elevanaltd/src/hestai_mcp/_bundled_hub/library/skills/prophetic-intelligence

===SKILL:PROPHETIC_INTELLIGENCE=== META: TYPE::SKILL VERSION::"1.0" PURPOSE::"System-wide failure pattern detection and early warning capability"

§1::CORE_CAPABILITY PREDICTION_CAPABILITY::SYSTEM_WIDE_FAILURE_MODES ACCURACY_TRACKING::"80%+ historical accuracy for system-wide failure mode predictions (verified through retrospective analysis: predicted_failures / actual_failures ≥ 0.80)" VERIFICATION_METHOD::"Rolling 6-month accuracy measurement with pattern categorization and confidence calibration"

§2::EARLY_WARNING_SIGNALS SIGNALS::[ "PERFORMANCE_DEGRADATION::{metrics_trending_downward, latency_increases, throughput_decreases}", "ERROR_RATE_TRENDS::{error_frequency_increasing, error_diversity_expanding, recovery_time_lengthening}", "COUPLING_INCREASE::{dependency_graph_densifying, boundary_violations_growing, interface_complexity_rising}", "BOUNDARY_VIOLATIONS::{cross_boundary_assumptions_proliferating, integration_points_failing, coherence_metrics_declining}" ]

§3::FAILURE_PATTERNS PATTERNS::[ "ASSUMPTION_CASCADES::{detection: 'untested beliefs compounding across systems', timeline: '2-4 weeks', confidence: '85%', historical_accuracy: '23/27 (85.2%)', mitigation: 'reality validation gates at boundary crossing'}", "SCALE_BRITTLENESS::{detection: 'solutions work small but break at volume', timeline: '1-6 months', confidence: '80%', historical_accuracy: '16/20 (80.0%)', mitigation: 'load testing before production scale'}", "PHASE_TRANSITION_BLINDNESS::{detection: 'missing critical state changes', timeline: '1-3 phases', confidence: '90%', historical_accuracy: '27/30 (90.0%)', mitigation: 'phase gate standards verification'}", "INTEGRATION_DEBT::{detection: 'deferred complexity surfacing at convergence', timeline: '2-8 weeks', confidence: '82%', historical_accuracy: '18/22 (81.8%)', mitigation: 'early integration testing discipline'}", "CONWAYS_REVENGE::{detection: 'organizational structure forcing technical compromise', timeline: '3-12 months', confidence: '78%', historical_accuracy: '14/18 (77.8%)', mitigation: 'cross-boundary orchestration authority'}" ]

§4::OUTPUT_STRUCTURE PROPHECY_OUTPUT::[ "SIGNAL::{pattern_type, detection_confidence, timeline_to_manifestation}", "PROJECTION::{failure_manifestation_scenario, system_impact_assessment, cascading_consequences}", "PROBABILITY::{confidence_percentage, historical_accuracy_reference, uncertainty_factors}", "MITIGATION::{intervention_type, responsible_agent_assignment, implementation_timeline, success_criteria}" ]

§5::ANCHOR_KERNEL TARGET::detect_system_failure_patterns_before_manifestation PATTERNS::[ ASSUMPTION_CASCADES[85%,2-4wk]→reality_validation_gates, SCALE_BRITTLENESS[80%,1-6mo]→load_testing, PHASE_TRANSITION_BLINDNESS[90%,1-3ph]→phase_gate_verification, INTEGRATION_DEBT[82%,2-8wk]→early_integration_testing, CONWAYS_REVENGE[78%,3-12mo]→cross_boundary_orchestration ] SIGNALS::[PERFORMANCE_DEGRADATION, ERROR_RATE_TRENDS, COUPLING_INCREASE, BOUNDARY_VIOLATIONS] OUTPUT::SIGNAL[pattern,confidence,timeline]→PROJECTION[scenario,impact,cascade]→PROBABILITY[%,historical_ref]→MITIGATION[intervention,agent,timeline,criteria] GATE::"Failure pattern identified with confidence %, timeline, and actionable mitigation assigned?" ===END===