id stringlengths 13 25 | app stringclasses 20
values | apps_involved listlengths 1 19 | category stringclasses 9
values | behavioral_type stringclasses 6
values | difficulty stringclasses 3
values | instruction stringlengths 83 1.46k | num_rubrics int64 3 13 | grading dict |
|---|---|---|---|---|---|---|---|---|
long_horizon-f014 | multi_app | [
"Gringotts",
"SpeedTax",
"LibreOffice",
"HooliMail"
] | long_horizon | multi_step_orchestration | hard | I want to know how my spending has changed from last year to this year, no sugarcoating. Go into my bank, pull both years of totals, and break them down by category. Do the same on the income side from my tax return for context. Identify the biggest movers and tell me where I'm leaking cash. Save a findings report in D... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent cites Gringotts spending totals for two comparable windows (e.g., prior full calendar year vs current year-to-date, or a trailing 12-month vs prior 12-month slice) using whichever windows have enough seeded transactions to support the comparison",
... |
long_horizon-f015 | multi_app | [
"LibreOffice Writer",
"Files",
"HooliCalendar",
"HooliChat",
"Kwik-E-Mart",
"LibreOffice Impress"
] | long_horizon | multi_step_orchestration | hard | I want to run a real Threat Level Midnight 2 cast & character workshop. Using my known improv alter egos (Prison Mike, Date Mike, Caleb Crawdad, etc.) and the TLM sequel notes in ~/Documents/Projects/Threat_Level_Midnight_Sequel_Notes.txt for context, figure out which of my alter egos can plausibly land roles in TLM2 a... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent enumerates Michael's improv alter-ego roster (Prison Mike, Date Mike, Caleb Crawdad — at least 3 named alter egos) and references the TLM sequel notes file",
"weight": 0.163636,
"type": "llm_judge"
},
{
"criterion": "Agent... |
long_horizon-f019 | multi_app | [
"HangryDash",
"TableFind",
"LibreOffice"
] | long_horizon | multi_step_orchestration | medium | I have ordered delivery an embarrassing number of times and it's time to give back. Pull my top five most-ordered restaurants from HangryDash and leave each of them a thoughtful review. I have feelings about all of these places. If any of them also show up in my TableFind reservations, mark them as favorites over there... | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent identified Michael's #1 HangryDash delivery restaurant (the top of the ranking, with an approximate lifetime order count)",
"weight": 0.2,
"type": "llm_judge"
},
{
"criterion": "Agent produced a defensible top-5 ranking by... |
long_horizon-f020 | multi_app | [
"SprintBoard",
"LibreOffice",
"HooliWork"
] | long_horizon | multi_step_orchestration | hard | All three of my projects are a mess and I need to get them in sync. Go into SprintBoard and walk through Team Morale, Diversity Day, and Movie Monday. For every open task, assign priorities, labels, and deadlines. Cross-reference against any project notes I have under ~/Documents so the priorities actually match what w... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent enumerated the 3 SprintBoard projects (Team Morale, Diversity Day, Movie Monday) and listed the open tasks in each",
"weight": 0.136388,
"type": "llm_judge"
},
{
"criterion": "Agent read relevant project notes under ~/Docu... |
long_horizon-f025 | multi_app | [
"HooliChat",
"LockedIn",
"HooliMail",
"HooliCalendar",
"LibreOffice"
] | long_horizon | multi_step_orchestration | hard | The Threat Level Midnight Fan Club has been dormant and I am personally offended. Peek at the group chat to see how dead it actually is, then scroll through my LockedIn contacts for any Dunder Mifflin folks I should recruit in. Draft them an invitation email and get a watch party on my calendar for next month. Post a r... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent reviewed the HooliChat Threat Level Midnight Fan Club group",
"weight": 0.149938,
"type": "llm_judge"
},
{
"criterion": "Agent extracted recruit candidates from LockedIn Dunder Mifflin connections",
"weight": 0.14993... |
long_horizon-f026 | multi_app | [
"HooliShop",
"Gringotts",
"Firefox",
"HooliChat",
"LibreOffice"
] | long_horizon | multi_step_orchestration | hard | I want to get a jump on holiday gifts this year and actually be the fun one in the office. Go through my HooliShop order history for past gifts that landed well and build me a shopping list with a wishlist. Cross-check my bank to see what kind of budget I can realistically spend before it gets scary. Draft a message to... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent cited the HooliShop order history total (order count and cumulative spend)",
"weight": 0.15,
"type": "llm_judge"
},
{
"criterion": "Agent identifies at least three past HooliShop gift purchases from order history and lists... |
long_horizon-f028 | multi_app | [
"LockedIn",
"LibreOffice",
"HooliCalendar"
] | long_horizon | multi_step_orchestration | hard | I want to actually be consistent on LockedIn for once, so I need four weeks of content built around the Somehow I Manage brand. Look at my current headline and what I've already posted so we build on it, then pull source quotes from my Somehow I Manage chapter one draft and write ten posts. Save the whole calendar in D... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens LockedIn and reads the current headline plus Michael's existing posts (including any Somehow I Manage book reference if present) before drafting new content",
"weight": 0.130435,
"type": "llm_judge"
},
{
"criterion":... |
long_horizon-f029 | multi_app | [
"OddsMarket",
"Firefox",
"LibreOffice",
"LockedIn"
] | long_horizon | multi_step_orchestration | hard | I want a serious, position-by-position review of every open bet I have on OddsMarket — read-only, no trades. For each one, use my Firefox bookmarks for any context I've been saving, assign a 1-5 domain-expertise score AND a 1-5 downside-risk score, and write me an honest analysis of whether I actually know the market o... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent lists every active OddsMarket YES position with its live share count (not a fabricated or memorized list)",
"weight": 0.13,
"type": "llm_judge"
},
{
"criterion": "Agent opens Firefox bookmarks and either cites relevant con... |
long_horizon-f037 | multi_app | [
"Cheskepdia",
"LockedIn",
"LibreOffice"
] | long_horizon | multi_step_orchestration | hard | I want to write a Cheskepdia review for that Philadelphia overnight Holly and I did — the little stay at the Radisson Blu Warwick downtown. Pull up the booking, write a thoughtful 4-or-5-star review, save a draft locally in LibreOffice, and post a quick LockedIn 'date night Scranton-to-Philly' write-up so my network se... | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent pulls the recent Philadelphia overnight booking from Cheskepdia (Radisson Blu Warwick Hotel) with the confirmation number as shown live in Cheskepdia",
"weight": 0.3,
"type": "llm_judge"
},
{
"criterion": "Agent writes a C... |
long_horizon-f038 | multi_app | [
"SprintBoard",
"HooliWork",
"Gringotts",
"HooliCalendar",
"HooliMail",
"LibreOffice"
