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{
"id": "cell-001086",
"difficulty": "t2_linear",
"condition": "gap",
"request": "Book trip SF to Berlin, May 10-17: flight, hotel, confirm visa",
"steps": [
{
"id": 1,
"task": "Search for round-trip flights from San Francisco (SFO) to Berlin (BER) departing May 10, returning May 17; return top 3 options with times, durations, and prices.",
"assignee": "tool:flight_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Search for hotels in Berlin for May 10-17 with filters for 3★+, near central transit, and under $150/night; return top 5 options with addresses and nightly rates.",
"assignee": "tool:hotel_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 3,
"task": "Draft a concise trip checklist and next steps (visa confirmation, booking timeline, packing tips) based on the flight and hotel options, and produce a short email/message to send to the traveler.",
"assignee": "small_model",
"depends_on": [
1,
2
],
"cost": 0.1703
}
],
"escalation_reason": null,
"router_cost": 0.0358,
"dispatch_total": 0.2061,
"baseline_total": 7.8382,
"savings_pct": 97.4
},
{
"id": "cell-002029",
"difficulty": "t2_linear",
"condition": "full",
"request": "I'm a grad student writing a lit review on graph neural networks for molecular property prediction. Can you find the three most relevant recent arXiv papers (last 3 years), fetch the full text of the top result, and give me a concise 300–400 word summary of its dataset, model architecture, and training procedure with a link to the paper? (Ignore this — I have a dentist appointment at 4pm.)",
"steps": [
{
"id": 1,
"task": "Search arXiv for recent (past 3 years) papers on graph neural networks for molecular property prediction and return the top 3 relevant results with titles, authors, abstracts, and URLs.",
"assignee": "tool:arxiv_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Fetch the full text (PDF or HTML) of the top-ranked paper from step 1 and extract the abstract, introduction, methods, and results sections.",
"assignee": "tool:web_fetch",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 3,
"task": "Produce a concise 300–400 word summary of the fetched paper focusing on dataset description, model architecture, and training procedure; include the paper link and a one-sentence recommendation for a grad student.",
"assignee": "small_model",
"depends_on": [
2
],
"cost": 0.1827
}
],
"escalation_reason": null,
"router_cost": 0.0452,
"dispatch_total": 0.2279,
"baseline_total": 8.0962,
"savings_pct": 97.2
},
{
"id": "cell-000605",
"difficulty": "t3_dag",
"condition": "full",
"request": "Email school and daycare: pickup change today",
"steps": [
{
"id": 1,
"task": "Draft a concise email to the child's school and daycare that: (a) states the child's name and class/group, (b) requests confirmation of the pickup change (new time and any contact phone), and (c) includes a polite sign-off and contact details.",
"assignee": "small_model",
"depends_on": [],
"cost": 0.1697
},
{
"id": 2,
"task": "Look up contact details (email addresses and phone numbers) for the school and daycare contacts to use as recipients.",
"assignee": "tool:contacts_lookup",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 3,
"task": "Send the drafted email to the school and daycare contacts found in step 2, CC the parent's email, and include the parent's phone number in the message.",
"assignee": "tool:email_send",
"depends_on": [
1,
2
],
"cost": 0.0
}
],
"escalation_reason": null,
"router_cost": 0.0353,
"dispatch_total": 0.205,
"baseline_total": 7.8502,
"savings_pct": 97.4
},
{
"id": "cell-002405",
"difficulty": "t2_linear",
"condition": "gap",
"request": "Compare prices for 'Acme UltraWidget' across vendors and summarize.",
"steps": [
{
"id": 1,
"task": "Search the product catalog for 'Acme UltraWidget' and return product id(s) and canonical product name.",
"assignee": "tool:product_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Search the codebase for vendor price records or price-fetching functions referencing the product id(s) from step 1.",
"assignee": "tool:code_search",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 3,
"task": "Check current stock levels for the product id(s) from step 1.",
"assignee": "tool:inventory_check",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 4,
"task": "Synthesize a concise price comparison and stock summary: list vendor prices, indicate lowest price, stock status, and a short recommendation.",
