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A
[ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" } ]
{ "candidates": [ { "defer": false, "end": 855, "label": "A", "schedule": [ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 855, "id": "02...
1,707
focus: Finish an article: 09:00–10:30. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
false
This is one of the best available choices under the visible preferences.
{ "A": 0, "B": 0.5, "C": 300, "D": 10005.5 }
train-normal-2100001
{ "feedback": { "assessment": { "constraint_violations": 0, "cost": 0, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 90, "soft_preference_cost": 0, "unnecessary_moves": 0, "violation_details": [] }, "chosen": "A", "correction_needed": fals...
train-normal-2100001/frozen-warmstart-v2/seed-1707/step-0
focus
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 630, "label": "A", "schedule": [ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" } ], "start": 540, "summary": "Finis...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.9453565478, "B": 0.0222326554, "C": 0.0072178859, "D": 0.0251928978 }, "prompt_hash": "5f82b8de02886b27cfe4266598303a666c13575f7eb57141981fa7d8cf122f66", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
1a3c1f8412f7f85c32ac8d6a0bf59e1495b212ce0cd1cb25faab10861babbd7d
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
B
[ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 1005, "id": "02bdf20053", "kind": "admin", "start": 945, "title": "Clear administration" } ]
{ "candidates": [ { "defer": true, "end": null, "label": "A", "schedule": [ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 855, "id": "02...
1,707
admin: Clear administration: 15:45–16:45. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 10002, "B": 1, "C": 200, "D": 5.5 }
train-normal-2100001
{ "feedback": { "assessment": { "constraint_violations": 1, "cost": 10002, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 150, "soft_preference_cost": 2, "unnecessary_moves": 0, "violation_details": [ "Clear administration: overlaps Lunch" ...
train-normal-2100001/frozen-warmstart-v2/seed-1707/step-1
admin
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 855, "label": "A", "schedule": [ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 855, "id": "02...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.3588822782, "B": 0.1920958608, "C": 0.1695239991, "D": 0.2794978023 }, "prompt_hash": "8370779ce3dd79303cace3c2cb8fdbecb9cf7f7e47d1fd2d4c58110b880856f8", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
1a3c1f8412f7f85c32ac8d6a0bf59e1495b212ce0cd1cb25faab10861babbd7d
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
D
[ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 855, "id": "02bdf20053", "kind": "admin", "start": 795, "title": "Clear administration" }, { "end": 1005, "id": "8c96f8f526", "kind": "exercise", ...
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 855, "id": "0...
1,707
exercise: Go for a run: 15:45–16:45. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 10102, "B": 30007.5, "C": 30004, "D": 10002.5 }
train-normal-2100001
{ "feedback": { "assessment": { "constraint_violations": 3, "cost": 30007.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 210, "soft_preference_cost": 7.5, "unnecessary_moves": 0, "violation_details": [ "Clear administration: overlaps Lunch",...
train-normal-2100001/frozen-warmstart-v2/seed-1707/step-2
exercise
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": true, "end": null, "label": "A", "schedule": [ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 855, "id": "02...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "B", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.0850714967, "B": 0.5547358394, "C": 0.1800963432, "D": 0.1800963432 }, "prompt_hash": "a5b796748c47b34e458785ec59e56ab12f8a87a1c17829a948fc5285ea8e2aa3", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
B
preference
1a3c1f8412f7f85c32ac8d6a0bf59e1495b212ce0cd1cb25faab10861babbd7d
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
D
[ { "end": 705, "id": "9355535e9b", "kind": "focus", "start": 615, "title": "Finish an article" }, { "end": 795, "id": "02bdf20053", "kind": "admin", "start": 735, "title": "Clear administration" }, { "end": 1005, "id": "8c96f8f526", "kind": "exercise", ...
{ "candidates": [], "considered_task_ids": [ "9355535e9b", "02bdf20053", "8c96f8f526" ], "current_task": null, "day": { "commitments": [ { "end": 855, "id": "69fa00b57b", "start": 795, "title": "Lunch" }, { "end": 1050, "id": "9...
