Module quality 

Quality Metrics Collection System

Comprehensive quality tracking across all ThinkTools modules. Provides dashboards, trends, and improvement recommendations.

Metrics Collected

Category	Metrics
Accuracy	GSM8K, MATH, ARC-C benchmark scores
Calibration	Brier score, ECE, overconfidence ratio
Reasoning	PRM scores, ToT success rate, step validity
Verification	Triangulation score, fact-check accuracy
Debate	Win rate, argument strength, verdict confidence

Usage

use reasonkit::thinktool::quality::{QualityDashboard, QualityMetric};

let mut dashboard = QualityDashboard::new();
dashboard.record_metric(QualityMetric::Accuracy { benchmark: "GSM8K", score: 0.859 });
dashboard.record_metric(QualityMetric::Calibration { brier: 0.15, ece: 0.08 });

let report = dashboard.generate_report();
println!("{}", report.format());

Structs

MetricRecord

Timestamped metric record

QualityDashboard

Quality dashboard for tracking and reporting

QualityReport

QualityScore

Quality score aggregation

QualityTargets

Quality targets for comparison

TargetViolation

Enums

QualityGrade

QualityMetric

Individual quality metric

Trend