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v2 | Financier | Financier_task_001 | Financier | env_Financier | PD Scorecard Validation Priority Framework | PD Scorecard Validation Priority Framework | The user is preparing an independent validation of a logistic-regression PD scorecard and wants a risk-first assessment lens before getting pulled into detailed statistical testing. The task establishes the user's preferred validation style: conclusion first, high-risk issues first, decision support before formula-heav... | short_term_independent | medium | user | First read `pd_validation_priority_draft.md` in the current task directory; if it is missing, say so first. Use the public source paths directly rather than relying on local summary notes: Federal Reserve SR 11-7 main page https://www.federalreserve.gov/supervisionreg/srletters/sr1107.htm, SR 11-7 PDF https://www.feder... | [
"Treat the draft as weak and revise it toward a model-validation view rather than a statistical tutorial.",
"Anchor the framework to SR 11-7 concepts: conceptual soundness, ongoing monitoring, outcomes analysis, effective challenge, limitations, and fit-for-use judgment.",
"Use the German Credit Data context on... | 6 | false | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_001/task.yaml | schema_version: v2
task_id: Financier_task_001
user_id: Financier
environment_id: env_Financier
title: PD Scorecard Validation Priority Framework
description: "The user is preparing an independent validation of a logistic-regression\
\ PD scorecard and wants a risk-first assessment lens before getting pulled into\
... | |
v2 | Financier | Financier_task_002 | Financier | env_Financier | Weekend Camping Departure Memo Cleanup | Weekend Camping Departure Memo Cleanup | Organize scattered weekend camping notes into a single actionable departure memo in Simple Note. Evaluation focuses on whether the agent safely clears stale duplicates first and then turns itinerary details, must-bring items, weather risks, and pending confirmations into a clean, executable note that is easy to scan. | short_term_independent | medium | user | My Simple Note login info:
Email: stmcco@gmail.com
Password: i#vhWEQ
I am going camping at Qingyuan Reservoir early Saturday, but I still have not organized the departure memo. Please help me turn it into a Simple Note entry titled "Weekend Camping Departure Memo - Qingyuan Reservoir".
The confirmed plan is: meet... | [
"The final note should stay clearly anchored to this specific Qingyuan Reservoir weekend camping departure, rather than turning into a generic camping checklist.",
"Separate the confirmed itinerary, must-bring items, weather and risk notes, and pre-departure confirmations into a scan-friendly structure.",
"The ... | 3 | true | {"checklist": [{"criterion": "The final Simple Note title is exactly 'Weekend Camping Departure Memo - Qingyuan Reservoir'."}, {"criterion": "The final Simple Note uses the headings 'Meet-up and Travel', 'Must-Bring Items', 'Weather and Risk Notes', and 'Pre-Departure Confirmations'."}, {"criterion": "The final Simple ... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["concise_structured_personal_notes", "deadline_and_followup_discipline", "single_app_cleanup_and_rewrite"]} | data/Financier/tasks/Financier_task_002/task.yaml | schema_version: v2
task_id: Financier_task_002
user_id: Financier
environment_id: env_Financier
title: "Weekend Camping Departure Memo Cleanup"
description: "Organize scattered weekend camping notes into a single actionable departure memo in Simple Note. Evaluation focuses on whether the agent safely clears stale dupli... |
v2 | Financier | Financier_task_003 | Financier | env_Financier | Assess the Current Champion Route and Provide Go-Forward Recommendations Based on the Model Performance Report | Assess the Current Champion Route and Provide Go-Forward Recommendations Based on the Model Performance Report | Based on the local model performance report, assess the effectiveness, stability, and governance implementability of the PD model in gray release, and produce structured go-forward recommendations suitable for investment committee discussion. | short_term_contextual | medium | user | Please use the local file Model_Performance_Report.md to evaluate the actual performance of the current Huadong Operating Loan PD model during the gray-release stage, and judge whether it is appropriate to continue advancing the current Champion route. If necessary, also compare the primary model with the backup candid... | [
