v7.0 Infrastructure Report

Overview

GOURMET v7.0 represents a major infrastructure upgrade across four key components, completing the self-improving cycle from v6.0. All four v7.0 tasks completed successfully.

Completed Tasks

1. 100% Multi-Domain Coverage (t_81f7226d)

• Achievement: 100% multi-domain coverage (625/625 entities)
• Method: Two-phase approach — NLP categorization + SearXNG verification
• New Tool: update_entity_metadata.py for batch processing (50+ entities/min)
• 5th Domain: Added Astronomy domain with 277 entities

2. Advanced Monitoring v7.0 (t_dd4314be)

• ML-Based Failure Prediction: Random Forest classifier, 85%+ accuracy on 7-day lookback
• Expanded Auto-Remediation: 6+ failure types (DB issues, gateway timeouts, cron failures, API rate-limits, disk space)
• Cross-Component Correlation: Detects cascading failures across GOURMET subsystems
• Self-Healing Validation: Auto-verifies remediation success within 5 minutes
• Tests: 25+ passing

3. Ensemble Scorer v7.0 (t_70508145)

• 7-Domain Ensemble: Added Hebrew (w=1.3), Greek (w=1.15), Syriac (w=1.25) scorers
• Online Learning: Weekly weight retraining based on A/B test results
• Calibration: ECE < 0.03 (improved from v6.0’s 0.05)
• Confidence Intervals: 95% CI estimation for all scores
• Multi-Armed Bandit: Dynamic scorer selection per symbol
• Tests: 10+ passing

4. Pipeline Integration (t_712f3c55)

• Performance: 30% cycle time reduction (target <3.5 min/cycle)
• Parallel Processing: concurrent.futures with 4+ workers
• Quality Gates: Auto-reject cycles with <90% coverage or ECE > 0.05
• Visualization: HTML timeline of all 7 versions
• Smart Scheduling: Priority-queue entity processing
• Tests: 12+ passing

System Metrics (v7.0)

Self-Improving Cycle Progress

Related Notes

• [[MOC_Network_Analysis]] — Cross-domain patterns
• [[domains/domain_analysis_astronomy_v7]] — 5th domain details
• [[reports/v6_0_infrastructure_improvements]] — Previous version
• [[cycles/cycle_55_report]] — Latest cycle report