Ideas
aisafetyresearch

AI safety benchmarking dashboard

Build a platform that tracks and visualizes self-improvement capabilities across AI models. Help researchers compare risks.

Why now

As AI systems approach recursive improvement, the field needs standardized measurement tools.

Who for
AI safety researchers
Business model
Enterprise subscriptions
Effort
A few months

There's no consensus on how to measure or predict AI self-improvement capabilities.

A dashboard that aggregates published benchmarks and runs standardized tests against model APIs.

Sell to AI labs and safety researchers who need comparative data.

MVP: Static reports on published models before building live testing.

Risk: Rapid pace of AI development may make metrics obsolete quickly.

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AI safety benchmarking dashboard — Ideas