Aggregate privacy: k-anonymity + differential privacy

One "team mood" source topic, two live.aggregate exports with identical reducers. The raw one publishes exact values on every submission. The protected one declares privacy: { k: 3, epsilon: 1.0, noise: 'laplace', strategy: 'hybrid' }: below 3 distinct contributors in the current one-minute round it simply does not move - the last published value is held, never replaced with a null or a marker, because the drop below k is itself the signal k-anonymity hides. At k it publishes with calibrated Laplace noise.

Submitting as Snappy Llama - open this page in two more browsers (or incognito windows) to cross k = 3.

How is your day? (each submission feeds both aggregates)

Raw (this round)

exact, every event

No submissions this round yet.

Protected (this round)

k = 3, Laplace noise

Held. Nothing has been published: fewer than 3 distinct contributors have fed this window since you subscribed.