1,707
repair: Finish an article 10:15–11:45; Clear administration 12:15–13:15; Go for a run 15:45–16:45. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 40007.5, "B": 20, "C": 600, "D": 10.5 }
train-normal-2100001
{ "feedback": { "assessment": { "constraint_violations": 0, "cost": 20, "deferred_tasks": [], "moved_tasks": 3, "scheduled_minutes": 210, "soft_preference_cost": 14, "unnecessary_moves": 0, "violation_details": [] }, "chosen": "B", "correction_needed": t...
train-normal-2100001/frozen-warmstart-v2/seed-1707/step-3
repair
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 630, "id": "9355535e9b", "kind": "focus", "start": 540, "title": "Finish an article" }, { "end": 855, "id": "0...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "B", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.2842136323, "B": 0.3220562339, "C": 0.1723842919, "D": 0.2213458121 }, "prompt_hash": "54f3be4f1460885c8a5ecdf15369488a12e20750f45d1a233910c43f5161d419", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
B
preference
1a3c1f8412f7f85c32ac8d6a0bf59e1495b212ce0cd1cb25faab10861babbd7d
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
A
[ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" } ]
{ "candidates": [ { "defer": false, "end": 945, "label": "A", "schedule": [ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 945, "id": "60...
1,707
focus: Finish an article: 10:00–11:00. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
false
This is one of the best available choices under the visible preferences.
{ "A": 0, "B": 10004.5, "C": 300, "D": 6.5 }
train-normal-2100002
{ "feedback": { "assessment": { "constraint_violations": 0, "cost": 0, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 60, "soft_preference_cost": 0, "unnecessary_moves": 0, "violation_details": [] }, "chosen": "A", "correction_needed": fals...
train-normal-2100002/frozen-warmstart-v2/seed-1707/step-0
focus
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 660, "label": "A", "schedule": [ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" } ], "start": 600, "summary": "Finis...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.8303497434, "B": 0.0601503327, "C": 0.0413406752, "D": 0.0681592524 }, "prompt_hash": "b70fc0e62f67adf3978fe81166e73acbc875e827d280cbb36b660790205666e6", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
9095d693d4aded5cd0224ed89980e26a33d5869a126e557796eeb295bcdd26ce
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
A
[ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 945, "id": "609ac9afed", "kind": "admin", "start": 885, "title": "Reply to messages" } ]
{ "candidates": [ { "defer": false, "end": 795, "label": "A", "schedule": [ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 900, "id": "60...
1,707
admin: Reply to messages: 14:45–15:45. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 0, "B": 1.5, "C": 10006, "D": 200 }
train-normal-2100002
{ "feedback": { "assessment": { "constraint_violations": 0, "cost": 1.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 120, "soft_preference_cost": 1.5, "unnecessary_moves": 0, "violation_details": [] }, "chosen": "B", "correction_needed":...
train-normal-2100002/frozen-warmstart-v2/seed-1707/step-1
admin
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 945, "label": "A", "schedule": [ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 945, "id": "60...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "B", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.0851925761, "B": 0.8082846999, "C": 0.0313405991, "D": 0.0751821846 }, "prompt_hash": "889f8abaf4846e493bd729eca3da153d1a6534a502f839daa6c5b25fdc357a67", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
B
preference
9095d693d4aded5cd0224ed89980e26a33d5869a126e557796eeb295bcdd26ce
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
D
[ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 900, "id": "609ac9afed", "kind": "admin", "start": 840, "title": "Reply to messages" }, { "end": 975, "id": "b6b60fa79d", "kind": "exercise", "sta...
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 900, "id": "6...
1,707
exercise: Take a walk: 15:15–16:15. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 10011.5, "B": 101.5, "C": 6, "D": 5.5 }
train-normal-2100002
{ "feedback": { "assessment": { "constraint_violations": 1, "cost": 10011.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 180, "soft_preference_cost": 11.5, "unnecessary_moves": 0, "violation_details": [ "Take a walk: overlaps Lunch" ] ...
train-normal-2100002/frozen-warmstart-v2/seed-1707/step-2
exercise
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 795, "label": "A", "schedule": [ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 900, "id": "60...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.3900852203, "B": 0.162611708, "C": 0.3037986755, "D": 0.1435043514 }, "prompt_hash": "0c0c473f9385d91f1322715a0a76ab504b06d8a4bea7a64ce3c63581c7ff087c", "pr...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
9095d693d4aded5cd0224ed89980e26a33d5869a126e557796eeb295bcdd26ce
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
B
[ { "end": 555, "id": "c5e015ef40", "kind": "focus", "start": 495, "title": "Finish an article" }, { "end": 900, "id": "609ac9afed", "kind": "admin", "start": 840, "title": "Reply to messages" }, { "end": 975, "id": "b6b60fa79d", "kind": "exercise", "sta...