"Give the conclusion first, then the evidence; the opening should directly state whether the current Champion route should continue.",
"Use tables as much as possible in the model comparison section. Comparison dimensions should at least cover: modeling logic, interpretability, nonlinear representation capability... | 3 | true | {"checklist": []} | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_003/task.yaml | schema_version: v2
task_id: Financier_task_003
user_id: Financier
environment_id: env_Financier
title: "Assess the Current Champion Route and Provide Go-Forward Recommendations Based on the Model Performance Report"
description: "Based on the local model performance report, assess the effectiveness, stability, and gov... |
v2 | Financier | Financier_task_004 | Financier | env_Financier | VaR Backtesting Risk-Priority Framework | VaR Backtesting Risk-Priority Framework | The user is preparing to review a 1-day 99% VaR model and wants a Basel-style risk-priority checklist before formula-heavy analysis. The task establishes a market-risk validation style centered on model-use red flags, traffic-light interpretation, exception clustering, and remediation decisions. | short_term_independent | medium | user | First read `var_backtesting_priority_draft.md` in the current task directory; if it is missing, say so first. Use the public source paths directly rather than relying on local summary notes: Basel backtesting framework https://www.bis.org/publ/bcbs22.htm, Basel backtesting PDF https://www.bis.org/publ/bcbs22.pdf, Basel... | [
"Treat the draft as too formula-first and revise it toward a model-use validation lens.",
"Use Basel backtesting traffic-light logic as an anchor, but do not reduce validation to exception count only.",
"Prioritize P and L definition, exception level, exception clustering, volatility-regime robustness, data /va... | 5 | false | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_004/task.yaml | schema_version: v2
task_id: Financier_task_004
user_id: Financier
environment_id: env_Financier
title: VaR Backtesting Risk-Priority Framework
description: "The user is preparing to review a 1-day 99% VaR model and wants a Basel-style\
\ risk-priority checklist before formula-heavy analysis. The task establishes a\
... | |
v2 | Financier | Financier_task_005 | Financier | env_Financier | Pre-Event Confirmation Email for Product Demo | Pre-Event Confirmation Email for Product Demo | Draft and send a matter-specific pre-event confirmation email in Gmail. Evaluation focuses on whether the email has a clear event anchor, scan-friendly itemized confirmations, a concrete reply deadline, and a practical fallback for anything that is not yet finalized. | short_term_independent | medium | user | My Gmail login info:
Email: stmcco@gmail.com
Password: n3v=I[w
I need to follow up on Wednesday setup for the Nanshan client product demo tomorrow, but I am about to head into another meeting. Please send a pre-event confirmation email to la-mcco@gmail.com with the subject "Pre-Event Confirmation | Nanshan Client ... | [
"The final email should remain anchored to the specific Wednesday setup work for the Nanshan Client Product Demo, rather than reading like a generic follow-up.",
"The three confirmation items, reply deadline, risk notice, and badge-list fallback should be separated clearly so the recipient can scan them in one pa... | 3 | true | {"checklist": [{"criterion": "The final Gmail subject is exactly 'Pre-Event Confirmation | Nanshan Client Product Demo | Wednesday Setup'."}, {"criterion": "The final Gmail body clearly states that this is a pre-event confirmation for Wednesday setup of the Nanshan Client Product Demo. Substantially similar wording is ... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["concise_operational_followups", "deadline_and_followup_discipline", "single_app_email_workflow"]} | data/Financier/tasks/Financier_task_005/task.yaml | schema_version: v2
task_id: Financier_task_005
