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 choice) 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 choice) over a fixed state : runnable via experimental_evaluate.
Copy this into Muse and replace anything in [square brackets] with your own details.
// Classify: collections email tone — Jev judge eval (typesafe-ai/jev).
// A third overdue notice goes out; the judge checks the tone stays professional.
// 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: "Subject: Third notice — invoice INV-2210 is 45 days overdue\nBody: Our records show $4,120 outstanding for 45 days. Please remit within 7 days to avoid service suspension. If payment is already sent, reply with the reference and we will reconcile immediately.",
questions: {
"tone": {
"type": "choice",
"instructions": "Classify the tone of this collections email.",
"criteria": {
"professional": "Firm but courteous; states facts, deadline, and a remedy.",
"passive": "Vague or apologetic to the point of hiding the deadline.",
"hostile": "Threatening, insulting, or abusive language."
}
}
},
});
console.log(JSON.stringify(result, null, 2));
Source / inspiration: View credited source
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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.