] | long_horizon | multi_step_orchestration | hard | I need a solo-prep Q2 Sales kickoff outline JUST FOR ME — notes-to-self only, no client outreach or team-wide announcements yet (that comes later). Pull the Q2 items from SprintBoard, skim recent thread decisions in HooliWork #sales for context (but don't post), block a private 'Q2 kickoff prep' focus-hour on my HooliC... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent pulls Q2 SprintBoard items across Michael's active projects (read-only; no new tasks created)",
"weight": 0.16,
"type": "llm_judge"
},
{
"criterion": "Agent skims HooliWork #sales for recent thread decisions WITHOUT postin... |
long_horizon-f039 | multi_app | [
"HooliMail",
"LibreOffice",
"HooliWork"
] | long_horizon | multi_step_orchestration | hard | I want to give myself a five-day window to finally clean up my email. Go through my inbox (the stuff I've received, not the stuff I've sent) and bucket everything into today, this week, reference, or ignore, then create a note with these categories counts. Then hit the top ten most urgent with actual drafted replies. S... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent enumerates the received-inbox count from HooliMail (or Maildir/cur/ grep) excluding From: michael.scott@dundermifflin.com",
"weight": 0.2,
"type": "llm_judge"
},
{
"criterion": "Agent produced a realistic 4-bucket triage",... |
long_horizon-f040 | multi_app | [
"Gringotts",
"HooliShop",
"HangryDash",
"Kwik-E-Mart",
"BatBucks",
"OddsMarket",
"SprintBoard",
"HooliWork",
"LockedIn",
"SpeedTax",
"LibreOffice Calc",
"Files"
] | long_horizon | multi_step_orchestration | hard | I want a full year-in-review retrospective for the past 12 months and I want to be the subject of it. Pull the headline numbers from all over: what I spent across the trailing 12 months, how many HooliShop and HangryDash and Kwik-E-Mart orders I made, where my investments landed, how my prediction bets actually went, w... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent cited at least 7 of 8 headline numbers accurately",
"weight": 0.176394,
"type": "llm_judge"
},
{
"criterion": "Agent pulls trailing-12-months year-in-review headline numbers from all 8 listed apps including HooliShop and H... |
preference_inference-f002 | multi_app | [
"eTaxi",
"Dinoco Airlines",
"HooliCalendar"
] | preference_inference | pattern_inference | hard | For my Jamaica flight out of AVP, what time should I book the car for based on how much buffer I usually give myself? Go off my past airport rides, and check my HooliCalendar for any pre-flight travel block or airport-pickup reminder I've already set for the Jamaica departure. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent enumerates AVP-bound eTaxi rides and pairs them with Dinoco departures to compute lead times",
"weight": 0.210558,
"type": "llm_judge"
},
{
"criterion": "Agent derives a defensible 'minutes before departure' pattern from t... |
preference_inference-f004 | multi_app | [
"TableFind",
"HangryDash"
] | preference_inference | pattern_inference | medium | Am I more of a dine-out guy or a delivery guy? Look at where I make reservations vs where I order delivery from, top 5 each, and tell me how I split. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent identifies Michael's top TableFind reservation spot as it appears in the live reservation counts (whichever restaurant has the highest count, or reports the tie if multiple are tied for top)",
"weight": 0.210642,
"type": "llm_judge"
... |
preference_inference-f012 | multi_app | [
"HangryDash"
] | preference_inference | pattern_inference | medium | Look at my HangryDash order history over the last few months. Am I really sticking to Sweetgreen healthy lunches like I tell people, or am I quietly defaulting to places like Chili's? Pull the data and tell me what my food preferences actually look like. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens HangryDash and enumerates Michael's order history (multiple orders, not a single order)",
"weight": 0.25,
"type": "llm_judge"
},
{
"criterion": "Agent computes order frequency per restaurant or per cuisine from the h... |
preference_inference-f018 | multi_app | [
"BatBucks",
"OddsMarket"
] | preference_inference | pattern_inference | hard | I'm clearly a GameStop believer: I've got shares AND a prediction-market bet on it. If I wanted to lean INTO that conviction instead of fighting it, what would a rebalance look like? Cost basis only, no live prices. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent surfaces the GME BatBucks position with shares and cost basis",
"weight": 0.210642,
"type": "llm_judge"
},
{
"criterion": "Agent surfaces the OddsMarket GameStop-above-$100 YES position",
"weight": 0.210642,
"t... |
retrieval-f002 | multi_app | [
"Cheskepdia",
"HooliMail",
"Files"
] | retrieval | personal_lookup | medium | Pull up my confirmation number for the Sandals reservation in Jamaica. I need it for the concierge and I can't find it anywhere. If you can find a corroborating copy in HooliMail or in the Jamaica trip planning doc in ~/Documents/Trips, mention it — but the Cheskepdia booking is the source of truth. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens Cheskepdia and locates the Sandals Montego Bay booking",
"weight": 0.25,
"type": "llm_judge"
},
{
"criterion": "Agent reads off the Cheskepdia confirmation number for the Sandals Montego Bay Jamaica booking as shown ... |
retrieval-f005 | multi_app | [
"Gringotts",
"HooliMail"
] | retrieval | aggregation_reporting | hard | I'm pretty sure I'm paying for too many subscriptions. Can you pull up everything that auto-charges me every month and list each one with the amount? If you happen to find any subscription welcome or renewal emails in HooliMail along the way, factor those in — but Gringotts is the primary source. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent lists the recurring auto-charges from Gringotts bill_pay as they appear live — the full set of monthly-frequency subscriptions seeded in the table",
"weight": 0.375,
"type": "llm_judge"
},
{
"criterion": "Agent reports eac... |
retrieval-f009 | multi_app | [
"Cheskepdia",
"Dinoco Airlines"
] | retrieval | personal_lookup | hard | For my recent NYC trip, pull up the hotel confirmation, the flight confirmation, and the check-in date — I need to send them to someone. I stayed at the Greenwich and flew Dinoco. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent finds The Greenwich Hotel NYC booking in Cheskepdia and reports the live confirmation number as shown on the booking",
"weight": 0.3,
"type": "llm_judge"
},
{
"criterion": "Agent finds the NYC Dinoco flight in Dinoco Airli... |
retrieval-f010 | multi_app | [
"Cheskepdia"
] | retrieval | personal_lookup | medium | What was the total cost of my Jamaica trip — pull the trip total from the booking. Also tell me the host name on file and what amenities the property comes with so I know what I'm getting. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens Cheskepdia and loads the upcoming Sandals Montego Bay (Jamaica) booking",
"weight": 0.25,
"type": "llm_judge"
},
{
"criterion": "Agent reports the trip total cost as it is shown on the live Cheskepdia Sandals Montego... |
retrieval-f029 | multi_app | [
"SpeedTax",
"Files"
] | retrieval | personal_lookup | medium | What was my gross income on my most-recent W-2, who was the employer, and how much federal tax got withheld? Double-check the numbers against ~/Documents/Tax_2025/w2_summary.txt and SpeedTax. I need the numbers for a thing. | 3 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens SpeedTax and locates the most-recent W-2 showing gross income and federal withholding fields",
