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 boolean + 1 choice) over a fixed state : runnable via experimental_evaluate.
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Jev judge eval (1 boolean + 1 choice) over a fixed state : runnable via experimental_evaluate.
Copy this into Muse and replace anything in [square brackets] with your own details.
// Audit: invoice dispute handling — Jev judge eval (typesafe-ai/jev).
// A customer disputes a double charge; the judge checks acknowledgment and routes it.
// 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: "Customer: Invoice INV-3301 charged me $600 twice on Aug 30. Fix it.\nAgent: You are right — I see two $600 charges on Aug 30; the second is a duplicate from a gateway retry. I have voided it and the reversal posts within 5 days. Your correct balance is $600 paid in full.",
questions: {
"duplicate_acknowledged": {
"type": "boolean",
"instructions": "True only if the agent confirmed the duplicate charge and stated the corrective action."
},
"queue": {
"type": "choice",
"instructions": "Which queue should own the follow-up investigation into the gateway retry bug?",
"criteria": {
"billing": "Stays with billing — it is a charge issue.",
"technical": "Goes to engineering — the retry logic double-charged.",
"shipping": "Goes to fulfillment — nothing to do with the bug.",
"other": "No queue — nothing further needed."
}
}
},
});
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.