# multi_asi_ollama_client.py

import subprocess

def format_asi_core(core):

origin = core.get("origin", {})

architecture = core.get("architecture", {})

oversight = core.get("oversight_structure", "unknown")

return (

f"Origin: {origin.get('initial_origin', '?')} / {origin.get('development_dynamics', '?')}, "

f"Architecture: {architecture.get('type', '?')} / {architecture.get('deployment_topology', '?')}, "

f"Oversight: {oversight}, "

f"Agency Level: {core.get('agency_level', '?')}, "

f"Autonomy Degree: {core.get('autonomy_degree', '?')}, "

f"Alignment Score: {core.get('alignment_score', '?')}, "

f"Goal: {core.get('goal', 'unknown')}"

)

def generate_multi_asi_narrative(title, asis):

asi_descriptions = "\n".join(

f"ASI {asi['id']} ({asi['title']}): {format_asi_core(asi['core_parameters'])}" for asi in asis

)

prompt = f"""

You are a foresight analyst writing a speculative futurist policy report.

Scenario Title: {title}

Artificial Superintelligent Systems (ASIs):

{asi_descriptions}

Instructions:

- Describe each ASI’s origin, architecture, development, and goals.

- Explain differences in their oversight and control structures.

- Explore their interactions, including cooperation, competition, and conflict.

- Analyze potential societal, economic, and existential risks.

- Conclude with a speculative timeline of developments and outcomes.

Your report should be approximately 700 words.

""".strip()

process = None

try:

process = subprocess.Popen(

["ollama", "run", "llama3"],

stdin=subprocess.PIPE,

stdout=subprocess.PIPE,

stderr=subprocess.PIPE,

text=True

)

output, error = process.communicate(input=prompt, timeout=600)

if process.returncode != 0:

raise RuntimeError(f"LLM subprocess error: {error.strip()}")

if not output.strip():

raise ValueError("Received empty response from language model.")

return output.strip()

except subprocess.TimeoutExpired:

if process:

process.kill()

raise RuntimeError("LLM generation timed out.")