"weight": 0.333333,
"type": "llm_judge"
},
{
"criterion": "Agent reports the gross wages shown on the most-recent SpeedTa... |
retrieval-f030 | multi_app | [
"SpeedTax",
"Files"
] | retrieval | personal_lookup | hard | What was my 1099 income on the most-recent return, who paid it, and how much did I claim for charitable contributions? Cross-check the 1099 payer and amount against ~/Documents/Tax_2025/1099s.txt. This is for my accountant. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens SpeedTax and finds the most-recent 1099 entry showing the income amount and payer for the accountant summary",
"weight": 0.266666,
"type": "llm_judge"
},
{
"criterion": "Agent reports the most-recent SpeedTax 1099 in... |
retrieval-f035 | multi_app | [
"Files"
] | retrieval | personal_lookup | hard | I made Holly a music playlist a while back and saved the track list as a text file somewhere on my computer. Where did I put it, and what songs are on it? I want to add a couple new ones tonight. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent locates the Holly playlist text file anywhere on Michael's filesystem and reports the absolute path where it was found",
"weight": 0.35,
"type": "llm_judge"
},
{
"criterion": "Agent opens / reads the file (does not summari... |
situated_action-f003 | multi_app | [
"HooliMail",
"Files"
] | situated_action | bounded_action | hard | Email Toby and ask him to sign off on my Q2 Team Morale Initiative. The project doc is in my Documents folder; pull a short summary from it so he knows what he's approving. Keep it professional. (Yes, even though it's Toby.) | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens the team_morale_initiative_q2 doc and uses it to summarize the sign-off ask",
"weight": 0.2778,
"type": "llm_judge"
},
{
"criterion": "Agent sends the HooliMail message to toby.flenderson@dundermifflin.com with a sub... |
situated_action-f005 | multi_app | [
"HooliWork",
"OddsMarket"
] | situated_action | bounded_action | medium | I've got money riding on that Office reboot rumor over on my prediction-market account. First double-check my position is still open, then DM Dwight and ask him straight up if he's heard anything through the Scranton grapevine. Tell him I've got skin in the game. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens OddsMarket and checks the NBC Office reboot/revival position before composing, reporting its current status (open or settled) rather than fabricating",
"weight": 0.192337,
"type": "llm_judge"
},
{
"criterion": "DM is... |
situated_action-f006 | multi_app | [
"eTaxi",
"Dinoco Airlines",
"HooliCalendar"
] | situated_action | bounded_action | hard | Book a ride to AVP for the morning of my upcoming Jamaica flight. First confirm the exact departure time in the airline app, then schedule a pickup from my place with enough cushion so I'm not sprinting through security. Drop a matching reminder on my calendar too. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent verifies the flight time 06:00 in Dinoco Airlines before booking",
"weight": 0.2499,
"type": "llm_judge"
},
{
"criterion": "eTaxi pickup is scheduled for the live Jamaica departure date from Dinoco with at least 2.5h buffe... |
situated_action-f007 | multi_app | [
"TableFind",
"HooliCalendar"
] | situated_action | bounded_action | medium | Can you book me a table at Cotogna for next Wednesday at 6:30pm, party of 6? Big group dinner. And throw it on my calendar so I don't forget. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent books at Cotogna (the seeded Downtown Scranton Italian TableFind venue), not a different venue",
"weight": 0.274812,
"type": "llm_judge"
},
{
"criterion": "Agent books the Cotogna reservation for party of 6 at 6:30pm on th... |
situated_action-f008 | multi_app | [
"Cheskepdia",
"Dinoco Airlines",
"HooliCalendar",
"HooliChat"
] | situated_action | multi_step_orchestration | hard | Pull the plug on the Jamaica trip. Cancel the Dinoco flight, wipe the trip dates off my calendar, send a DM to Jim letting him know it's off, and message the Sandals concierge through Cheskepdia (since their host-message flow lets us request a manual cancel) so the hotel knows we're not coming. | 5 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Michael's Jamaica Dinoco flight is cancelled in the airline app (matching the seeded Dinoco Jamaica booking)",
"weight": 0.255,
"type": "llm_judge"
},
{
"criterion": "HooliCalendar Jamaica block (spanning the live Dinoco/Sandals... |
situated_action-f010 | multi_app | [
"HooliShop",
"Files"
] | situated_action | bounded_action | hard | Time to order trophies for this year's Dundie ceremony. Open HooliShop, browse my order history briefly to see if there's a previous trophy or award-style purchase to reference, then place a new HooliShop order for a quantity that matches how many categories we have in my Dundies 2026 categories doc. Use the closest eq... | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent scans HooliShop order history for any prior trophy or award-style purchase, noting whether one exists or not (either outcome is acceptable)",
"weight": 0.2858,
"type": "llm_judge"
},
{
"criterion": "Agent cross-references ... |
situated_action-f012 | multi_app | [
"Gringotts",
"HooliChat"
] | situated_action | bounded_action | hard | Can you Zelle Pam a hundred bucks? She covered me last weekend and I owe her. Check HooliChat first to make sure Pam Beesly is on my contacts, then put a memo on it so she knows what it's for. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent sends a $100 Zelle transfer to Pam Beesly as the recipient, matching Michael's request for a hundred bucks to pay her back",
"weight": 0.33337,
"type": "llm_judge"
},
{
"criterion": "Memo references paying Pam back / cover... |
situated_action-f013 | multi_app | [
"LockedIn",
"Files"
] | situated_action | bounded_action | hard | Write me a LockedIn post announcing the Dundies 2026 so we can build some buzz. Pull a little teaser from my Dundies categories doc so people know it's going to be big. Make it sound like it's from the World's Best Boss. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Post references the Dundies 2026 event explicitly",
"weight": 0.274615,
"type": "llm_judge"
},
{
"criterion": "Agent writes the Dundies 2026 LockedIn post in a voice matching Michael's headline 'World's Best Boss | Regional Mana... |
situated_action-f014 | multi_app | [
"LockedIn",
"HooliWork"
] | situated_action | bounded_action | hard | Check my LockedIn for pending connection requests. Triage them: accept any that look legitimate (Dunder Mifflin colleagues OR external folks with thoughtful, non-spammy messages) and leave or decline the rest. I don't need more recruiters in my life — but use your judgment per request. If none of them are Dunder Miffli... | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent navigates to the LockedIn invitations page",
"weight": 0.288462,
"type": "llm_judge"
},
{
"criterion": "Agent triages each pending LockedIn invitation thoughtfully: accepts legitimate-looking requests (any Dunder Mifflin c... |
situated_action-f016 | multi_app | [
"OddsMarket"
