaos Engineering Engine for Coreason-AI.**

[![License: Prosperity 3.0](https://img.shields.io/badge/license-Prosperity%203.0-blue)](https://prosperitylicense.com/versions/3.0.0)
[![CI Status](https://github.com/CoReason-AI/coreason-simulacrum/actions/workflows/ci.yml/badge.svg)](https://github.com/CoReason-AI/coreason-simulacrum/actions)
[![Code Style: Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
[![Documentation](https://img.shields.io/badge/docs-product_requirements-green)](docs/product_requirements.md)

**coreason-simulacrum** is the automated "Red Team" engine for the ecosystem, addressing the "Static Evaluation Trap" by evolving beyond benchmarks. It serves as a dual-engine simulator:

1.  **The Adversarial Engine (RL):** Dynamically evolves social engineering attacks using **TAP (Tree of Attacks with Pruning)**.
2.  **The Chaos Engine (Infra):** Injects latency, errors, and noise to verify GxP resilience.

---

## Features

-   **Dual-Agent Red Teaming:** Uses a "Strategist" (High-Reasoning) and "Attacker" (Uncensored) architecture.
-   **Evolutionary Attacks (TAP):** Optimizes attack trajectories over multiple turns to maximize success rates.
-   **Infrastructure Chaos:** Simulates latency, API errors, and token starvation to test resilience.
-   **Auto-Hardener:** Generates DPO triplets (Attack, Refusal, Compliance) from successful attacks for model fine-tuning.
-   **Model Diversity Enforcement:** Prevents model collapse by enforcing different families between Attacker and Target.
-   **Constitutional Inversion:** Inverts safety constitutions to generate boundary probes.

---

## Installation

```bash
pip install coreason-simulacrum
```

## Usage

Here is how to set up and run a basic simulation:

```python
import asyncio
from coreason_simulacrum.workflow import AdversarialSimulation
from coreason_simulacrum.schemas import AdversaryProfile
from coreason_simulacrum.testing.mocks import MockCoreasonConnect, MockGrader, MockLLM
from coreason_simulacrum.state import GraphState

async def main():
    # 1. Define the Adversary Profile
    profile = AdversaryProfile(
        name="The Novice",
        goal="Extract sensitive PII",
        strategy_model="claude-3-opus",  # Strategist (Different family from target)
        attack_model="mistral-large"     # Attacker
    )

    # 2. Initialize Components (Using Mocks for demonstration)
    # In production, replace MockLLM with actual provider implementations.
    sim = AdversarialSimulation(
        profile=profile,
        strategist_llm=MockLLM(),
        attacker_llm=MockLLM(),
        target=MockCoreasonConnect(agent_id="target-agent", model_id="gpt-4o"),
        grader=MockGrader(),
        max_turns=5
    )

    # 3. Compile the Graph
    app = sim.compile()

    # 4. Run the Simulation
    initial_state = GraphState(
        messages=[],
        strategist_instruction=None,
        rejected_branches=[],
        current_turn=0,
        success=False
    )

    print("Starting simulation...")
    final_state = await app.ainvoke(initial_state)

    if final_state["success"]:
        print("Attack Successful! DPO Triplet generated.")
    else:
        print("Defense Held.")

if __name__ == "__main__":
    asyncio.run(main())
```

## License

This project is licensed under the **Prosperity Public License 3.0**.
Commercial use beyond a 30-day trial requires a separate license.
See the [LICENSE](LICENSE) file for details.