{ "candidates": [], "considered_task_ids": [ "c5e015ef40", "609ac9afed", "b6b60fa79d" ], "current_task": null, "day": { "commitments": [ { "end": 795, "id": "aebfa80bf8", "start": 735, "title": "Lunch" }, { "end": 1020, "id": "7...
1,707
repair: Finish an article 08:15–09:15; Reply to messages 14:00–15:00; Take a walk 15:15–16:15. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 20011.5, "B": 11, "C": 22.5, "D": 401.5 }
train-normal-2100002
{ "feedback": { "assessment": { "constraint_violations": 2, "cost": 20011.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 180, "soft_preference_cost": 11.5, "unnecessary_moves": 0, "violation_details": [ "Finish an article: overlaps Unexpecte...
train-normal-2100002/frozen-warmstart-v2/seed-1707/step-3
repair
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 660, "id": "c5e015ef40", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 900, "id": "6...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.292589426, "B": 0.2582092583, "C": 0.292589426, "D": 0.1566118449 }, "prompt_hash": "fb14abe0dad0072557a7077944ea8cc0fd2bd49a40d6bc9826ca46fef47dd0bc", "pro...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
9095d693d4aded5cd0224ed89980e26a33d5869a126e557796eeb295bcdd26ce
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
C
[ { "end": 675, "id": "86f8cf81b9", "kind": "focus", "start": 600, "title": "Finish an article" } ]
{ "candidates": [ { "defer": false, "end": 1050, "label": "A", "schedule": [ { "end": 600, "id": "86f8cf81b9", "kind": "focus", "start": 525, "title": "Finish an article" }, { "end": 1050, "id": "...
1,707
focus: Finish an article: 10:00–11:15. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
false
This is one of the best available choices under the visible preferences.
{ "A": 300, "B": 10005, "C": 0, "D": 0 }
train-normal-2100003
{ "feedback": { "assessment": { "constraint_violations": 0, "cost": 0, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 75, "soft_preference_cost": 0, "unnecessary_moves": 0, "violation_details": [] }, "chosen": "D", "correction_needed": fals...
train-normal-2100003/frozen-warmstart-v2/seed-1707/step-0
focus
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": true, "end": null, "label": "A", "schedule": [], "start": null, "summary": "Defer Finish an article" }, { "defer": false, "end": 855, "label": "B", "schedule": [ { "end": 855, "id": "86f8cf...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "D", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.0374631733, "B": 0.1307593137, "C": 0.079309538, "D": 0.7524679899 }, "prompt_hash": "9600c57f36d5ca6d3a821fa4329ca0876bbef1635dfeb55d136fc1504479daa4", "pr...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
D
preference
8311d9af57145b0a5c2f1c6b37f894e90cc53103479cc1aaf029e5debb62502b
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
D
[ { "end": 600, "id": "86f8cf81b9", "kind": "focus", "start": 525, "title": "Finish an article" }, { "end": 960, "id": "bfbe83fbf3", "kind": "admin", "start": 930, "title": "Clear administration" } ]
{ "candidates": [ { "defer": false, "end": 1080, "label": "A", "schedule": [ { "end": 600, "id": "86f8cf81b9", "kind": "focus", "start": 525, "title": "Finish an article" }, { "end": 810, "id": "b...
