#!/usr/bin/env python3
# ==============================================================================
# COPYRIGHT NO ONE EVERYWHERE LLC (WYOMING HOLDING COMPANY)
# PROJECT: SOVEREIGN STACK
# This artifact is entirely proprietary and cryptographically proven.
# Open-Source usage requires explicit permission from Brandon Scott Schneider.
# ==============================================================================
import json
import math
from datetime import datetime, timezone
from pathlib import Path
from typing import Dict, List, Any

# UNIVERSE CONSTANTS (from nd_gauntlet_live.html)
AETHER_FLOOR = 0.5
AXES = ['content_hash', 'tier', 'kind', 'meta', 'omega', 'primitive']

def fnv32(s: str) -> int:
    """Implement FNV-1a 32-bit hash logic from nd_gauntlet_live.html."""
    h = 0x811c9dc5
    for char in s:
        h ^= ord(char)
        h = (h * 0x01000193) & 0xFFFFFFFF
    return h

def claim_to_nd_vector(claim_text: str, claim_id: str) -> Dict[str, List[int]]:
    """Implement 384-spin N-D vector generation logic from nd_gauntlet_live.html."""
    vectors: Dict[str, List[int]] = {}
    for axis in AXES:
        seed = fnv32(f"{axis}:{claim_id}:{claim_text[:200]}")
        spins: List[int] = []
        s_val = seed
        for _ in range(64):
            # Xorshift-style PRNG from the gauntlet JS
            s_val = ((s_val << 13) ^ s_val) & 0xFFFFFFFF
            s_val = ((s_val >> 17) ^ s_val) & 0xFFFFFFFF
            s_val = ((s_val << 5) ^ s_val) & 0xFFFFFFFF
            spins.append(1 if (s_val & 1) else -1)
        vectors[axis] = spins
    return vectors

def main() -> None:
    claim_id = "Q11"
    domain = "HUMANITY_5D_ARCHETYPES"
    # Research Question formulation
    claim_text = (
        "Humanity-AI collaboration mapped to a 5D manifold via five personality archetypes: "
        "Explorer (discovery), Orchestrator (integration), Craftsperson (fidelity), "
        "Architect (theory), and Adapter (flexibility). AETHER_floor stability at 0.5 "
        "represents the equilibrium point of cognitive-systemic resonance."
    )

    print(f"[*] Encoding Claim {claim_id}...")
    vectors = claim_to_nd_vector(claim_text, claim_id)
    
    # Calculate initial metrics
    all_spins: List[int] = [s for axis in AXES for s in vectors[axis]]
    p_up = len([s for s in all_spins if s == 1]) / len(all_spins)
    p_dn = 1.0 - p_up
    
    entropy = -(p_up * math.log2(p_up) + p_dn * math.log2(p_dn)) if 0 < p_up < 1 else 0.0
    magnetization = abs(sum(all_spins) / len(all_spins))
    aether_error = abs(entropy - AETHER_FLOOR)

    status = "SINGULARITY" if aether_error < 0.05 else "PLASMA"

    manifest: Dict[str, Any] = {
        "claim_id": claim_id,
        "domain": domain,
        "encoded_utc": datetime.now(timezone.utc).isoformat(),
        "text": claim_text,
        "encoding": {
            "spin_dimensions": len(all_spins),
            "axes": AXES,
            "vectors": vectors,
        },
        "metrics": {
            "entropy_s": round(entropy, 6),
            "magnetization_m": round(magnetization, 6),
            "aether_floor_target": AETHER_FLOOR,
            "aether_error": round(aether_error, 6),
            "status": status
        }
    }

    out_path = Path("5-Applications/out/q11_research_encoding.json")
    out_path.parent.mkdir(parents=True, exist_ok=True)
    out_path.write_text(json.dumps(manifest, indent=2) + "\n", encoding="utf-8")
    
    print(f"[+] Encoding Complete.")
    print(f"    Entropy S: {entropy:.6f}")
    print(f"    Aether Error: {aether_error:.6f}")
    print(f"    Status: {status}")
    print(f"    Manifest written to {out_path}")

if __name__ == "__main__":
    main()