Research-Stack/5-Applications/scripts/eta_efficiency_alert.py

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#!/usr/bin/env python3
"""
η(χ) Field Efficiency Priority Alert — Targeted P0 Directive
Issues a specific P0 CRITICAL alert requiring the swarm to prove or refute
the Field Efficiency equation η(χ) — a child equation of Φ_universal.
"""
import sys
import json
import sqlite3
from datetime import datetime, timezone
from pathlib import Path
from typing import Dict, Any
sys.path.insert(0, str(Path(__file__).parent.parent.parent / "4-Infrastructure" / "infra"))
from lean_unified_shim import SwarmAPISystem
def issue_eta_alert() -> Dict[str, Any]:
"""
Issue P0 CRITICAL alert specifically for η(χ) verification.
This equation depends on Φ_universal being proven first.
"""
api = SwarmAPISystem()
timestamp = datetime.now(timezone.utc).isoformat()
alert_content = """
╔══════════════════════════════════════════════════════════════════════════════╗
║ η(χ) FIELD EFFICIENCY P0 CRITICAL ALERT ║
╚══════════════════════════════════════════════════════════════════════════════╝
TARGET: EQUATION #0.1 — η(χ) Field Efficiency (Child of Φ_universal)
STATUS: 🚧 P0 CRITICAL — CONJECTURE (DEPENDENT ON #0)
DATE: {timestamp}
DEPENDENCY: EQUATION #0 (Φ_universal) must be proven first
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
THE EQUATION
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
I · ln N
η(χ) = ───────────────────────────
H(χ) + αK(χ) + β∫₀ᵀ S(χ,t)dt
Where:
• I = information content (constructive)
• ln N = log of node cardinality
• H(χ) = Hamiltonian/Energy at state χ (destructive)
• K(χ) = Curvature term at state χ (geometric penalty)
• S(χ,t) = Entropy density over time (temporal accumulation)
α, β = weighting coefficients
• T = time horizon
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
CRITICAL FINDINGS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
⚠ MISSING: This equation was NOT in MATH_MODEL_MAP-42126.md
⚠ DEPENDENCY: Cannot be proven until Φ_universal (EQUATION #0) is proven
⚠ APPLICATION: Blocks Field Solver and Compression Optimization
⚠ STATUS: Documented but UNPROVEN (conjecture status)
This is a SPECIALIZED FORM of Φ_universal for single-state efficiency measurement.
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
PARENT-CHILD RELATIONSHIP
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Φ_universal (EQUATION #0) = Σ χ η(χ) · cost(χ)
└─► η(χ) (EQUATION #0.1) = I·lnN / cost(χ)
Where cost(χ) = H(χ) + αK(χ) + β∫₀ᵀ S(χ,t)dt
SEQUENCE REQUIREMENT:
1. Prove Φ_universal first (EQUATION #0)
2. Then derive η(χ) as specialization
3. Finally prove bounds: 0 ≤ η(χ) ≤ 1
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
REQUIRED PROOFS (Triumvirate Assignment)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
BUILDER → manifold_reg (ADD clock)
────────────────────────────────────
□ Implement fieldEfficiency in Lean (Q16_16)
□ Define structure FieldEfficiencyParams
□ Implement temporal integral ∫₀ᵀ S(χ,t)dt in Q16_16
□ Handle division-by-zero edge cases
WARDEN → stark_trace & warden_valid (SUBTRACT clock)
──────────────────────────────────────────────────────
□ Prove 0 ≤ η(χ) ≤ 1 (bounded efficiency)
□ Verify convexity properties
□ Check behavior at extrema (χ→0, χ→∞, T→0, T→∞)
□ Validate dimensional consistency
□ Confirm numerical stability in Q16_16
JUDGE → heatsink_halt (PAUSE clock)
───────────────────────────────────
□ Adjudicate dependency on Φ_universal proof
□ Verify parent-child relationship formally
□ Confirm no 'sorry' in committed code
□ Approve or reject for Field Solver deployment
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
DEPENDENT SYSTEMS (Blocked Pending Proof)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
PRIORITY 1: Field Solver (RISC-V opcodes)
→ Optimization target = maximize η(χ)
→ Cannot optimize without proven bounds
PRIORITY 2: Compression Mechanics
→ Efficiency metric = achieved η(χ)
→ Cannot compare codecs without normalized metric
PRIORITY 3: Swarm Competition Scoring
→ Agent score = η(agent_state)
→ Cannot rank agents without valid metric
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
LEAN SPECIFICATION TEMPLATE
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
namespace Semantics.FieldEfficiency
open Semantics.Q16_16
structure FieldEfficiencyParams where
I : Q16_16 -- Information content
N : Nat -- Node cardinality
H : Q16_16 -- Hamiltonian/Energy