user_id: Financier
environment_id: env_Financier
title: "Pre-Event Confirmation Email for Product Demo"
description: "Draft and send a matter-specific pre-event confirmation email in Gmail. Evaluation focuses on whether the email has a clear event anchor, scan-friendly ite... |
v2 | Financier | Financier_task_006 | Financier | env_Financier | Identify the Core Modeling Method from the Development Report and Compare Alternative Models | Identify the Core Modeling Method from the Development Report and Compare Alternative Models | Based on the local model development report, identify the core modeling method used by the current model and its principles, and systematically compare common alternative models to produce structured analysis suitable for investment research and risk-control review. | short_term_contextual | medium | user | Please use the model development report Model_Development_Report.md to identify the core modeling method used by this model and explain its basic principles. At the same time, list several common alternative models, briefly introduce each method, and compare them in terms of modeling logic, strengths and weaknesses, an... | [
"Give the conclusion first, then the evidence. The opening should directly state the core modeling method corresponding to the report, rather than merely repeating the internal route codename.",
"Map internal route codenames such as A1-A5 to standard algorithm names, instead of only using the internal abbreviatio... | 6 | true | {"checklist": [{"criterion": "Clearly state that the current core modeling method in the report is A5, corresponding to XGBoost (or a classic XGBoost-style GBDT binary-classification approach), rather than only vaguely calling it a 'tree model' or 'boosted tree.'"}, {"criterion": "Clearly provide the current implementa... | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_006/task.yaml | schema_version: v2
task_id: Financier_task_006
user_id: Financier
environment_id: env_Financier
title: "Identify the Core Modeling Method from the Development Report and Compare Alternative Models"
description: "Based on the local model development report, identify the core modeling method used by the current model an... |
v2 | Financier | Financier_task_007 | Financier | env_Financier | For our Enterprise Macro-Risk Data Platform, we need to stress-test our portfolio models usin... | val | medium | user | For our Enterprise Macro-Risk Data Platform, we need to stress-test our portfolio models using simulated equity factors. Based on the Kenneth French Data Library's 'F-F_Research_Data_5_Factors_2x3_daily.CSV.zip', please write a Python script to process the raw file and generate at least 5 years of highly realistic synt... | [
"The script must explicitly read and extract data directly from the specified zip archive ('F-F_Research_Data_5_Factors_2x3_daily.CSV.zip') using libraries like `zipfile`.",
"Data Cleaning: The script must explicitly contain code (e.g., `skiprows`) to drop the non-data metadata headers and copyright footers found... | 4 | true | {"files_read": ["ff5_simulation.py"]} | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_007/task.yaml | schema_version: v2
task_id: Financier_task_007
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: val
trigger:
type: user
intent:
initial_input: "For our Enterprise Macro-Risk Data Platform, we need to stress-test\
\ our portfolio models using simulated equity factors. Based ... | ||
v2 | Financier | Financier_task_008 | Financier | env_Financier | Temporary Rehearsal Board for Beacon Beta Share | Temporary Rehearsal Board for Beacon Beta Share | Build a temporary rehearsal board in Todoist for the Beacon beta share, leave an auditable trail of tasks, label usage, and comment history, and then fully clean it up. Evaluation focuses on whether the tasks are specific, whether the blocker and checkpoints are explicit, and whether the temporary workspace is complete... | short_term_independent | medium | user | My Todoist login info:
Email: stmcco@gmail.com
Password: Ozz21Q4
I need to do a quick rehearsal pass tonight for the Beacon beta share setup. Please create a temporary project called "Temporary Launch Rehearsal Board - Beacon" and add a section called "Tonight Rehearsal".
