ARCHITECTURE / FRONTIER
continual-learning search atlas
Source-grounded workbench

Search the tradeoff, not a single winner.

Compare plasticity, retention, and efficiency as explicit dimensions. The frontier preserves real choices where no architecture dominates every constraint.

Load architecture candidates

Values are illustrative scenario inputs, not measured benchmarks. Edit the CSV to test a declared hypothesis.

AWAITING CANDIDATES
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Candidate search map

A frontier row is not a winner. It survives because another row cannot improve every declared dimension at once.

ArchitecturePlasticityRetentionEfficiencyResult
Load the sample and search to inspect candidates.

The source is a framework about search and adaptation. Attach measured evidence before using this comparison for a real architecture decision.

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