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.
// Score: account churn-risk tier — Jev judge eval (typesafe-ai/jev).
// A top account cut seats 40% and went quiet; the judge tiers churn risk.
// 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: "Account: $96k ARR, renewal in 40 days. Signals: seats cut 40% last month, weekly active users down 60%, champion left (no replacement named), two support escalations unresolved, skipped last QBR.",
questions: {
"risk": {
"type": "choice",
"instructions": "Tier the churn risk of this account from the signals.",
"criteria": {
"high": "Multiple strong risk signals with renewal near — intervene now.",
"medium": "One or two warning signs worth watching this quarter.",
"low": "Healthy usage, engaged contacts, no negative signals."
}
}
},
});
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.
An organized catalog of relevant datasets with access, freshness, and licensing notes.
Review what the agent will be allowed to touch: browse the web, access account settings, confirm changes first. Ask Muse to show its plan and pause before anything that spends money, sends a message or changes an account.
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.