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: onboarding email quality — Jev judge eval (typesafe-ai/jev).
// An agent drafts a day-1 onboarding email; the judge scores 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: "Email: Welcome! Here are your 3 first steps: 1) connect your calendar (2 min), 2) invite one teammate, 3) run the sample project. Each links below. Reply to this email any time — a human reads every reply within a day.",
questions: {
"onboarding": {
"type": "score",
"instructions": "Score this onboarding email. Higher is better.",
"criteria": [
"Wall of text or zero clear actions.",
"Lists actions but no links, time estimates, or human fallback.",
"Clear actions with links, but no time framing or reply path.",
"Three crisp actions with links, time estimates, and a human reply path."
]
}
},
});
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.
An organized catalog of relevant datasets with access, freshness, and licensing notes.
Review what the agent will be allowed to touch: browse the web, send messages on your behalf, read email you connect, read and modify your calendar. 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.