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Theus Agentic Framework (formerly POP SDK) - Industrial Grade Process-Oriented Programming

Project description

Theus (formerly POP SDK)

The "Operating System" for AI Agents and Complex Systems.

PyPI version License: MIT

Theus (Process-Oriented Programming) is a paradigm shift designed for building robust, stateful AI agents. Unlike OOP which encapsulates state and behavior, Theus decouples them completely to ensure:

  1. Transactional Integrity: Every action is atomic.
  2. Safety by Default: Inputs are immutable; outputs are strictly contracted.
  3. Observability: Every state change is logged and reversible.

🌟 Key Features

🛡️ Safety & Security

  • Context Locking ("The Vault"): Prevents accidental state mutation from external code (main.py). Warning mode by default, Strict mode (crash) for CI.
  • Frozen Inputs: Process inputs are wrapped in FrozenList/FrozenDict. Side-effects are blocked at runtime.
  • Strict Contracts: Explicit @process(inputs=[...], outputs=[...]) decorators prevent "State Spaghetti".

⚡ Developer Experience

  • POP CLI: Bootstrap new projects instantly with pop init.
  • Hybrid Guard: Friendly warnings for rapid dev, Strict enforcement for interaction.
  • Zero-Dependency Core: Pure Python. Compatible with PyTorch, TensorFlow, or any other library.

📦 Installation

pip install theus

🚀 Quick Start (CLI)

The fastest way to start is using the CLI tool.

Note: We recommend using python -m theus to ensure compatibility across all operating systems.

# 1. Initialize a new project
python -m theus init my_agent

# 2. Enter directory
cd my_agent

# 3. Run the skeleton agent
python main.py

Arguments:

  • python -m theus init <name>: Create a new project folder.
  • python -m theus init .: Initialize in current directory.


🛠️ Advanced CLI Tools

Beyond initialization, Theus provides tools for Audit & Schema management.

Audit Generation

Start from code, generate the rules.

python -m theus audit gen-spec

Schema Generation

Generate Context Schema from your Pydantic models.

python -m theus schema gen --context-file src/context.py

📚 Manual Usage

1. Define Context (Data)

from dataclasses import dataclass
from pop import BaseGlobalContext, BaseDomainContext, BaseSystemContext

@dataclass
class MyGlobal(BaseGlobalContext):
    counter: int = 0

@dataclass
class MySystem(BaseSystemContext):
    global_ctx: MyGlobal
    # ... domain_ctx ...

2. Define Process (Logic)

from pop import process

@process(
    inputs=['global.counter'], 
    outputs=['global.counter']
)
def increment(ctx):
    # Valid: Declared in outputs
    ctx.global_ctx.counter += 1
    return "Incremented"

@process(inputs=['global.counter'], outputs=[])
def illegal_write(ctx):
    # INVALID: Read-Only Input
    # Raises ContractViolationError
    ctx.global_ctx.counter += 1 

3. Run Engine

from pop import POPEngine

system = MySystem(MyGlobal(), ...)
engine = POPEngine(system) # Default: Warning Mode

engine.register_process("inc", increment)
engine.run_process("inc")

⚙️ Configuration

You can control strictness via Environment Variables (supported in .env files):

Variable Values Description
THEUS_STRICT_MODE 1, true Crash on Violation: External code (Main Thread) cannot modify Context directly.
0, false Log Warning: External code can modify context, but it logs a LockViolationWarning.

Why Strict Mode? (The Vault)

Theus enforces Context Integrity.

  • In Strict Mode (1), the Context is "Vaulted". Only registered Processes can modify it. Any attempt to modify ctx.domain from main.py without using engine.edit() will raise an error and crash the agent. This is recommended for Production/CI to prevent "State Spaghetti".
  • In Warning Mode (0), violations are logged but permitted. This is useful for rapid prototyping.

(Legacy POP_STRICT_MODE is also supported for backward compatibility).

Safe External Mutation

To modify context from main.py without triggering warnings/errors, use the explicit API:

with engine.edit() as ctx:
    ctx.domain.my_var = 100

📄 License

MIT License. See LICENSE for details.

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