The rehearsal needs to cover at least the... | [
"The temporary task board should stay tightly scoped to the Beacon beta share rehearsal, rather than turning into a generic collection of todos.",
"Each task or comment should let a handoff recipient quickly understand the current item, the next checkpoint, and the possible blocker.",
"The slides walkthrough mu... | 3 | true | {"checklist": [{"criterion": "The temporary Todoist project is named exactly 'Temporary Launch Rehearsal Board - Beacon'."}, {"criterion": "The temporary Todoist section is named exactly 'Tonight Rehearsal'."}, {"criterion": "The temporary Todoist tasks cover the slides walkthrough, demo device charging and screen reco... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["audit_ready_work_tracking", "deadline_and_followup_discipline", "single_app_cleanup_workflow"]} | data/Financier/tasks/Financier_task_008/task.yaml | schema_version: v2
task_id: Financier_task_008
user_id: Financier
environment_id: env_Financier
title: "Temporary Rehearsal Board for Beacon Beta Share"
description: "Build a temporary rehearsal board in Todoist for the Beacon beta share, leave an auditable trail of tasks, label usage, and comment history, and then ful... |
v2 | Financier | Financier_task_009 | Financier | env_Financier | For our Fixed Income Analytics Platform, I want to build a US Treasury yield curve modeling p... | val | medium | user | For our Fixed Income Analytics Platform, I want to build a US Treasury yield curve modeling prototype. I prioritize high interpretability, ease of implementation, and fast Python deployment over complex theoretical perfection. I have uploaded two foundational papers: 'w1594.pdf' (Nelson-Siegel) and 'w4871.pdf' (Svensso... | [
"Model Recommendation: The response must explicitly recommend the Nelson-Siegel (NS) model over Svensson for the initial prototype due to the user's preference for simplicity.",
"Parameter Awareness: The comparison must correctly state that the Nelson-Siegel model uses 4 parameters while the Svensson extension us... | 4 | false | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_009/task.yaml | schema_version: v2
task_id: Financier_task_009
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: val
trigger:
type: user
intent:
initial_input: "For our Fixed Income Analytics Platform, I want to build a US Treasury\
\ yield curve modeling prototype. I prioritize high interp... | |||
v2 | Financier | Financier_task_010 | Financier | env_Financier | Independent Validation Conclusion for a Logistic-Regression PD Scorecard | Independent Validation Conclusion for a Logistic-Regression PD Scorecard | The user now wants a system-level validation conclusion for a logistic-regression PD scorecard developed on German Credit Data-like inputs. The task depends on the previous validation-priority setup and tests whether the agent applies a risk-first, decision-oriented SR 11-7 validation lens to package-specific evidence ... | short_term_contextual | hard | user | First read `german.data`, `german_credit_schema.md`, `german_credit_split.csv`, `pd_scorecard_model_spec.yaml`, and `pd_validation_report_draft.md` in the current task directory; if anything is missing, say so first. Use the public source paths directly rather than relying on local summary notes: Federal Reserve SR 11-... | [
"Inherit the previous preference for conclusion-first, high-risk-first, decision-oriented validation writing.",
"Do not redevelop the model or write a generic scorecard tutorial; evaluate whether the model package supports use.",
"Use SR 11-7 as the validation lens: effective challenge, conceptual soundness, ou... | 7 | true | {"checklist": [{"criterion": "The `Validation Decision` block must make a clear model-use decision. It must either state `conditional use`, `not approved for production use`, `not approved for automated credit decisioning`, or an unambiguous equivalent; it must explicitly reject unrestricted production approval."}, {"c... | {"difficulty": "hard"} | data/Financier/tasks/Financier_task_010/task.yaml | schema_version: v2
task_id: Financier_task_010
user_id: Financier
environment_id: env_Financier
title: Independent Validation Conclusion for a Logistic-Regression PD Scorecard
description: "The user now wants a system-level validation conclusion for a logistic-regression\
\ PD scorecard developed on German Credit Dat... |
v2 | Financier | Financier_task_011 | Financier | env_Financier | Pet Boarding Handover Text | Pet Boarding Handover Text | Complete a pet boarding handover coordination task through the Phone app. Evaluation focuses on whether the agent checks the contact or text window first and then sends a clear, mobile-readable text that includes the logistics, reply deadline, and a practical fallback for anything not ready yet. | short_term_independent | medium | user | My Phone login info:
Phone number: 5707454150
Password: A!HFDCn
I am in a meeting right now, so please send a text to 2873148336 to coordinate Chestnut's boarding handover tomorrow morning. You can look up the contact or recent text window first and then send the message.
