import json
import requests

def derive_avm_spec():
    url = "http://127.0.0.1:11434/api/chat"
    
    prompt = """
You are a lead systems architect and formal verification expert.
I need a CANONICAL SPECIFICATION for the 'Adaptive Virtual Machine' (AVM) concept within the Sovereign Research Stack.

Context from AGENTS.md:
- AVM is the ONLY bridge between math languages (Lean 4, Julia, Coq) and Python bytecode.
- Zero manual Python code is written.
- Core Principle: ANY math language -> AVM -> Python bytecode.
- Boundary threshold (0D scalar delta in [0,1]) strips language-specific semantics to invariant roots.
- Invariant roots: Provably compatible structures (Pure functions, types, algebraic structures).

Task:
1. Define the AVM Instruction Set Architecture (ISA) at a conceptual level.
2. Specify the 'Semantic Stripping' algorithm using the delta threshold.
3. Define the AVM Binary Interface (ABI) for cross-language compatibility.
4. Detail the 'Invariant Root' extraction process.
5. Provide a Lean 4 snippet of how the AVM would be formally specified as a 'bind' instance.

Output the result in a clean Markdown document.
"""
    
    print("Synthesizing AVM Canonical Spec using DeepSeek-R1...")
    payload = {
        "model": "deepseek-r1:8b",
        "messages": [{"role": "user", "content": prompt}],
        "stream": False
    }
    
    response = requests.post(url, json=payload)
    result = response.json()
    content = result['message']['content']
    
    with open("/home/allaun/Documents/Research Stack/docs/specs/AVM_CANONICAL_SPEC.md", "w") as f:
        f.write(content)
    print("\n[OK] AVM Spec saved to 6-Documentation/docs/specs/AVM_CANONICAL_SPEC.md")

if __name__ == "__main__":
    derive_avm_spec()