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: changelog headline strength — Jev judge eval (typesafe-ai/jev).
// An agent writes a changelog headline; 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: "Headline: Various improvements and bug fixes.\nBody: Export to CSV is 10x faster, SSO is now self-serve, and the mobile crash on iOS 17 is fixed.",
questions: {
"headline": {
"type": "score",
"instructions": "Score this changelog headline against its body. Higher is better.",
"criteria": [
"Generic filler that says nothing (e.g. various improvements).",
"Hints at content but buries the lead.",
"Names the biggest change but undersells the rest.",
"Specific, benefit-led, and earns the click."
]
}
},
});
console.log(JSON.stringify(result, null, 2));
Source / inspiration: View credited source
Help the next person know what to expect.
Sign in to share your resultA question, a useful tweak, a little discovery. Start the conversation.
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, submit forms and bookings. 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.