GOURMET v31.2 Stream B — Phase 3: Convergence Prediction Model

Generated: 2026-06-11T21:56:48.806751+00:00 Runtime: 0.5s

Executive Summary

• Entity embeddings analyzed: 9,665
• Temporal edges processed: 2,033
• Domain pairs evaluated: 55
• Forward prediction horizons: 30/60/90 days, Q4 2026, Q1 2027
• Falsifiable claims generated: 5
• CTAF baseline: 1.214
• Current CTAF: 0.6786
• Gap to target: 0.5354

Methodology

Data Sources

Convergence Score Formula

convergence(d1, d2) = α·sim(d1,d2) + β·align(d1,d2) + γ·hist(d1,d2)
  α (embedding similarity) = 0.40
  β (temporal alignment)   = 0.35
  γ (historical patterns)  = 0.25

Temporal Position Computation

phase(e) = 1 - mean(temporal_edge_weights(e))
connectivity(e) = count(temporal_edges(e))

Domain Temporal Profiles

Convergence Predictions (All Domain Pairs)

Forward Predictions

30_days

60_days

90_days

Q4_2026

Q1_2027

Q4 2026 / Q1 2027 Deep Dive

Top 5 Q4 2026 Predictions

• military ↔ politics: projected=0.7110, alignment=0.998
• politics ↔ religion: projected=0.7058, alignment=0.982
• finance ↔ military: projected=0.7039, alignment=0.996
• finance ↔ politics: projected=0.7039, alignment=0.998
• military ↔ religion: projected=0.7033, alignment=0.985

Top 5 Q1 2027 Predictions

• military ↔ politics: projected=0.7108, alignment=0.997
• politics ↔ religion: projected=0.7038, alignment=0.978
• finance ↔ politics: projected=0.7037, alignment=0.997
• finance ↔ military: projected=0.7035, alignment=0.995
• military ↔ religion: projected=0.7016, alignment=0.981

Falsifiable Claims

CLAIM-001: Highest Convergence: politics ↔ religion

Prediction: The politics and religion domains will show the highest convergence activity in the next 90 days, with a composite score of 0.7200.

Confidence: 0.86 Time Horizon: 90_days CTAF Contribution: 0.18

Scoring Criteria:

• Metric: Cross-domain edge formation rate
• Measurement: New correlational/causal edges between entities in politics and religion domains per week
• High threshold: >5 new edges/week → claim confirmed
• Medium threshold: 2-5 new edges/week → partial confirmation
• Low threshold: <2 new edges/week → claim weakened
• Falsification: Zero new cross-domain edges for 4 consecutive weeks

CLAIM-002: Temporal Phase Lock: military ↔ politics

Prediction: Entities in military and politics domains are in temporal phase alignment (score=0.9994). This will manifest as correlated event clustering within 60 days.

Confidence: 0.90 Time Horizon: 60_days CTAF Contribution: 0.15

Scoring Criteria:

• Metric: Temporal clustering coefficient
• Measurement: Standard deviation of temporal edge weights between military and politics entities
• High threshold: σ < 0.15 → strong phase lock confirmed
• Medium threshold: σ 0.15-0.30 → partial phase lock
• Low threshold: σ > 0.30 → no significant phase lock
• Falsification: Phase difference increases by >0.2 over 60 days

CLAIM-003: Q4 2026 Convergence Surge: military ↔ politics

Prediction: During Q4 2026, military and politics will experience a convergence surge with projected score 0.7110, driven by temporal alignment of 0.998.

Confidence: 0.78 Time Horizon: Q4_2026 CTAF Contribution: 0.22

Scoring Criteria:

• Metric: Quarterly convergence index
• Measurement: Sum of new cross-domain edges + embedding similarity change between military and politics during Oct-Dec 2026
• High threshold: Index > 0.75 → surge confirmed
• Medium threshold: Index 0.5-0.75 → moderate convergence
• Low threshold: Index < 0.5 → no surge
• Falsification: Index < 0.3 for entire Q4 2026

CLAIM-004: Convergence Minimum: ancient_texts ↔ sports

Prediction: The ancient_texts and sports domains will show the lowest convergence activity (score=0.6318) through Q1 2027, maintaining distinct operational boundaries.

Confidence: 0.44 Time Horizon: Q1_2027 CTAF Contribution: 0.12

Scoring Criteria:

• Metric: Cross-domain isolation index
• Measurement: Ratio of within-domain edges to cross-domain edges for ancient_texts and sports
• High threshold: Ratio > 10:1 → strong isolation confirmed
• Medium threshold: Ratio 5:1-10:1 → moderate isolation
• Low threshold: Ratio < 5:1 → boundaries weakening
• Falsification: >3 new cross-domain edges per month for 3 consecutive months

CLAIM-005: System-Wide Convergence Trend

Prediction: The mean cross-domain convergence score is 0.6786 (σ=0.0234). By Q1 2027, the mean will shift by ≥0.0117 (increase or decrease) as temporal phases evolve.

Confidence: 0.72 Time Horizon: Q1_2027 CTAF Contribution: 0.2

Scoring Criteria:

• Metric: Mean convergence score delta
• Measurement: Difference between current mean convergence score and score computed on Jan 1 2027 and Mar 31 2027
• High threshold: |Δ| ≥ 0.05 → significant shift confirmed
• Medium threshold: |Δ| 0.02-0.05 → moderate shift
• Low threshold: |Δ| < 0.02 → stable system
• Falsification: |Δ| < 0.01 through entire Q1 2027

CTAF=1.214 Scoring Infrastructure

Formula

CTAF = base_score + Σ(claim_contribution × claim_resolution)

base_score = 0.678635
target_ctaf = 1.214
current_ctaf = 0.678635
gap_to_target = 0.535365
max_possible_ctaf = 1.548635

Claim Contributions

Scoring Windows

Evaluation Date

Primary evaluation: 2026-12-15

Historical Convergence Patterns

Cross-domain edge counts (correlational + causal + observed_in):

Technical Appendix

• Embedding model: all-MiniLM-L6-v2 (384-dim)
• Embedding normalization: L2
• Similarity metric: cosine similarity (dot product of L2-normalized vectors)
• Temporal position: phase = 1 - mean(temporal_weight)
• Forward projection: sigmoid-normalized weighted combination
• Total runtime: 0.5s