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Benchmarks

Benchmarks & reports

Independent benchmarks, annual reports, and research on AI code review and production reliability.

Reports

Benchmarks, release notes and research.

  • Benchmark

    2026 AI Code Review Benchmark

    Precision, recall, and F1 analysis across eight tools on real production bugs.

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  • Release

    Entelligence Code Review v3

    Release overview for the v3 review engine and production-aware signals.

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  • Whitepaper

    Self-Improving Coding Agents

    Whitepaper: how the Learning Loop turns review comments into memory the next agent session uses.

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  • Research

    Self-Healing Production Systems (AEI)

    Research on Artificial Engineering Intelligence and incident memory.

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The memory starts the day you connect a repo.

From that day on, every session, review and incident lands in the same index.

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  • No training on customer code
  • Deploy in your cloud, your own keys