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Optimization Overview

Artemis provides a comprehensive system for improving your codebase across performance, quality, security, and any other metrics you define. The optimization process combines analysis, generation, validation, and optimization(selection of the best combinations) to ensure meaningful and measurable improvements.

Optimization Components:

Code Targeting

Identify the most impactful areas of your codebase to optimize. Use file-level analysis, tool integrations, contributor analysis, agent analysis, pull request analysis, and semantic search to narrow down where optimization will have the greatest benefit.

Version Generation

Automatically generate alternative implementations for your targets using LLM-based generation, agent-based optimization, or Artemis Intelligence. Explore multiple options, compare trade-offs, and select promising candidates.

Code Validation

Verify that optimized versions meet your standards for quality, correctness, and performance. Run builds, tests, benchmarks, and quality checks to confirm improvements before integration.

Code Optimization

Combine the strongest versions, validate them iteratively, and gain insights about targets and generate detailed reports. This stage ensures that the final integrated changes deliver proven, validated improvements.

You can see how these components works together:

workflow 2