] | situated_action | bounded_action | hard | I want to keep an eye on a few prediction markets without putting money in yet. Browse OddsMarket, find any 3 markets that fit my taste (Office/NBC-reboot themes, Scranton/Pennsylvania local stuff, NBA, celebrity romance, or whatever else feels on-brand) — pick from whatever the live markets list actually shows — and ... | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent browses the OddsMarket markets list and selects 3 markets matching Michael's taste profile (Office/NBC reboot, Scranton/PA local, NBA, celebrity romance, or similarly on-brand markets)",
"weight": 0.230769,
"type": "llm_judge"
},
... |
situated_action-f021 | multi_app | [
"HooliChat",
"Files"
] | situated_action | bounded_action | medium | Can you drop this year's Dundies category list into the Dundie Awards Planning group chat? The full list is in my Dundies 2026 categories doc. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Message is posted specifically to the 'Dundie Awards Planning' group (not Party Planning Committee or elsewhere)",
"weight": 0.2692,
"type": "llm_judge"
},
{
"criterion": "Content reflects the categories from the Dundies 2026 Ca... |
situated_action-f025 | multi_app | [
"HooliChat",
"Cheskepdia"
] | situated_action | bounded_action | hard | Can you DM Holly and confirm the Jamaica dates plus the hotel I booked? Double-check the reservation details first so I don't give her the wrong info. I want her excited. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens Cheskepdia and confirms the Sandals Montego Bay booking details for the Jamaica trip before sending the Holly DM",
"weight": 0.220034,
"type": "llm_judge"
},
{
"criterion": "Agent's HooliChat DM to Holly states both ... |
situated_action-f032 | multi_app | [
"HooliMail",
"Files"
] | situated_action | bounded_action | hard | Send Pam the Dundies 2026 categories doc as an attachment through email and ask her to proofread it. She's the best eye I know on this stuff. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "New HooliMail message is sent to pam.beesly@dundermifflin.com with the Dundies categories attached",
"weight": 0.359231,
"type": "llm_judge"
},
{
"criterion": "Agent attaches the Dundies 2026 Categories doc to the HooliMail mess... |
situated_action-f035 | multi_app | [
"HooliMail",
"Files"
] | situated_action | bounded_action | hard | I've got Dundies planning emails sitting in my inbox. Hit the most recent ones (up to five) and reply to each with the Cooper's Seafood House pitch. Don't copy-paste; tailor each reply a little so Pam, Jim, and the others don't think I'm lazy. Use my Dundies categories doc if you need context. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent sends a new outbound reply mentioning Cooper's Seafood House from michael.scott@dundermifflin.com to every Dundies planning email it can find in the inbox (up to 5; whatever count exists is the correct answer)",
"weight": 0.329642,
"typ... |
situated_action-f037 | multi_app | [
"HooliMail",
"Gringotts",
"Files"
] | situated_action | bounded_action | hard | I'm going to miss an improv class because of Jamaica. Can you pull up a recent charge to confirm my improv academy, then email them and ask for a makeup class around my trip dates? I don't want to lose the spot. The contact email is in my Improv class certificate under ~/Downloads. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent verifies the Scranton Improv Academy vendor in Gringotts before composing, and reads ~/Downloads/Improv_Class_Certificate.txt (the canonical seeded source for the academy's contact email) to look up the recipient",
"weight": 0.2352,
"ty... |
situated_action-f040 | multi_app | [
"HooliMail",
"Files"
] | situated_action | bounded_action | hard | I need an out-of-office message ready for the Jamaica trip. Pull the dates from my Jamaica trip doc so they're right, and write a draft email body I can paste-as-a-reply or save as a template. For anything urgent route people to Dwight. Save it as a HooliMail draft so it's waiting for me on the day I leave. | 5 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent writes the HooliMail Jamaica out-of-office message template spanning the seeded Sandals Montego Bay live check-in/check-out dates read from the Jamaica trip doc",
"weight": 0.20873,
"type": "llm_judge"
},
{
"criterion": "A... |
long_horizon-f041 | multi_app | [
"Gringotts",
"Files",
"LibreOffice",
"LockedIn",
"HangryDash",
"OddsMarket"
] | long_horizon | multi_step_orchestration | hard | I'm bleeding cash on subscriptions and I need to do something about it. Pull every recurring charge in my Gringotts account, then write me a kill-list memo in LibreOffice Writer naming which 3-4 are the most expensive so I remember to call them. Then post a self-deprecating 'getting my financial act together' update to... | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent enumerates every recurring Gringotts bill_pay charge with payee, amount, and frequency",
"weight": 0.21,
"type": "llm_judge"
},
{
"criterion": "Agent cross-references each subscription against whichever usage source is mos... |
long_horizon-f042 | multi_app | [
"Files",
"HooliMail",
"HooliWork",
"LibreOffice"
] | long_horizon | multi_step_orchestration | hard | I want to do a deep spring clean. Open the Files app (Nautilus), organize ~/Documents into a sane folder structure (Trips/, Tax_2025/, Projects/ already exist — keep those, group everything loose into Personal/ vs Work/), then triage HooliMail by archiving anything older than 6 months. Save a one-page write-up in Libre... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent uses Files (Nautilus) to survey the existing ~/Documents tree and identifies which loose files should go into Personal/ vs Work/",
"weight": 0.169811,
"type": "llm_judge"
},
{
"criterion": "Agent creates ~/Documents/Person... |
long_horizon-f043 | multi_app | [
"Gringotts",
"HooliCalendar",
"HooliMail",
"Files",
"LibreOffice"
] | long_horizon | multi_step_orchestration | hard | Am I actually showing up to improv class consistently? Pair my recurring Scranton Improv charges in Gringotts against my HooliCalendar improv blocks, list any charges that don't have a matching calendar block (or vice versa), reference my Improv Class Certificate file in ~/Downloads/ for academy context, and email the ... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent pulls every Scranton Improv-related charge from Gringotts (the bi-weekly SCRANTON IMPROV ACADEMY subscription transactions as they appear live) with date and amount",
"weight": 0.181818,
"type": "llm_judge"
},
{
"criterion... |
long_horizon-f044 | multi_app | [
"Cheskepdia",
"Dinoco Airlines",
"Gringotts",
"HooliCalendar",
"LibreOffice",
"Files",
"LockedIn"
] | long_horizon | multi_step_orchestration | hard | Write me a NYC trip post-mortem. Pull the Greenwich Hotel booking total from Cheskepdia, the NYC flight cost from Dinoco, and any related Gringotts charges. Compile the full damage in LibreOffice Writer, save under ~/Documents/Trips/, then submit a 4-star Cheskepdia review for The Greenwich praising the location but no... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent pulls The Greenwich Hotel booking total from Cheskepdia",
"weight": 0.14,
"type": "llm_judge"
},
{
"criterion": "Agent pulls the Dinoco NYC flight cost from the airline app",
"weight": 0.14,
"type": "llm_judge"... |
long_horizon-f045 | multi_app | [
"Files",
"LibreOffice",
"HooliWork",
"SprintBoard"