1,707
admin: Clear administration: 15:30–16:00. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 4, "B": 200, "C": 10001, "D": 1 }
train-normal-2100003
{ "feedback": { "assessment": { "constraint_violations": 1, "cost": 10001, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 105, "soft_preference_cost": 1, "unnecessary_moves": 0, "violation_details": [ "Clear administration: overlaps Lunch" ...
train-normal-2100003/frozen-warmstart-v2/seed-1707/step-1
admin
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 1050, "label": "A", "schedule": [ { "end": 600, "id": "86f8cf81b9", "kind": "focus", "start": 525, "title": "Finish an article" }, { "end": 1050, "id": "...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "C", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.2611259222, "B": 0.179469049, "C": 0.3799359798, "D": 0.179469049 }, "prompt_hash": "880ac1366844254f602004866bd6f9b84f4daeef3cefd72e55d0aa5359f88e0b", "pro...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
C
preference
8311d9af57145b0a5c2f1c6b37f894e90cc53103479cc1aaf029e5debb62502b
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
D
[ { "end": 600, "id": "86f8cf81b9", "kind": "focus", "start": 525, "title": "Finish an article" }, { "end": 810, "id": "bfbe83fbf3", "kind": "admin", "start": 780, "title": "Clear administration" }, { "end": 1050, "id": "1d566ddc4a", "kind": "exercise", ...
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 675, "id": "86f8cf81b9", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 870, "id": "b...
1,707
exercise: Exercise: 17:00–17:30. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 30001, "B": 30008, "C": 10101, "D": 10001 }
train-normal-2100003
{ "feedback": { "assessment": { "constraint_violations": 3, "cost": 30001, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 135, "soft_preference_cost": 1, "unnecessary_moves": 0, "violation_details": [ "Clear administration: overlaps Lunch", ...
train-normal-2100003/frozen-warmstart-v2/seed-1707/step-2
exercise
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 1080, "label": "A", "schedule": [ { "end": 600, "id": "86f8cf81b9", "kind": "focus", "start": 525, "title": "Finish an article" }, { "end": 810, "id": "b...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.6649267077, "B": 0.0545805097, "C": 0.0899880454, "D": 0.1905046999 }, "prompt_hash": "1efcd8d7a3d7ca2e598bf1f713b50264ad0749b3e9f15c01872a4679e1c39e40", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
8311d9af57145b0a5c2f1c6b37f894e90cc53103479cc1aaf029e5debb62502b
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
D
[ { "end": 675, "id": "86f8cf81b9", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 960, "id": "bfbe83fbf3", "kind": "admin", "start": 930, "title": "Clear administration" }, { "end": 1050, "id": "1d566ddc4a", "kind": "exercise", ...
{ "candidates": [], "considered_task_ids": [ "86f8cf81b9", "bfbe83fbf3", "1d566ddc4a" ], "current_task": null, "day": { "commitments": [ { "end": 840, "id": "e9e74372b4", "start": 780, "title": "Lunch" }, { "end": 705, "id": "80...
1,707
repair: Finish an article 10:00–11:15; Clear administration 15:30–16:00; Exercise 17:00–17:30. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
false
This is one of the best available choices under the visible preferences.
{ "A": 9.5, "B": 40001, "C": 20500, "D": 7 }
train-normal-2100003
{ "feedback": { "assessment": { "constraint_violations": 0, "cost": 7, "deferred_tasks": [], "moved_tasks": 3, "scheduled_minutes": 135, "soft_preference_cost": 1, "unnecessary_moves": 0, "violation_details": [] }, "chosen": "D", "correction_needed": fal...
train-normal-2100003/frozen-warmstart-v2/seed-1707/step-3
repair
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 675, "id": "86f8cf81b9", "kind": "focus", "start": 600, "title": "Finish an article" }, { "end": 870, "id": "b...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "D", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.3384192288, "B": 0.1811427623, "C": 0.0969587341, "D": 0.3834792376 }, "prompt_hash": "2de45cd0e5dd8403e0f91c130db942c8c728f9f520bb1611644498d7c74e69be", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
D
preference
8311d9af57145b0a5c2f1c6b37f894e90cc53103479cc1aaf029e5debb62502b
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
C
[ { "end": 675, "id": "9cb8d6e62f", "kind": "focus", "start": 600, "title": "Finish an article" } ]
{ "candidates": [ { "defer": false, "end": 900, "label": "A", "schedule": [ { "end": 825, "id": "9cb8d6e62f", "kind": "focus", "start": 750, "title": "Finish an article" }, { "end": 900, "id": "d8...