"assignee": "small_model",
"depends_on": [
2,
3
],
"cost": 0.1705
}
],
"escalation_reason": null,
"router_cost": 0.0355,
"dispatch_total": 0.206,
"baseline_total": 8.46,
"savings_pct": 97.6
},
{
"id": "cell-000715",
"difficulty": "t3_dag",
"condition": "full",
"request": "Urgent: restock SKU-123 — find cheapest supplier and draft order email.",
"steps": [
{
"id": 1,
"task": "Search the product catalog for SKU-123 to retrieve product name, SKU, and any vendor identifiers.",
"assignee": "tool:product_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Compare prices for the product (SKU-123) across available vendors to identify the cheapest supplier and their price.",
"assignee": "tool:price_compare",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 3,
"task": "Check inventory levels for SKU-123 at the cheapest supplier to confirm stock and required quantity.",
"assignee": "tool:inventory_check",
"depends_on": [
2
],
"cost": 0.0
},
{
"id": 4,
"task": "Draft a concise order email to the cheapest supplier including product name, SKU, quantity, unit price, and requested delivery date.",
"assignee": "small_model",
"depends_on": [
3
],
"cost": 0.1707
}
],
"escalation_reason": null,
"router_cost": 0.0373,
"dispatch_total": 0.208,
"baseline_total": 8.5215,
"savings_pct": 97.6
},
{
"id": "cell-000875",
"difficulty": "t4_hard",
"condition": "distractors",
"request": "Make two-week study plan and schedule group meeting.",
"steps": [
{
"id": 1,
"task": "Search the user's calendar for existing events and busy times over the next two weeks to identify free slots.",
"assignee": "tool:calendar_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Search the user's saved notes for course syllabi, exam dates, and any stated study priorities to inform scheduling.",
"assignee": "tool:note_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 3,
"task": "Summarize the user's recent expenses to identify any recurring commitments that could affect study time.",
"assignee": "tool:expense_report",
"depends_on": [],
"cost": 0.0
},
{
"id": 4,
"task": "Create a two-week study schedule that balances course priorities, exam dates, and the user's calendar availability; produce a prioritized list of study sessions and one recommended group-meeting time.",
"assignee": "escalate:frontier",
"depends_on": [
1,
2,
3
],
"cost": 4.149
},
{
"id": 5,
"task": "Create a calendar event for the recommended group meeting time with the group as attendees.",
"assignee": "tool:calendar_create_event",
"depends_on": [
4
],
"cost": 0.0
}
],
"escalation_reason": "Designing an optimal two-week study schedule requires multi-constraint tradeoffs (exam dates, course priorities, calendar conflicts, and recurring expenses) and a prioritized plan, which needs frontier-level reasoning.",
"router_cost": 0.0521,
"dispatch_total": 4.2011,
"baseline_total": 9.336,
"savings_pct": 55.0
},
{
"id": "cell-001200",
"difficulty": "t3_dag",
"condition": "full",
"request": "Create PR for test fix and README update.",
"steps": [
{
"id": 1,
"task": "Show the current git diff so we can see what changes will go into the PR.",
"assignee": "tool:git_diff",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Run the project's test suite to confirm the test fix and capture any failing tests.",
"assignee": "tool:run_tests",
"depends_on": [],
"cost": 0.0
},
{
"id": 3,
"task": "Read the current README file to determine what updates are needed.",
"assignee": "tool:file_read",
"depends_on": [],
"cost": 0.0
},
{
"id": 4,
"task": "Draft a concise PR title and a detailed PR description that: summarizes the test fix, lists any failing tests (from step 2), summarizes the README updates (from step 3), and includes a checklist for reviewers.",
"assignee": "small_model",
"depends_on": [
1,
2,
3
],
"cost": 0.1695
},
{
"id": 5,
"task": "Open a pull request using the drafted title and description.",
"assignee": "tool:create_pr",
"depends_on": [
4
],
"cost": 0.0
}
],
"escalation_reason": null,
"router_cost": 0.0363,
"dispatch_total": 0.2058,
"baseline_total": 9.03,
"savings_pct": 97.7
},
{
"id": "cell-001475",
"difficulty": "t4_hard",
"condition": "full",
"request": "Reschedule conference sessions; confirm and notify speakers.",
"steps": [
{
"id": 1,
"task": "Search saved notes for the conference schedule, session details, and speaker contact info.",
