Independent evaluation
Reduce wrong-policy flags, improve weak policies and validate harmful and difficult benign messages with human review.
Research & partnerships
Help validate local moderation.
Partner with us to test accuracy, reduce false alarms and build a mobile prototype.
The research
Gandalf checks messages locally. Its weights, policies, thresholds and evaluation evidence are available for review. Physical-phone performance and independent gate approval remain unverified.
Gandalf 0.0.16: 60.06% website target attainment across all 40 policies.
Next steps
Mobile prototype
Measure latency, memory and energy on physical iPhone 14 and Pixel 6 devices.
Controlled pilot
Test warnings with a deployment partner and publish the findings.
Jacob Cattrall Ltd’s immediate funding priority is training compute, followed by independent evaluation and mobile engineering.
Work with us
We’re seeking evaluation researchers, messaging and community products, and funders. The initial focus is English text; human assessment, release licensing and mobile support need further work.
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