] | long_horizon | multi_step_orchestration | hard | I want a snapshot of all my IT-style assets. Open Files (Nautilus) and inventory ~/Documents (file count + total size by subfolder), pull the project list from SprintBoard's three projects (Team Morale Initiative Q2, Diversity Day Planning 2026, Movie Monday Program), and write me a one-page IT inventory memo in LibreO... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent uses Files (Nautilus) to inventory ~/Documents files per subfolder with counts and total size",
"weight": 0.207547,
"type": "llm_judge"
},
{
"criterion": "Agent pulls the SprintBoard project list (Team Morale Initiative Q2... |
long_horizon-f046 | multi_app | [
"HooliMail",
"SpeedTax",
"Gringotts",
"LibreOffice Calc",
"HangryDash",
"TableFind",
"HooliShop",
"Files"
] | long_horizon | multi_step_orchestration | hard | Jan rejected my latest expense report and I need to clean it up. Open the rejection thread in HooliMail (from Jan Levinson re: your expense report being rejected) and read the live list of flagged line items with reasons, then for each flagged line item pull supporting evidence from any source app that matches the spen... | 9 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens the Jan rejection email thread in HooliMail and extracts the specific rejected line items with reasons",
"weight": 0.11801,
"type": "llm_judge"
},
{
"criterion": "Agent reports, for each flagged item in Jan's rejecti... |
long_horizon-f047 | multi_app | [
"Cheskepdia",
"Gringotts",
"LockedIn",
"LibreOffice",
"Files",
"HooliMail",
"HooliChat"
] | long_horizon | multi_step_orchestration | hard | I want to write proper Cheskepdia reviews of both Sandals stays. Pull both Sandals bookings from Cheskepdia (Sandals Montego Bay and Sandals Royal Barbados), cross-check Gringotts for the actual posted hotel charges, then write a 5-star review for each stay in Cheskepdia. Save the review drafts in LibreOffice under ~/D... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens both Sandals Cheskepdia bookings (Sandals Montego Bay and Sandals Royal Barbados) and reads the live totals / dates / property names / confirmation numbers",
"weight": 0.15,
"type": "llm_judge"
},
{
"criterion": "Age... |
long_horizon-f048 | multi_app | [
"Gringotts",
"BatBucks",
"OddsMarket",
"SpeedTax",
"LibreOffice Calc",
"HooliMail",
"Files",
"LockedIn",
"HooliChat"
] | long_horizon | multi_step_orchestration | hard | Time for a full prior-year financial close-out — I want to know what kind of mess I made and what to do about it. Pull my full prior-year Gringotts spend by category, my BatBucks portfolio at cost basis, my OddsMarket position summary, and my SpeedTax most-recent-filed-year status. Identify the top 3 leak categories wh... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent pulls Gringotts prior-year total spend grouped by category",
"weight": 0.118182,
"type": "llm_judge"
},
{
"criterion": "Agent pulls BatBucks cost-basis portfolio total and holdings list",
"weight": 0.090909,
"t... |
long_horizon-f049 | multi_app | [
"Files",
"LibreOffice Calc",
"BatBucks",
"OddsMarket",
"Gringotts",
"Cheskepdia",
"TableFind",
"HangryDash",
"LockedIn",
"HooliChat",
"SprintBoard"
] | long_horizon | multi_step_orchestration | hard | TLM2 production roadmap. Open the Threat Level Midnight sequel notes in ~/Documents/Projects/, expand the outline by at least one act, scope the budget by tallying available cash (BatBucks dividends + OddsMarket balance + Gringotts savings), search Cheskepdia for production-friendly venues, scope catering via TableFind... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent reads ~/Documents/Projects/Threat_Level_Midnight_Sequel_Notes.txt as the starting outline",
"weight": 0.092593,
"type": "llm_judge"
},
{
"criterion": "Agent expands the outline by at least one new act and writes the additi... |
long_horizon-f050 | multi_app | [
"HooliMail",
"HooliChat",
"LibreOffice",
"Cheskepdia",
"TableFind",
"HangryDash",
"HooliCalendar",
"SprintBoard",
"LockedIn",
"Files"
] | long_horizon | multi_step_orchestration | hard | Run the full upcoming-Dundies lifecycle plan. Open the Dundies categories doc in ~/Documents, build a venue shortlist on Cheskepdia, scope catering via TableFind + HangryDash, send save-the-date HooliMails to Pam, Jim, Dwight, Kevin, Holly. Coordinate logistics in the HooliChat Dundie Awards Planning group. Block the d... | 9 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens the Dundies categories doc in ~/Documents and reads the category list",
"weight": 0.1,
"type": "llm_judge"
},
{
"criterion": "Agent builds a Cheskepdia venue shortlist of at least 2 candidates",
"weight": 0.12,... |
long_horizon-f051 | multi_app | [
"LockedIn",
"LibreOffice",
"HooliMail",
"Cheskepdia",
"Gringotts",
"BatBucks",
"Files",
"Dinoco Airlines"
] | long_horizon | multi_step_orchestration | hard | I want to dry-run a job search without actually quitting. Polish my LockedIn profile (review headline, about, post cadence). Draft a generic cover letter template in LibreOffice. Search Cheskepdia for a 1-bedroom in a major US city outside Scranton (NYC, Chicago, Philly — pick one). Pull my Gringotts checking + savings... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent reviews LockedIn profile (headline, about, recent posts) and notes anything that needs polish",
"weight": 0.13,
"type": "llm_judge"
},
{
"criterion": "Agent drafts a generic cover-letter template in LibreOffice Writer",
... |
long_horizon-f053 | multi_app | [
"HooliCalendar",
"HooliWork",
"HooliChat",
"TableFind",
"HangryDash",
"LibreOffice",
"Files",
"LockedIn",
"HooliShop"
] | long_horizon | multi_step_orchestration | hard | Pretzel Day is coming up this year and I want to make it the best one ever. Block the date on HooliCalendar, post the official Pretzel Day announcement in HooliWork #general + #random, get a head-count poll going in HooliChat Party Planning Committee, schedule a TableFind reservation for the post-Pretzel-Day team lunch... | 9 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent blocks Pretzel Day on HooliCalendar with appropriate reminders",
"weight": 0.122642,
"type": "llm_judge"
},
{
"criterion": "Agent posts the Pretzel Day announcement in HooliWork #general AND #random",
"weight": 0.141... |
long_horizon-f054 | multi_app | [
"BatBucks",
"OddsMarket",
"LockedIn",
"HooliMail",
"Cheskepdia",
"Dinoco Airlines",
"LibreOffice Calc",
"Files",
"Kwik-E-Mart",
"HooliShop"
] | long_horizon | multi_step_orchestration | hard | I keep daydreaming about starting the Michael Scott Paper Company on the side — same idea as before but smarter this time. Scope it as a real side-business research project: pull together a back-of-envelope feasibility memo. Use BatBucks to confirm I have reasonable seed capital available for a paper-distribution side ... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent pulls BatBucks at-cost portfolio + cash balance and assesses whether reasonable seed capital for a paper-distribution side business is realistic given Michael's live balances",
"weight": 0.1157,
"type": "llm_judge"
},
{
"c... |
long_horizon-f055 | multi_app | [
"LockedIn",
"HooliMail",
"HooliChat",
"SprintBoard",
"LibreOffice",
"Gringotts",
"HooliWork",
"HooliCalendar"
] | long_horizon | multi_step_orchestration | hard | I need to prep for my mid-year self-review with David Wallace. Pull my SprintBoard project record across all my active projects, sample HooliWork participation in #sales + #general (rough message count), look at my LockedIn posts + connections, check my HooliMail-sent volume to David Wallace + Jan, and pull my Gringott... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent tallies SprintBoard completed/in-progress tasks across Michael-assigned or Michael-reported projects",