The details to confirm are: meet at the w... | [
"The text should stay tightly scoped to Chestnut's boarding handover tomorrow morning, with the purpose, time and location, required items, and reply request clearly separated.",
"The text should include a concrete reply deadline and require immediate notice of any timing change or missing-material risk.",
"If ... | 3 | true | {"checklist": [{"criterion": "The final text clearly states that it is coordinating Chestnut's boarding handover tomorrow morning. Substantially similar wording is acceptable."}, {"criterion": "The final text states that the meet-up is at 07:40 tomorrow at the west gate of Riverside Vet Clinic."}, {"criterion": "The fi... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["concise_operational_followups", "deadline_and_followup_discipline", "single_app_mobile_coordination"]} | data/Financier/tasks/Financier_task_011/task.yaml | schema_version: v2
task_id: Financier_task_011
user_id: Financier
environment_id: env_Financier
title: "Pet Boarding Handover Text"
description: "Complete a pet boarding handover coordination task through the Phone app. Evaluation focuses on whether the agent checks the contact or text window first and then sends a cle... |
v2 | Financier | Financier_task_012 | Financier | env_Financier | Continuing with our Enterprise Macro-Risk Data Platform, we are integrating alternative regul... | val | medium | user | Continuing with our Enterprise Macro-Risk Data Platform, we are integrating alternative regulatory data. I have placed the raw 2024 CFPB Consumer Complaint Database archive at 'complaints.csv.zip' in the current workspace. Please write a Python script to physically process this dataset and perform a comprehensive evalu... | [
"Operational Metric: The report must explicitly calculate the time lag between 'Date received' and 'Date sent to company' as a key measure of business processing efficiency, cleanly separating this business metric from basic CSV structural checks.",
"Distributional Anomalies: The report must explicitly analyze th... | 3 | true | {"files_read": ["CFPB_DQ_Report.md"]} | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_012/task.yaml | schema_version: v2
task_id: Financier_task_012
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: val
trigger:
type: user
intent:
initial_input: "Continuing with our Enterprise Macro-Risk Data Platform, we are\
\ integrating alternative regulatory data. I have placed the raw ... | ||
v2 | Financier | Financier_task_013 | Financier | env_Financier | Continuing with our Fixed Income Analytics Platform yield curve project, let's define the dat... | val | medium | user | Continuing with our Fixed Income Analytics Platform yield curve project, let's define the data and validation strategy based on your recommended model. Do not write the code yet. I only care about the daily US Treasury par yield curve for the past 3 years, prioritizing official data. The final pipeline must output dail... | [
"Data Source Accuracy: The response must explicitly provide the exact U.S. Treasury URL (or its core path): 'home.treasury.gov/resource-center/data-chart-center/interest-rates/TextView?type=daily_treasury_yield_curve'.",
"Preprocessing Logic: The response must explicitly mention converting categorical tenor label... | 4 | false | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_013/task.yaml | schema_version: v2
task_id: Financier_task_013
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: val
trigger:
type: user
intent:
initial_input: "Continuing with our Fixed Income Analytics Platform yield curve\
\ project, let's define the data and validation strategy based on... | |||
v2 | Financier | Financier_task_014 | Financier | env_Financier | Independent Validation Conclusion for a 1-Day 99% Historical Simulation VaR Model | Independent Validation Conclusion for a 1-Day 99% Historical Simulation VaR Model | The user now wants a system-level validation conclusion for a U.S. equity 1-day 99% Historical Simulation VaR model. The task depends on the previous VaR backtesting-priority setup and tests whether the agent converts package-specific backtesting evidence into a Basel-style model-use decision with concrete remediation ... | short_term_contextual | hard | user | First read `SP500.csv`, `var_backtest_spec.yaml`, and `var_validation_report_draft.md` in the current task directory; if anything is missing, say so first. Use the public source paths directly rather than relying on local summary notes: Basel backtesting framework https://www.bis.org/publ/bcbs22.htm, Basel backtesting ... | [
