Rerun the analysis when new data lands and send the figures that changed
For a standing research question: the dot watches a data folder, reruns the notebook on each new file, flags anomalies and sends only the figures that moved.
Jev judge eval (1 score) over a fixed state : runnable via experimental_evaluate.
Community-reported results. Success rates appear after 10 approved reports. Copies are deduplicated per visitor each day. Starter workflows have not been independently tested.
Jev judge eval (1 score) over a fixed state : runnable via experimental_evaluate.
Copy this into Muse and replace anything in [square brackets] with your own details.
// Grade: technical explanation clarity — Jev judge eval (typesafe-ai/jev).
// An agent explains DNS propagation to a non-technical user; the judge scores clarity.
// Model: typesafe-ai/jev via the Vercel AI Gateway ($0.042/1M input tokens).
// Auth: set AI_GATEWAY_API_KEY (vck_…) in the environment — never paste the key here.
// For zero-data-retention / no-training workloads, add
// providerOptions: { gateway: { … } } to the evaluate call below.
import { experimental_evaluate } from 'ai';
const result = await experimental_evaluate({
model: 'typesafe-ai/jev',
state: "Answer: DNS changes need time to propagate because resolvers cache records per their TTL. Your A record had a 3600s TTL, so some visitors see the old IP for up to an hour. Nothing is broken — check again in 60 minutes, or flush your local cache with the steps below.",
questions: {
"clarity": {
"type": "score",
"instructions": "Score how clearly this explains the issue to a non-technical user. Higher is better.",
"criteria": [
"Jargon-only; a non-technical user learns nothing.",
"Correct but assumes background the user likely lacks.",
"Understandable with slight jargon, gives a timeline.",
"Plain language, concrete timeline, reassurance, and a next step."
]
}
},
});
console.log(JSON.stringify(result, null, 2));
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Sign in to join inFor a standing research question: the dot watches a data folder, reruns the notebook on each new file, flags anomalies and sends only the figures that moved.
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Reported by a Muse user on vercel.com (original post). Collected by the open-source EveryAI Muse field guide under the MIT licence. Sundog has not tested this workflow; results people report here appear on this page.