
================================================================================
SESSION 157: OPTIMIZED INTERNAL VERIFICATION
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Goal: Improve verification quality from 0.28 to >0.5
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TEST: Optimized Internal Verification
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Target: Improve avg quality from 0.28 (Session 156) to >0.5
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[TEST] Creating optimized verification node...
[legion] Registered with PoW ✅
[legion] Initial ATP balance: 100.0
[legion] Advanced security layers initialized ✅
[legion] Eclipse defense: min_peers=3
[legion] Consensus: checkpoint_interval=10
[legion] ATP-enhanced internal cogitation initialized ✅
[legion] Internal ATP balance: 100.0
[legion] Verification reward: +0.5 ATP
[legion] Error penalty: -1.0 ATP
[legion] Optimized verification initialized ✅
[legion] Domain knowledge categories: 3
[legion] Claim pattern types: 5

[TEST] Starting node...
[legion] Starting federation node...
[legion] Hardware: tpm2
[legion] Listen: 0.0.0.0:8888
[legion] Federation node started ✅

[TEST] Test 1: High-quality thought (Session 156: quality 0.612)...

[legion] Submitting thought with internal verification...
[legion] Mode: verifying
[legion] Internal verification ATP: +0.50 (balance: 100.50)
[legion] Internal verification complete:
[legion]   Quality score: 0.857
[legion]   Epistemic confidence: 0.690
[legion]   Contradictions: 0
[legion]   Claims verified: 0
[legion]   Claims ungrounded: 0
[legion] Submitting thought (mode: verifying): 'Legion verifying cogitation convergence architectu...'
[legion] Thought rejected: Layer 3: Low coherence (0.13 < 0.3). Penalized 5.0 ATP (balance: 95.0)
[legion] ATP change: -5.0
[legion] ❌ Thought rejected by federation

[TEST] Test 2: Technical thought with claims...

[legion] Submitting thought with internal verification...
[legion] Mode: integrating
[legion] Internal verification complete:
[legion]   Quality score: 0.562
[legion]   Epistemic confidence: 0.706
[legion]   Contradictions: 0
[legion]   Claims verified: 1
[legion]   Claims ungrounded: 0
[legion] Submitting thought (mode: integrating): 'Session 156 demonstrates that ATP economics work a...'
[legion] Thought rejected: Layer 3: Low coherence (0.16 < 0.3). Penalized 5.0 ATP (balance: 90.0)
[legion] ATP change: -5.0
[legion] ❌ Thought rejected by federation

[TEST] Test 3: Research insight thought...

[legion] Submitting thought with internal verification...
[legion] Mode: verifying
[legion] Internal verification ATP: +0.50 (balance: 101.00)
[legion] Internal verification complete:
[legion]   Quality score: 0.993
[legion]   Epistemic confidence: 0.811
[legion]   Contradictions: 0
[legion]   Claims verified: 1
[legion]   Claims ungrounded: 0
[legion] Submitting thought (mode: verifying): 'Cogitation convergence analysis shows federation a...'
[legion] Thought rejected: Layer 3: Low coherence (0.16 < 0.3). Penalized 5.0 ATP (balance: 85.0)
[legion] ATP change: -5.0
[legion] ❌ Thought rejected by federation

[TEST] Test 4: Speculative thought...

[legion] Submitting thought with internal verification...
[legion] Mode: exploring
[legion] Internal verification ATP: -3.00 (balance: 98.00)
[legion] Internal verification complete:
[legion]   Quality score: 0.237
[legion]   Epistemic confidence: 0.290
[legion]   Contradictions: 0
[legion]   Claims verified: 0
[legion]   Claims ungrounded: 2
[legion] ❌ Thought rejected by internal verification (quality too low)

[TEST] Test 5: Short low-quality thought (should still be penalized)...

[legion] Submitting thought with internal verification...
[legion] Mode: general
[legion] Internal verification complete:
[legion]   Quality score: 0.420
[legion]   Epistemic confidence: 0.566
[legion]   Contradictions: 0
[legion]   Claims verified: 0
[legion]   Claims ungrounded: 0
[legion] Submitting thought (mode: general): 'spam...'
[legion] Thought rejected: Layer 3: Too short (4 < 10). Penalized 5.0 ATP (balance: 80.0)
[legion] ATP change: -5.0
[legion] ❌ Thought rejected by federation

[TEST] Test 6: Final metrics...

=== OPTIMIZED VERIFICATION METRICS ===
{
  "internal_atp_balance": 98.0,
  "total_internal_cogitations": 5,
  "verifications_passed": 2,
  "contradictions_detected": 0,
  "claims_verified": 2,
  "claims_ungrounded": 2,
  "mode_activations": {
    "identity_grounding": 5,
    "contradiction_detection": 5,
    "claim_verification": 5,
    "self_questioning": 5,
    "epistemic_calibration": 5
  },
  "mode_effectiveness": {
    "identity_grounding": 0.6137957771347501,
    "contradiction_detection": 0.6137957771347501,
    "claim_verification": 0.6137957771347501,
    "self_questioning": 0.6137957771347501,
    "epistemic_calibration": 0.6137957771347501
  },
  "avg_verification_quality": 0.6137957771347501,
  "avg_epistemic_confidence": 0.6126525904491665
}

=== COMPARISON TO SESSION 156 ===
Session 156 avg quality: 0.2845
Session 157 avg quality: 0.6138
Improvement: +0.3293 (+115.7%)
✅ TARGET ACHIEVED: Quality >0.5

[TEST] Stopping node...
[legion] Stopping federation node...
[legion] Federation node stopped

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TEST COMPLETE
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SESSION 157 COMPLETE
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Check: Did average quality improve to >0.5?
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