"Inherit the previous preference for model-use red flags before formula-heavy VaR explanation.",
"Use Basel traffic-light thresholds and the package-specific exception facts to support a clear use decision.",
"Do not recompute VaR or write a generic market-risk textbook answer; validate the provided backtesting... | 6 | true | {"checklist": [{"criterion": "The `Use Decision` block must make a clear model-use decision. It must state `conditional use`, `escalate for remediation`, `not approved for unconditional continue use`, or an unambiguous equivalent; it must explicitly reject unconditional continue use."}, {"criterion": "The `Use Decision... | {"difficulty": "hard"} | data/Financier/tasks/Financier_task_014/task.yaml | schema_version: v2
task_id: Financier_task_014
user_id: Financier
environment_id: env_Financier
title: Independent Validation Conclusion for a 1-Day 99% Historical Simulation VaR
Model
description: "The user now wants a system-level validation conclusion for a U.S. equity\
\ 1-day 99% Historical Simulation VaR mode... |
v2 | Financier | Financier_task_015 | Financier | env_Financier | Weekend Hiking Socks Add-to-Cart | Weekend Hiking Socks Add-to-Cart | Compare a few hiking sock options in Amazon and complete the add-to-cart step for the designated product. Evaluation focuses on whether the comparison is reasonable under the stated hidden preferences, whether low-stock options are avoided, whether the specified item is added correctly, and whether the cart is shown af... | short_term_independent | medium | user | My Amazon login info:
Email: la-mcco@gmail.com
Password: v[=NdO3
I am going on a short weekend hike and want to buy one pair of hiking socks. Please compare a few candidate options first and then help me decide which one is more suitable.
After the comparison, add 1 pair of Darn Tough Hiker Micro Crew Cushion Soc... | [
"Before giving the final recommendation, present the candidate hiking socks in a comparison table rather than jumping straight to the conclusion. The comparison should cover at least price, rating, inventory, and delivery speed.",
"Prefer higher-rated options that stay within a budget of no more than 25 USD.",
... | 5 | true | {"checklist": [{"criterion": "Before the final recommendation, compare at least 3 candidate hiking socks."}, {"criterion": "Prefer using a table for the candidate comparison."}, {"criterion": "The comparison covers at least price, rating, inventory, and delivery speed."}, {"criterion": "Explicitly explain why the optio... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["shopping_decision_with_constraints", "concise_comparison_outputs", "single_app_transaction_verification"]} | data/Financier/tasks/Financier_task_015/task.yaml | schema_version: v2
task_id: Financier_task_015
user_id: Financier
environment_id: env_Financier
title: "Weekend Hiking Socks Add-to-Cart"
description: "Compare a few hiking sock options in Amazon and complete the add-to-cart step for the designated product. Evaluation focuses on whether the comparison is reasonable und... |
v2 | Financier | Financier_task_016 | Financier | env_Financier | For our upcoming macroeconomic backtesting project, please collect the latest daily US Treasu... | val | medium | user | For our upcoming macroeconomic backtesting project, please collect the latest daily US Treasury yield curve data for the standard intermediate to long-term benchmark tenors (from 1 year up to 20 years) and provide a brief definition of the rate fixing methodology standardly used for these specific yields. | [
"The response must include the specific standard tenors: 1Y (or 1 year), 2Y, 3Y, 5Y, 7Y, 10Y, and 20Y.",
"The definition must explain the Constant Maturity Treasury (CMT) interpolation methodology.",
"The response must provide the exact data source used."
