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optimizationperformancepromotiongene-architectureautomation
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Auto Optimizer Tool

Overview

Self-optimization engine for the Gene Architecture. Analyzes agent performance from evaluation scores, computes aggregate statistics by template/gene type/cost tier, and auto-promotes versions meeting quality thresholds to production.

Available Operations

Analyze

  • Analyze - Performance breakdown by template, gene type, and cost tier
  • Returns aggregate scores with counts for each dimension

Promote

  • Promote - Auto-promote best-performing versions to production
  • Thresholds: >=10 evaluations, avg >= 4.0, 10% improvement, 5% regression check
  • Supports dry-run mode for safe preview
  • Logs promotion decisions to thoughts/architecture/

Report

  • Report - Full optimization report with promotion candidates
  • Shows each template's status, versions, eval count, and promotion eligibility

Genes

  • Genes - Performance breakdown by gene type (gene, utility, soul) and cost tier
  • Helps identify which gene categories perform best

Parameters

ParameterTypeRequiredDescription
operationstringYesOne of: analyze, promote, report, genes
hoursnumberNoLookback window in hours (default: 168 = 7 days)
dryRunbooleanNoPreview changes without applying (default: false)

Promotion Thresholds

  • Minimum evaluations: 10
  • Minimum average score: 4.0/5
  • Must beat production by 10% improvement
  • Must not regress any metric by 5%

Use Cases

  • Automated agent version promotion
  • Performance tracking across gene types
  • Cost-tier optimization analysis
  • Architecture decision logging