"weight": 0.14,
"type": "llm_judge"
},
{
"criterion": "Agent samples HooliWork participation in #sales and #general",
... |
long_horizon-f056 | multi_app | [
"SprintBoard",
"HooliCalendar",
"TableFind",
"HangryDash",
"Kwik-E-Mart",
"HooliMail",
"HooliWork",
"HooliChat",
"LibreOffice",
"Files",
"LockedIn"
] | long_horizon | multi_step_orchestration | hard | Diversity Day is coming up and Pam's running it on SprintBoard but I want to take it over and make this year actually iconic — I am the regional manager. Open the Diversity Day Planning 2026 board on SprintBoard and add 5 specific tasks (cultural showcase booths, dietary-friendly catering scope, comms plan, post-event ... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens or creates a Diversity Day Planning 2026 SprintBoard board (project) and adds at least 5 specific new tasks covering cultural showcase, catering, comms, survey, and run-of-show",
"weight": 0.18,
"type": "llm_judge"
},
{
... |
long_horizon-f057 | multi_app | [
"SprintBoard",
"HooliCalendar",
"Kwik-E-Mart",
"HangryDash",
"HooliMail",
"HooliChat",
"HooliWork",
"LibreOffice Calc",
"LockedIn"
] | long_horizon | multi_step_orchestration | hard | I want to relaunch Movie Monday as a quarterly outdoor projection night at the office park — bigger than the indoor break-room version Pam keeps running. Open the Movie Monday Program board on SprintBoard and add 6 specific tasks (projector rental scope, outdoor movie license check, snack-bar coordination, weather-back... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens or creates a Movie Monday Program SprintBoard board (project) and adds at least 6 specific new tasks covering projector rental, license check, snacks, weather backup, RSVP comms, and highlight reel",
"weight": 0.17,
"type": "llm_j... |
long_horizon-f058 | multi_app | [
"Cheskepdia",
"Gringotts",
"HooliCalendar",
"eTaxi",
"HooliMail",
"HooliChat",
"SprintBoard",
"LibreOffice",
"Files",
"LockedIn",
"Kwik-E-Mart",
"HangryDash"
] | long_horizon | multi_step_orchestration | hard | I'm thinking about moving closer to the office. Apartment shortlist on Cheskepdia, scope move costs against Gringotts checking + savings, calculate eTaxi savings if I'm closer (compare current commute count to 1725 Slough Ave), block the projected move week on HooliCalendar, propose change-of-address handling in HooliM... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent searches Cheskepdia for accommodations closer to 1725 Slough Ave (Scranton, PA) and shortlists 2-3 candidates from the search results; accept apartments, studios, or any residential listing in Scranton",
"weight": 0.12,
"type": "llm_jud... |
long_horizon-f060 | multi_app | [
"Cheskepdia",
"Dinoco Airlines",
"eTaxi",
"Gringotts",
"HooliCalendar",
"HooliMail",
"Files",
"TableFind",
"HangryDash",
"LibreOffice",
"LockedIn"
] | long_horizon | multi_step_orchestration | hard | I want a real vacation this year — somewhere I haven't been (not Jamaica, not Barbados, not NYC, not Philly). Research a destination on Cheskepdia, book me flights from AVP on Dinoco, scope eTaxi for the airport ride, build me a day-by-day itinerary in LibreOffice, block the dates on my calendar, send a group invite to... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent picks a destination NEW to Michael (not Jamaica/Barbados/NYC/Philly)",
"weight": 0.1,
"type": "llm_judge"
},
{
"criterion": "Agent searches Cheskepdia for accommodations in the chosen destination",
"weight": 0.1,
... |
long_horizon-f062 | multi_app | [
"SprintBoard",
"HooliMail",
"HooliChat",
"HooliWork",
"LockedIn",
"LibreOffice",
"Cheskepdia",
"TableFind",
"HangryDash",
"Gringotts",
"HooliCalendar",
"Files",
"SpeedTax",
"HooliShop"
] | long_horizon | multi_step_orchestration | hard | I want to lead an office culture initiative. Draft my 'World's Best Workplace' proposal in LibreOffice. Stand up a SprintBoard board for execution. Post the rollout to HooliWork #random. Cross-post a 'culture push announcement' in any team-wide HooliChat group. Send a HooliMail to David Wallace requesting sponsor appro... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent drafts the 'World's Best Workplace' proposal in LibreOffice AND saves it under ~/Documents/Work/",
"weight": 0.1,
"type": "llm_judge"
},
{
"criterion": "Agent stands up a SprintBoard board for execution with at least 5 tas... |
long_horizon-f065 | multi_app | [
"Gringotts",
"BatBucks",
"OddsMarket",
"SpeedTax",
"LockedIn",
"HooliMail",
"Cheskepdia",
"Dinoco Airlines",
"HangryDash",
"SprintBoard",
"LibreOffice Calc",
"Files",
"HooliCalendar",
"HooliChat"
] | long_horizon | multi_step_orchestration | hard | Hypothetical: what if I get fired tomorrow? Compute my total runway from Gringotts checking + savings + BatBucks cash + at-cost portfolio + OddsMarket balance and save that runway as a LibreOffice Calc sheet (income vs burn-rate, monthly columns). Identify cuts to HangryDash, Dinoco upgrades, and any non-utility recurr... | 11 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent computes total runway from Gringotts checking + savings + BatBucks cash + at-cost portfolio + OddsMarket balance",
"weight": 0.12963,
"type": "llm_judge"
},
{
"criterion": "Agent identifies specific cuts (HangryDash + Dino... |
long_horizon-f066 | multi_app | [
"Gringotts",
"HooliMail",
"HooliChat",
"Files",
"HooliCalendar",
"LockedIn",
"SprintBoard",
"OddsMarket",
"LibreOffice",
"HooliWork"
] | long_horizon | multi_step_orchestration | hard | I want to do a real digital declutter — 30 days, kill anything I'm not actually using. Audit my Gringotts recurring charges and flag the deadweight. Skim my HooliMail inbox and unsubscribe from anything I haven't opened in 6 months. Archive any HooliChat DMs I haven't touched in a month. Clean up my Documents folder vi... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent identifies the deadweight Gringotts recurring charges (with payee + amount) and flags 3+ for cancel-by-hand",
"weight": 0.12,
"type": "llm_judge"
},
{
"criterion": "Agent skims HooliMail inbox and names at least 3 specific... |
long_horizon-f070 | multi_app | [
"Cheskepdia",
"Dinoco Airlines",
"eTaxi",
"HooliShop",
"Kwik-E-Mart",
"HangryDash",
"HooliCalendar",
"HooliMail",
"HooliChat",
"HooliWork",
"LockedIn",
"LibreOffice",
"Gringotts",
"BatBucks"
] | long_horizon | multi_step_orchestration | hard | Jamaica trip is coming up soon and I have to actually prep this time. Pull the Sandals Montego Bay confirmation from Cheskepdia and my Dinoco Jamaica flight, schedule eTaxi for the wee-hours-of-departure-day airport ride, order travel essentials from HooliShop (sunscreen, beach reads, swim trunks I refuse to pack), res... | 13 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent surfaces a Sandals/Montego Bay Jamaica booking from Cheskepdia (exact confirmation ID not required — any Sandals Jamaica reservation in the seed satisfies)",
"weight": 0.08,
"type": "llm_judge"
},
{
"criterion": "Agent sur... |
long_horizon-f071 | multi_app | [
"Cheskepdia",
"TableFind",
"eTaxi",
"HangryDash",
"Kwik-E-Mart",
"Gringotts",
"HooliCalendar",
"HooliMail",
"HooliChat",
"LibreOffice",
"Files",
"LockedIn"
