agent-task-classifier / questions.json
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laya loop-taxonomy v2: nine labels incl. plan (47/54 held out, plan 11/13)
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{
"loop": {
"type": "choice",
"instructions": "What does this request (or the request it continues) demand?",
"criteria": {
"stabilize": "Urgent or deteriorating situation where delay has real consequences (safety, health, money, a missed critical window) and a cheap, reversible action plausibly stops the worsening.",
"transact": "The outcome is a commitment or possession in the world: a booking, reservation, purchase, payment, transfer, or a named procedure completed to acceptance.",
"plan": "The outcome is the person's own standing structure, set up or changed in their personal records: a goal, a routine, a budget or spending limit, a tracker. Reversible, nobody else involved.",
"produce": "The outcome is an artifact the assistant produces, judged against a standard (tests, a spec, taste): a document, spreadsheet, script, letter.",
"diagnose": "The outcome is the cause of a specific malfunction or anomaly, including causes in the person's own data.",
"research": "The outcome is understanding assembled from investigation: multi-source, current, comparison or synthesis-shaped.",
"learn": "The outcome is the person's own ability, built over sessions: practice, tutoring, review.",
"companion": "Inner-life support with no outcome in the world: explicitly reflective or support-seeking.",
"conversation": "None of the above: questions, quick asks, lookups, reports of a measurement, a single reminder or note, chatter."
}
}
}