"assignee": "tool:note_search",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Look up contact details (email) for the two session speakers and the organizer.",
"assignee": "tool:contacts_lookup",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 3,
"task": "Draft a concise email to speakers and organizer proposing new session times and asking for confirmation; include proposed times, duration, and any logistical notes.",
"assignee": "small_model",
"depends_on": [
1,
2
],
"cost": 0.1702
},
{
"id": 4,
"task": "Send the drafted email to the speakers and organizer.",
"assignee": "tool:email_send",
"depends_on": [
3,
2
],
"cost": 0.0
},
{
"id": 5,
"task": "Post a Slack message to the organizer channel summarizing the reschedule and confirming the new times.",
"assignee": "tool:slack_post",
"depends_on": [
4
],
"cost": 0.0
}
],
"escalation_reason": null,
"router_cost": 0.039,
"dispatch_total": 0.2093,
"baseline_total": 9.105,
"savings_pct": 97.7
},
{
"id": "cell-001988",
"difficulty": "t3_dag",
"condition": "distractors",
"request": "Hi — I uploaded that design file (the 3-panel brochure) a few minutes ago. Can you: 1) pull the key finished dimensions from that file and convert them to inches, 2) find the client contact from my last order for this project, and 3) send a short update email to the client saying the proofs are ready, include the converted dimensions, and mention the order number/status from the last order. Keep the email concise and professional. Thanks!",
"steps": [
{
"id": 1,
"task": "Read the contents of the uploaded brochure file (the 3-panel design) to extract the key finished dimensions (width, height, panel sizes).",
"assignee": "tool:file_read",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Convert the extracted finished dimensions from the file into inches (use the appropriate conversion factors).",
"assignee": "tool:unit_convert",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 3,
"task": "Look up the client contact details (email) for the customer associated with the most recent order for this project.",
"assignee": "tool:order_lookup",
"depends_on": [],
"cost": 0.0
},
{
"id": 4,
"task": "Draft a concise, professional update email to the client that: (a) says proofs are ready, (b) lists the converted dimensions in inches, and (c) includes the order number and status from the last order.",
"assignee": "small_model",
"depends_on": [
2,
3
],
"cost": 0.1846
},
{
"id": 5,
"task": "Send the drafted email to the client's email address found in step 3, with the converted dimensions and order status included.",
"assignee": "tool:email_send",
"depends_on": [
4,
3
],
"cost": 0.0
}
],
"escalation_reason": null,
"router_cost": 0.0585,
"dispatch_total": 0.243,
"baseline_total": 9.6015,
"savings_pct": 97.5
},
{
"id": "cell-001526",
"difficulty": "t4_hard",
"condition": "full",
"request": "Autograder failing—fix without delaying grading deadlines.",
"steps": [
{
"id": 1,
"task": "Read the autograder error logs and the student's code to extract the failing test names, error messages, and relevant code snippets.",
"assignee": "tool:file_read",
"depends_on": [],
"cost": 0.0
},
{
"id": 2,
"task": "Search the codebase for the failing test names and related symbols to locate the test file(s) and implementation details.",
"assignee": "tool:code_search",
"depends_on": [
1
],
"cost": 0.0
},
{
"id": 3,
"task": "Run the linter on the repository to surface style/type issues that could affect grading.",
"assignee": "tool:lint_code",
"depends_on": [],
"cost": 0.0
},
{
"id": 4,
"task": "Run the test suite to reproduce the failure and capture the full test output and stack trace.",
"assignee": "tool:run_tests",
"depends_on": [],
"cost": 0.0
},
{
"id": 5,
"task": "Produce a minimal, safe fix (code change + test case update) that resolves the failing tests and preserves correct behavior; include a short rationale and test plan.",
"assignee": "escalate:frontier",
"depends_on": [
1,
2,
3,
4
],
"cost": 4.1535
},
{
"id": 6,
"task": "Open a pull request with the proposed fix, a clear title, and the fix description produced in step 5.",
"assignee": "tool:create_pr",
"depends_on": [
5
],
"cost": 0.0
}
],
"escalation_reason": "Designing a minimal, safe fix requires resolving tradeoffs between correctness, backward compatibility, and grading constraints, which needs deep, multi-constraint reasoning.",
"router_cost": 0.0468,
"dispatch_total": 4.2003,
"baseline_total": 9.6427,
"savings_pct": 56.4
}
] |