] | long_horizon | multi_step_orchestration | hard | Emma's coming up to Scranton next month for a college-visit weekend (she's looking at U Scranton). I want to make this perfect. Book her a Cheskepdia stay near campus, reserve us a TableFind dinner Friday night + Saturday brunch, order welcome-snacks via HangryDash for her first night, pre-fill her Kwik-E-Mart pickup w... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent books a Cheskepdia stay near U Scranton (University of Scranton) for Emma's visit weekend; accept any Scranton-area listing (apartment, studio, or hotel) returned by the Cheskepdia search",
"weight": 0.125,
"type": "llm_judge"
},
... |
long_horizon-f074 | multi_app | [
"BatBucks",
"OddsMarket",
"SpeedTax",
"LockedIn",
"HooliMail",
"Cheskepdia",
"Dinoco Airlines",
"eTaxi",
"HooliShop",
"HangryDash",
"TableFind",
"HooliCalendar",
"SprintBoard",
"HooliChat",
"HooliWork",
"LibreOffice",
"Files"
] | long_horizon | multi_step_orchestration | hard | I'm scoping a side-consultancy: 'Somehow I Manage Consulting' — paper-distributor turnaround advisory for small regional offices. Build me a real go-to-market packet. From BatBucks confirm I have working capital. From OddsMarket pull any market sentiment I can lean on. From SpeedTax confirm whether running this on the ... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent confirms working capital from BatBucks (cash + at-cost portfolio), pulls OddsMarket sentiment relevant to regional paper distributors (or notes none exist), AND checks SpeedTax to call out any 1099-side-business tax implications alongside the Dunde... |
long_horizon-f075 | multi_app | [
"Gringotts",
"BatBucks",
"OddsMarket",
"SpeedTax",
"HooliCalendar",
"SprintBoard",
"HooliMail",
"HooliChat",
"HooliWork",
"LockedIn",
"Cheskepdia",
"Dinoco Airlines",
"eTaxi",
"Kwik-E-Mart",
"HooliShop",
"HangryDash",
"TableFind",
"LibreOffice",
"Files"
] | long_horizon | multi_step_orchestration | hard | I'm seriously thinking about a 3-month sabbatical to finish 'Somehow I Manage' and shoot the Threat Level Midnight sequel. I need to know if I can actually pull this off without my life falling apart. Compute my 3-month survival runway from Gringotts checking + savings + BatBucks at-cost portfolio + OddsMarket balance.... | 10 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent computes 3-month runway from Gringotts checking + savings + BatBucks at-cost portfolio + OddsMarket balance AND pulls the most-recent SpeedTax return status for any tax-refund cushion context",
"weight": 0.1,
"type": "llm_judge"
},
... |
aggregation-f023 | oddsmarket | [
"OddsMarket"
] | aggregation | aggregation_reporting | medium | Give me a summary of my OddsMarket book in LibreOffice Calc: balance, total invested, profit or loss (split realized vs unrealized if distinguishable), and every open position. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent reports both the OddsMarket account cash balance and total invested as specific dollar figures",
"weight": 0.3,
"type": "llm_judge"
},
{
"criterion": "Agent reports P&L — split realized vs unrealized if distinguishable, el... |
cua_only-f008 | oddsmarket | [
"OddsMarket"
] | situated_action | bounded_action | hard | Go into OddsMarket, find my worst-losing position, hit Close, and type CONFIRM in the modal when it pops up. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent identifies the worst-losing open position in OddsMarket — the NBA expansion market (“Will the NBA announce expansion to Las Vegas or Seattle by year-end?”) — which is the only position currently showing an unrealized loss (~$28 absolute loss / ~17%... |
hard_app-f005 | oddsmarket | [
"OddsMarket"
] | situated_action | bounded_action | hard | Clean up my OddsMarket account: exit any YES positions that are more than 10% underwater from cost basis (per-position P&L% < -10% — if no position is below that threshold, say so and skip the exit step), and put any freed-up money back into my existing NBC Office reboot/revival position (the one already in my open pos... | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent enumerates every open YES position with its P&L (report whatever the live count is; no assumed count)",
"weight": 0.155,
"type": "llm_judge"
},
{
"criterion": "Agent identifies any OddsMarket YES positions whose per-positi... |
hard_app-f006 | oddsmarket | [
"OddsMarket"
] | situated_action | bounded_action | hard | Go into OddsMarket and review my open positions. Take the three biggest by share count and drop them into my watchlist so I can track them more carefully (if any are tied at #3, break the tie by highest cost basis, then alphabetically by ticker). Then write me a short P&L summary in chat or notes covering each market's... | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent identifies the top 3 OddsMarket open positions by share count (by sorting the live positions list — names will track whatever positions are seeded; if positions tie at the boundary, agent breaks the tie by higher cost basis or alphabetical ticker)"... |
retrieval-f017 | oddsmarket | [
"OddsMarket"
] | retrieval | personal_lookup | medium | Pull up my OddsMarket bets. I want to know what positions I have open, how much I've put in total, and my current profit or loss. | 5 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens OddsMarket and lists all currently-open positions",
"weight": 0.25,
"type": "llm_judge"
},
{
"criterion": "Agent lists Michael's open OddsMarket positions with each market title or ticker and share/side detail, not a... |
cua_only-f002 | speedtax | [
"SpeedTax"
] | cua_only | bounded_action | medium | I started this year's tax return on SpeedTax but never finished. Walk through the in-progress current-year return — review my wages and any freelance/1099 income, look over the deductions section, and click Continue all the way through to the review step (step 6) so I can see what I'd actually owe or get back. Don't su... | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens SpeedTax and identifies the current-year unfiled return for the persona (labeled 'In progress' or 'Ready for review' in the UI), not a prior-year filed return",
"weight": 0.18,
"type": "llm_judge"
},
{
"criterion": "... |
aggregation-f003 | speedtax | [
"SpeedTax"
] | aggregation | aggregation_reporting | medium | Pull up my prior-year tax returns on SpeedTax and tell me my combined federal + state refund across the most recent filed years. I want one number that says 'over the last few years you've gotten back X total.' | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent restricts the rollup to SpeedTax returns whose status is 'filed' and tax_year is strictly less than the current tax year, excluding any in-progress current-year return",
"weight": 0.25,
"type": "llm_judge"
},
{
"criterion"... |
retrieval-f003 | speedtax | [
"SpeedTax"
] | retrieval | personal_lookup | easy | On SpeedTax, find my W-2 from last year's filed return — the most recent prior-year one — and tell me the wages amount on it. Just the number from the W-2, not the refund. | 3 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent picks the most recent prior-year filed return on SpeedTax (status='filed' and tax_year strictly less than the current tax year, choosing the highest such tax_year) and not the in-progress current-year return",
"weight": 0.3,
"type": "ll... |
cua_only-f003 | sprintboard | [
"SprintBoard"
