papa-lang 0.2.0

The AI-native language: swarm agents + HRS anti-hallucination

papa-lang

The AI-native language: swarm agents + HRS anti-hallucination.

Install

pip install papa-lang

Requires papa-guard (installed automatically).

Quick Start

import asyncio
from papa_lang import Orchestrator

async def main():
    orch = Orchestrator(base_url="http://localhost:8000", api_key="your-token")
    result = await orch.orchestrate("What is the capital of France?")
    print(result["response"])
    print(f"HRS: {result['hrs']}% — {result['verdict']}")

asyncio.run(main())

Exports

• Orchestrator — client for papa-app /orchestrate
• HRSMonitor — verdict logging interface
• HRSVerdict, OrchestrateResult, SwarmResult — types