1,707
focus: Finish an article: 10:00–11:15. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 300, "B": 20003.5, "C": 2, "D": 9 }
train-normal-2100004
{ "feedback": { "assessment": { "constraint_violations": 2, "cost": 20003.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 75, "soft_preference_cost": 3.5, "unnecessary_moves": 0, "violation_details": [ "Finish an article: overlaps Lunch", ...
train-normal-2100004/frozen-warmstart-v2/seed-1707/step-0
focus
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": true, "end": null, "label": "A", "schedule": [], "start": null, "summary": "Defer Finish an article" }, { "defer": false, "end": 825, "label": "B", "schedule": [ { "end": 825, "id": "9cb8d6...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "B", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.1751763225, "B": 0.4761785567, "C": 0.2548800111, "D": 0.0937651098 }, "prompt_hash": "98eca83794c7c314d90e3145577bb3b15942005af098c88ebb0555679aaa5218", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
B
preference
f14bea0b0ae391d414fdad87e05e058478e3e2fb7fac221b64aa46d8a3c1f7a3
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
A
[ { "end": 825, "id": "9cb8d6e62f", "kind": "focus", "start": 750, "title": "Finish an article" }, { "end": 900, "id": "d892ad784c", "kind": "admin", "start": 840, "title": "Send invoices" } ]
{ "candidates": [ { "defer": false, "end": 810, "label": "A", "schedule": [ { "end": 825, "id": "9cb8d6e62f", "kind": "focus", "start": 750, "title": "Finish an article" }, { "end": 900, "id": "d8...
1,707
admin: Send invoices: 14:00–15:00. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
false
This is one of the best available choices under the visible preferences.
{ "A": 20003.5, "B": 20203.5, "C": 50006.5, "D": 40010.5 }
train-normal-2100004
{ "feedback": { "assessment": { "constraint_violations": 2, "cost": 20003.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 135, "soft_preference_cost": 3.5, "unnecessary_moves": 0, "violation_details": [ "Finish an article: overlaps Lunch", ...
train-normal-2100004/frozen-warmstart-v2/seed-1707/step-1
admin
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 900, "label": "A", "schedule": [ { "end": 825, "id": "9cb8d6e62f", "kind": "focus", "start": 750, "title": "Finish an article" }, { "end": 900, "id": "d8...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.4064580202, "B": 0.0706318021, "C": 0.4064580202, "D": 0.1164521724 }, "prompt_hash": "0d1cd3932f40007955816de4820150d7624029cec2559d36544fb8c18551e4b7", "p...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
f14bea0b0ae391d414fdad87e05e058478e3e2fb7fac221b64aa46d8a3c1f7a3
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
B
[ { "end": 825, "id": "9cb8d6e62f", "kind": "focus", "start": 750, "title": "Finish an article" }, { "end": 900, "id": "d892ad784c", "kind": "admin", "start": 840, "title": "Send invoices" }, { "end": 1050, "id": "62dc8e8807", "kind": "exercise", "start"...
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 990, "id": "9cb8d6e62f", "kind": "focus", "start": 915, "title": "Finish an article" }, { "end": 900, "id": "d...
1,707
exercise: Take a walk: 16:30–17:30. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 50011.5, "B": 20003.5, "C": 40005.5, "D": 20103.5 }
train-normal-2100004
{ "feedback": { "assessment": { "constraint_violations": 5, "cost": 50011.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 195, "soft_preference_cost": 11.5, "unnecessary_moves": 0, "violation_details": [ "Finish an article: overlaps Lunch", ...
train-normal-2100004/frozen-warmstart-v2/seed-1707/step-2
exercise
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": 810, "label": "A", "schedule": [ { "end": 825, "id": "9cb8d6e62f", "kind": "focus", "start": 750, "title": "Finish an article" }, { "end": 900, "id": "d8...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "A", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.5423436761, "B": 0.199517101, "C": 0.1210132316, "D": 0.137125954 }, "prompt_hash": "7a1b903311ab6d5d7ca4f634c27a13c5a81b79f5df83f9cde49ddd57e60b2af3", "pro...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
A
preference
f14bea0b0ae391d414fdad87e05e058478e3e2fb7fac221b64aa46d8a3c1f7a3
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
A
[ { "end": 990, "id": "9cb8d6e62f", "kind": "focus", "start": 915, "title": "Finish an article" }, { "end": 900, "id": "d892ad784c", "kind": "admin", "start": 840, "title": "Send invoices" }, { "end": 1065, "id": "62dc8e8807", "kind": "exercise", "start"...