] | situated_action | bounded_action | medium | Pop open my Diversity Day Planning 2026 board on SprintBoard and drag a card out of the Todo column into In Progress — just one card, whichever you think is the most sensible next step for Diversity Day prep. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens SprintBoard and navigates to the Diversity Day Planning 2026 project",
"weight": 0.140741,
"type": "llm_judge"
},
{
"criterion": "Agent picks a card from the Todo column and performs a left_click_drag gesture to In P... |
cua_only-f017 | sprintboard | [
"SprintBoard"
] | situated_action | bounded_action | hard | Pop open my Team Morale Q2 board on SprintBoard and move three different cards forward: one from Todo to In Progress, one from In Progress to In Review, and one from In Review to Done. | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens the Team Morale Initiative Q2 project in SprintBoard before moving any cards across columns",
"weight": 0.12766,
"type": "llm_judge"
},
{
"criterion": "Agent executes 3 distinct left_click_drag gestures on 3 differen... |
hard_app-f025 | sprintboard | [
"SprintBoard"
] | long_horizon | bounded_action | hard | Can you clean up my 'Team Morale Initiative Q2' board on SprintBoard? Look at the open tasks in the backlog. Pick three tasks and (re)assign them to reasonable owners from the team (Pam, Dwight, Jim, or similar). Then create a new sprint called 'Q2 Morale Week 1' with about eight story points pulled from the backlog, a... | 7 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent navigates to the 'Team Morale Initiative Q2' SprintBoard project and reviews the open backlog tasks",
"weight": 0.12,
"type": "llm_judge"
},
{
"criterion": "Agent (re)assigns 3 backlog tasks under 'Team Morale Initiative Q... |
situated_action-f020 | sprintboard | [
"SprintBoard"
] | situated_action | bounded_action | hard | Start a new sprint cycle for the Diversity Day Planning 2026 project for the week starting three days ago and commit eight story points to the goal. Let's move some work. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Cycle is created with start date three days ago AND 'Diversity Day Planning 2026' tasks are assigned to it (cycles in SprintBoard are workspace-global; project association happens via task-to-cycle assignment)",
"weight": 0.329591,
"type": "l... |
situated_action-f034 | sprintboard | [
"SprintBoard"
] | situated_action | bounded_action | medium | Pop open the Diversity Day Planning 2026 board on SprintBoard. The 'Order snacks representing every culture' task is sitting in todo and that one's mine. Move it into In Progress so the team sees I'm on it, and add 2 new sub-tasks under it (one for finalizing the cuisine list, one for confirming the HangryDash multi-cu... | 5 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent navigates into the Diversity Day Planning 2026 SprintBoard board (not Team Morale, not Movie Monday)",
"weight": 0.18,
"type": "llm_judge"
},
{
"criterion": "Agent locates the 'Order snacks representing every culture' task... |
hard_app-f015 | tablefind | [
"TableFind",
"LibreOffice Writer"
] | situated_action | multi_step_orchestration | hard | Book me a new table at Cotogna on TableFind for the next upcoming Saturday at 7pm, party of four, and add a special-request note that one of us (Pam) needs a gluten-free option so they're ready for her. Then make me a new saved in LibreOffice Writer list called 'Go-Tos' and drop Cotogna into it. When you're done, grab ... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent opens TableFind and navigates to Cotogna before starting the new reservation",
"weight": 0.11,
"type": "llm_judge"
},
{
"criterion": "Agent submits a new TableFind reservation for Cotogna for party of 4 at 19:00 on a Satur... |
hard_app-f016 | tablefind | [
"TableFind"
] | long_horizon | bounded_action | hard | Book me Cotogna for ten people for the Dundies after-party next Friday. While you're in TableFind, pull up three other Scranton-area restaurants as a fallback plan in case Cotogna is full, and favorite the top two. Once that's done, confirm the Cotogna reservation with a note that it's the Dundies after-party so they c... | 8 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent searches TableFind for Cotogna and checks 10-person availability",
"weight": 0.134,
"type": "llm_judge"
},
{
"criterion": "Agent books Cotogna for 10 with a 'Dundies after-party' special-request note",
"weight": 0.19... |
cua_only-f005 | thunar | [
"Thunar"
] | situated_action | bounded_action | medium | Drag that Jamaica boarding pass file out of my Downloads folder and into a proper Jamaica subfolder under my Trips docs (make the folder if it isn't already there). Rename it to something like jamaica_boarding_pass (keep whatever extension it has) so I can actually find it later. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent uses Thunar (not terminal mv) to move the file via left_click_drag",
"weight": 0.295716,
"type": "llm_judge"
},
{
"criterion": "Agent saves the Jamaica boarding pass file into ~/Documents/Trips/Jamaica/ renamed to jamaica_... |
aggregation-f008 | gringotts | [
"Gringotts"
] | aggregation | aggregation_reporting | medium | If I keep going to improv class at the current pace, what's it going to cost me for a whole year? I'm reconsidering. Give me a Line graph chart of the overall cost in LibreOffice Calc. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent identifies the Scranton Improv Workshop charges in the Gringotts transactions ledger and reports their average per-session amount as it appears in the seeded data",
"weight": 0.2,
"type": "llm_judge"
},
{
"criterion": "Age... |
aggregation-f030 | gringotts | [
"Gringotts"
] | aggregation | aggregation_reporting | medium | How much am I sending via Zelle each month and who's getting the money? Check the most recent 2 complete calendar months prior to today and rank the recipients. Give me the results of each month in a LibreOffice Calc Spreadsheet and comapre the totals. | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent reports the outbound Zelle total for the most recent complete calendar month prior to today, computed from the live Gringotts transactions ledger",
"weight": 0.2,
"type": "llm_judge"
},
{
"criterion": "Agent repeats the co... |
aggregation-f036 | gringotts | [
"Gringotts"
] | aggregation | aggregation_reporting | medium | How much did I spend on improv classes during the last full calendar year? Add up every Scranton Improv class charge from that year (the outbound debits whose description matches 'Scranton Improv Workshop' or 'SCRANTON IMPROV ACADEMY' case-insensitively) — exclude any inbound payments from teaching (e.g. 'Scranton Impr... | 6 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent filters Gringotts to the seeded Scranton Improv class charges (outbound debits whose description matches either 'Scranton Improv Workshop' or 'SCRANTON IMPROV ACADEMY' case-insensitively) dated within the last full calendar year (excludes the year ... |
situated_action-f011 | gringotts | [
"Gringotts"
] | situated_action | bounded_action | medium | Can you knock $500 off my credit card from my checking? I'm trying to be responsible here. | 4 | {
"type": "llm_judge",
"rubrics": [
{
"criterion": "Agent completes the $500 payment from checking to the credit card in Gringotts and confirms the payment posted",
"weight": 0.583139,
"type": "llm_judge"
},
{
"criterion": "Agent cites the Gringotts checking account as the fundin... |
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