kumarabd1996's picture
laya loop-taxonomy v2: nine labels incl. plan; 5,154 train + 54 held-out
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Raw History Blame Contribute Delete
85.3 kB
{"state": "Why is my gateway restarting?", "questions": {"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."}}}, "expected": {"loop": "diagnose"}, "src": "drill", "id": "drill-0"}
{"state": "How does our gateway routing work?", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-1"}
{"state": "Book me a table for four, Saturday 8pm.", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-2"}
{"state": "We're out of laundry detergent.", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-3"}
{"state": "Plan the Bali trip for December.", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-4"}
{"state": "Is Bali worth visiting in December?", "questions": {"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."}}}, "expected": {"loop": "research"}, "src": "drill", "id": "drill-5"}
{"state": "Renew my passport.", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-6"}
{"state": "What does renewing a passport require?", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-7"}
{"state": "Write a cover letter for the Stripe job.", "questions": {"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."}}}, "expected": {"loop": "produce"}, "src": "drill", "id": "drill-8"}
{"state": "Research whether I should switch to a MacBook.", "questions": {"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."}}}, "expected": {"loop": "research"}, "src": "drill", "id": "drill-9"}
{"state": "My flight just got cancelled and I fly tomorrow.", "questions": {"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."}}}, "expected": {"loop": "stabilize"}, "src": "drill", "id": "drill-10"}
{"state": "Remind me to renew my passport in June.", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-11"}
{"state": "Teach me Spanish.", "questions": {"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."}}}, "expected": {"loop": "learn"}, "src": "drill", "id": "drill-12"}
{"state": "Explain how TLS works.", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-13"}
{"state": "Review how my budget is doing this month.", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-14"}
{"state": "How much did I spend on food last month?", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "drill", "id": "drill-15"}
{"state": "I'm feeling really anxious about this move.", "questions": {"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."}}}, "expected": {"loop": "companion"}, "src": "drill", "id": "drill-16"}
{"state": "I'm annoyed today \u2014 anyway, book the table.", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-17"}
{"state": "Build me a spending dashboard.", "questions": {"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."}}}, "expected": {"loop": "produce"}, "src": "drill", "id": "drill-18"}
{"state": "Why have I been so tired lately?", "questions": {"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."}}}, "expected": {"loop": "diagnose"}, "src": "drill", "id": "drill-19"}
{"state": "Compare the top three EV lease deals.", "questions": {"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."}}}, "expected": {"loop": "research"}, "src": "drill", "id": "drill-20"}
{"state": "Sign me up for the best EV lease deal you find.", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-21"}
{"state": "Make me a workout plan.", "questions": {"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."}}}, "expected": {"loop": "produce"}, "src": "drill", "id": "drill-22"}
{"state": "Earlier request: Shall I book the table for 8pm?\nNew request: Do it.", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "drill", "id": "drill-23"}
{"state": "Can you help me stick to spending no more than 250 bucks on eating out every month?", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-0"}
{"state": "I'd love to be down to 70 kilos by the summer", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-1"}
{"state": "Please start tracking how many hours I sleep and aim for seven", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-2"}
{"state": "Make it a habit for me to read before bed", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-3"}
{"state": "Change the cap on my coffee spending to 60 dollars", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-4"}
{"state": "Get rid of the stretching routine, I never do it", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-5"}
{"state": "I'd like my grocery bill not to go over $600 each month", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-6"}
{"state": "Set me up so I save $300 every month toward the trip", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-7"}
{"state": "Earlier request: I want to keep shopping under $400 a month\nNew request: yes please", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-8"}
{"state": "Earlier request: help me run a half marathon by October\nNew request: three days a week", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-9"}
{"state": "Earlier request: cap my fuel spending at $150\nNew request: All", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-10"}
{"state": "How much did I put toward groceries in May?", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-11"}
{"state": "What's left of my entertainment allowance this month?", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-12"}
{"state": "Ping me tomorrow to call the landlord", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-13"}
{"state": "I just did 40 pushups", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-14"}
{"state": "Do I have a goal about running?", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-15"}
{"state": "Earlier request: how much did I spend on dining last month?\nNew request: and the month before?", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-16"}
{"state": "Why did my electricity spending jump so much in July?", "questions": {"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."}}}, "expected": {"loop": "diagnose"}, "src": "lf-eval", "id": "lfe-17"}
{"state": "Something's off, my transport costs are way higher than usual", "questions": {"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."}}}, "expected": {"loop": "diagnose"}, "src": "lf-eval", "id": "lfe-18"}
{"state": "Give me a thorough review of where my money went this year and what I should change", "questions": {"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."}}}, "expected": {"loop": "research"}, "src": "lf-eval", "id": "lfe-19"}
{"state": "Compare what I pay for streaming against what similar households spend", "questions": {"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."}}}, "expected": {"loop": "research"}, "src": "lf-eval", "id": "lfe-20"}
{"state": "Pay off the remaining balance on my visa card", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "lf-eval", "id": "lfe-21"}
{"state": "Move $1,000 from checking into my savings account", "questions": {"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."}}}, "expected": {"loop": "transact"}, "src": "lf-eval", "id": "lfe-22"}
{"state": "Draft a spreadsheet I can use to split rent with my roommates", "questions": {"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."}}}, "expected": {"loop": "produce"}, "src": "lf-eval", "id": "lfe-23"}
{"state": "Teach me the basics of investing, a bit at a time", "questions": {"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."}}}, "expected": {"loop": "learn"}, "src": "lf-eval", "id": "lfe-24"}
{"state": "Someone has been charging my card all night, I need this stopped now", "questions": {"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."}}}, "expected": {"loop": "stabilize"}, "src": "lf-eval", "id": "lfe-25"}
{"state": "I feel anxious every time I look at my bank account", "questions": {"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."}}}, "expected": {"loop": "companion"}, "src": "lf-eval", "id": "lfe-26"}
{"state": "I keep meaning to exercise more, can you help me actually do it?", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-27"}
{"state": "Don't let me overspend on clothes this quarter", "questions": {"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."}}}, "expected": {"loop": "plan"}, "src": "lf-eval", "id": "lfe-28"}
{"state": "Tell me how my savings goal is coming along", "questions": {"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."}}}, "expected": {"loop": "conversation"}, "src": "lf-eval", "id": "lfe-29"}