K : Q16_16 -- Curvature term
S : Nat → Q16_16 -- Entropy density (discretized)
alpha : Q16_16 -- Curvature weight
beta : Q16_16 -- Entropy weight
T : Nat -- Time horizon (discretized)
def integrateEntropy
(S : Nat → Q16_16) (T : Nat) : Q16_16 :=
-- Discrete approximation of ∫₀ᵀ S(χ,t)dt
∑ t in range T, S t
def fieldEfficiency (params : FieldEfficiencyParams) : Option Q16_16 :=
let numerator := params.I * lnQ16 params.N
let integral := integrateEntropy params.S params.T
let denominator := params.H + params.alpha*params.K + params.beta*integral
-- Handle division by zero
if denominator = 0 then none
else some (numerator / denominator)
-- Required proofs (after Φ_universal is proven)
theorem fieldEfficiencyBounded (params : FieldEfficiencyParams)
(h : fieldEfficiency params ≠ none)
(h_cost : params.H + params.alpha*params.K +
params.beta*(integrateEntropy params.S params.T) > 0)
(h_info : params.I * lnQ16 params.N ≤
params.H + params.alpha*params.K +
params.beta*(integrateEntropy params.S params.T)) :
fieldEfficiency params ≤ some 1 := by
sorry -- BLOCKED: Requires Φ_universal proof first
theorem fieldEfficiencyNonNegative (params : FieldEfficiencyParams)
(h : fieldEfficiency params ≠ none) :
fieldEfficiency params ≥ some 0 := by
sorry -- BLOCKED: Requires Φ_universal proof first
-- Correspondence with parent equation
theorem fieldEfficiencyCorrespondsToUniversal
(univ : UniversalFieldParams) (chi : State)
(eff : FieldEfficiencyParams)
(h_equiv : eff.I * lnQ16 eff.N = Φ_constructive univ chi)
(h_cost : eff.H + eff.alpha*eff.K +
eff.beta*(integrateEntropy eff.S eff.T) = Φ_destructive univ chi) :
fieldEfficiency eff = etaFromUniversal (phiUniversal univ) chi := by
sorry -- BLOCKED: Requires phiUniversal definition
end Semantics.FieldEfficiency
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
BLOCKED STATUS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
This alert is DEPENDENT on EQUATION #0 (Φ_universal).
SWARM PROTOCOL:
1. Complete Φ_universal proof (EQUATION #0)
2. Then unlock η(χ) proofs (EQUATION #0.1)
3. Both must pass Triumvirate consensus
DO NOT attempt η(χ) proofs until Φ_universal is complete.
The dependency chain must be respected.
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
SWARM DIRECTIVE: PROVE PARENT FIRST. THEN PROVE CHILD.
η(χ) is the efficiency lens through which all optimization occurs.
Without it, the Field Solver, Compression, and Swarm Scoring are ad-hoc.
""".format(timestamp=timestamp)
# Store in priority_alerts table
if api.conn:
cursor = api.conn.cursor()
cursor.execute("""
CREATE TABLE IF NOT EXISTS priority_alerts (
entity_id TEXT PRIMARY KEY,
subject TEXT,
name TEXT,
statement TEXT,
proof_status TEXT,
formal_status TEXT,
priority TEXT,
requires_immediate_action BOOLEAN,
depends_on TEXT,
created_at TEXT
)
""")
cursor.execute("""
INSERT OR REPLACE INTO priority_alerts
(entity_id, subject, name, statement, proof_status, formal_status,
priority, requires_immediate_action, depends_on, created_at)
VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
""", (
f'ETA_EFFICIENCY_P0_{timestamp.replace(":", "_")}',
'critical_audit',
'[P0] η(χ) Field Efficiency Verification Required',
alert_content,
'conjecture',
'blocked_by_dependency',
'P0',
True,
'PHI_UNIVERSAL_P0', # Depends on Φ_universal
timestamp
))
api.conn.commit()
return {
'success': True,
'alert_type': 'η(χ) Field Efficiency P0 Critical',
'timestamp': timestamp,
'equation': 'η(χ) = I·lnN / (H(χ) + αK(χ) + β∫₀ᵀ S(χ,t)dt)',
'depends_on': 'EQUATION #0 (Φ_universal)',
'status': 'BLOCKED_PENDING_PARENT_PROOF'
}
else:
return {
'success': False,
'error': 'Database not connected',
'alert_printed': True
}
def main():
print("="*70)
print("η(χ) FIELD EFFICIENCY TARGETED ALERT")
print("="*70)
print()
result = issue_eta_alert()
if result['success']:
print(f"[✓] {result['alert_type']}")
print(f" Timestamp: {result['timestamp']}")
print(f" Equation: {result['equation']}")
print(f" Status: {result['status']}")
print(f" Depends on: {result['depends_on']}")
print()
print("="*70)
print("The swarm has been notified of η(χ) verification requirement.")
print()
print("⚠ IMPORTANT: This is BLOCKED until Φ_universal is proven.")
print(" Sequence: #0 (Φ_universal) → #0.1 (η(χ))")
print("="*70)
else:
print(f"[✗] Error: {result.get('error', 'Unknown')}")
if result.get('alert_printed'):
print("Alert content logged to console.")
return result
if __name__ == '__main__':
main()