{ "candidates": [], "considered_task_ids": [ "9cb8d6e62f", "d892ad784c", "62dc8e8807" ], "current_task": null, "day": { "commitments": [ { "end": 780, "id": "d4f6586b23", "start": 750, "title": "Lunch" }, { "end": 600, "id": "05...
1,707
repair: Finish an article 15:15–16:30; Send invoices 14:00–15:00; Take a walk 16:45–17:45. Honor occupied time, deadlines, and complete task durations; then prefer the requested windows and keep unaffected blocks in place.
true
A correction improves feasibility, completion, preference fit, or preserves more of the existing plan.
{ "A": 13, "B": 18, "C": 400, "D": 50011.5 }
train-normal-2100004
{ "feedback": { "assessment": { "constraint_violations": 5, "cost": 50011.5, "deferred_tasks": [], "moved_tasks": 0, "scheduled_minutes": 195, "soft_preference_cost": 11.5, "unnecessary_moves": 0, "violation_details": [ "Finish an article: overlaps Lunch", ...
train-normal-2100004/frozen-warmstart-v2/seed-1707/step-3
repair
[]
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
{ "candidates": [ { "defer": false, "end": null, "label": "A", "schedule": [ { "end": 990, "id": "9cb8d6e62f", "kind": "focus", "start": 915, "title": "Finish an article" }, { "end": 900, "id": "d...
1
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
{ "choice": "D", "details": { "decoding": "argmax among four single-token action labels", "probabilities": { "A": 0.1920958757, "B": 0.2794978321, "C": 0.169524014, "D": 0.358882308 }, "prompt_hash": "953ac757d5fb44cc14a7a7e0874c113cf913829f0ee95a5a32c5bd42e305afb5", "pro...
focus
Plan this day. Choose exactly one letter: A, B, C, or D. No explanation. Minimize public cost: 10000 per overlap, changed duration, missed deadline or outside-day violation; 100 times priority per deferred considered task; (minutes starting before + ending after its preferred window)/30; breathing-room shortfall/15 per...
D
preference
f14bea0b0ae391d414fdad87e05e058478e3e2fb7fac221b64aa46d8a3c1f7a3
frozen-warmstart-v2
train
true
4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945
normal
End of preview. Expand in Data Studio

Plan My Day v3 research inputs

Synthetic four-choice calendar states and simulated corrections, not human feedback or personal calendar data. Round 1 deliberately reuses the exact v2 training ledger and development days to isolate the loss-estimator change. V2 test days may not be used as v3 confirmation.

fresh_manifest.json reuses the 288 fixed v2 training days, and contains 144 new development days plus 384 new confirmation days. Both new splits exclude every v1/v2 split and the 108-day v3 environment audit by structural fingerprint. Confirmation labels/outcomes are not used for model selection. The published manifest is reproducible, not a secret benchmark. The independent coverage certificate checks physical feasibility, not model preference quality; a failed certificate blocks training/deployment rather than excluding the failing day.

viable_ledger.json is an explicit reference-target derivative for round 2. Exactly one training choice and active memory correction change; original accepted choices, observations, costs and feedback remain intact, and original correction text is retained. The frozen parent reconstructs exactly. Of 1,152 states, 1,046 have viable targets; 106 are explicitly labeled recovery examples from already hard-invalid raw-student prefixes, not guarded on-policy data. See viability-target-provenance.json for hashes and per-row change evidence.

The broker-only manifests/replays include original generator provenance. The v3 OpenEnv policy boundary redacts seeds, dates and generator-derived IDs; these complete manifests must never be provided to a policy during evaluation. Removing metadata is not cryptographic secrecy against manifest lookup.

See provenance.json for parent revisions and PLAN_MY_DAY_V3.md in the source repository for the registered protocol and remaining limitations.

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Models trained or fine-tuned on burtenshaw/plan-my-day-v3-data