Live benchmark data

Benchmark leaderboard.

Full results across all benchmark suites. Per-category breakdowns, system benchmarks, task-level evaluations, and the capability matrix.

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Belief Maintenance Benchmark

Overall scores.

Per-category breakdown

Where each system fails.

System benchmark

End-to-end scenarios.

Task-level evaluations

Downstream accuracy.

Does better memory capability translate to correct answers on real tasks?

Capability matrix

What each system can do.

Key findings

What the data shows.