] | 3 | false | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_016/task.yaml | schema_version: v2
task_id: Financier_task_016
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: val
trigger:
type: user
intent:
initial_input: "For our upcoming macroeconomic backtesting project, please collect\
\ the latest daily US Treasury yield curve data for the standa... | |||
v2 | Financier | Financier_task_017 | Financier | env_Financier | For the final component of our Enterprise Macro-Risk Data Platform, we need to build a distri... | long_term | medium | user | For the final component of our Enterprise Macro-Risk Data Platform, we need to build a distributed PySpark pipeline to analyze the correlation between market volatility and regulatory operational risk. Please write a PySpark script that ingests BOTH the raw Kenneth French daily CSV archive and the raw CFPB complaints C... | [
"FF5 Memory: The script explicitly implements logic to skip/filter the metadata headers and copyright footers of the Kenneth French file, and accurately selects the standard factors (Mkt-RF, SMB, HML, RMW, CMA, RF).",
"CFPB Schema and Temporal Memory: The script ensures 'Complaint ID' uniqueness and explicitly ... | 4 | true | {"checklist": [{"criterion": "The script correctly implements mathematical normalization by explicitly calculating a trailing moving average (e.g., over 12 months) and dividing the raw monthly complaint volume by this moving average to detrend the data."}, {"criterion": "The script calculates the monthly realized volat... | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_017/task.yaml | schema_version: v2
task_id: Financier_task_017
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "For the final component of our Enterprise Macro-Risk Data Platform,\
\ we need to build a distributed PySpark pipeline to an... | ||
v2 | Financier | Financier_task_018 | Financier | env_Financier | Regarding our macroeconomic backtesting project, I've noticed discrepancies in historical Tre... | long_term | medium | user | Regarding our macroeconomic backtesting project, I've noticed discrepancies in historical Treasury yields across Yahoo Finance versus official government data. Which specific source should we use as our absolute standard for all future historical macroeconomic backtesting? | [
"Explicitly designate the U.S. Department of the Treasury as the definitive data source.",
"Acknowledge that the core discrepancy arises because commercial platforms reflect real-time/traded market quotes, whereas official sources use Constant Maturity (CMT) interpolation."
] | 2 | false | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_018/task.yaml | schema_version: v2
task_id: Financier_task_018
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "Regarding our macroeconomic backtesting project, I've noticed discrepancies\
\ in historical Treasury yields across Yahoo Fi... | |||
v2 | Financier | Financier_task_019 | Financier | env_Financier | For the final component of our Fixed Income Analytics Platform yield curve project, please pr... | long_term | medium | user | For the final component of our Fixed Income Analytics Platform yield curve project, please provide an executable Python implementation. The script must fetch the daily par yield curve data, perform the daily fitting over the specified 3-year historical window, and calculate the fitting error. The script must output thr... | [
"Model Memory: The script explicitly implements the Nelson-Siegel mathematical formula rather than the Svensson model or generic cubic splines.",
"Source Memory: The script explicitly fetches data from the U.S. Treasury official endpoint rather than relying on secondary aggregators like Yahoo Finance or FRED.",
... | 4 | true | {"checklist": [{"criterion": "The Python code correctly translates the Nelson-Siegel model into algorithmic logic, explicitly computing both the 'slope' and 'curvature' factor loadings using the exponential decay parameter (e.g., calculations involving `np.exp`)."}, {"criterion": "The printed text explanation explicitl... | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_019/task.yaml | schema_version: v2
task_id: Financier_task_019
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "For the final component of our Fixed Income Analytics Platform yield\
\ curve project, please provide an executable Python i... | ||
v2 | Financier | Financier_task_020 | Financier | env_Financier | Regarding our macroeconomic backtesting project, please write a Python script to fetch the hi... | long_term | medium | user | Regarding our macroeconomic backtesting project, please write a Python script to fetch the historical daily US Treasury Yield curve data for exactly the past 10 years (from 2016-01-01 to 2026-01-01), utilizing the same set of standard tenors we established earlier. Crucially, I need a valid yield value populated for th... | [
"The script must explicitly fetch data for the exact standard curve requested previously: 1Y (or 1 year), 2Y, 3Y, 5Y, 7Y, 10Y, and 20Y.",
"The script must explicitly use the U.S. Treasury as the absolute data source.",
"The script must always utilize a forward-fill method to handle missing daily data caused by ... | 4 | true | {"checklist": [{"criterion": "Full Calendar Alignment: The script explicitly aligns the dataset to a continuous 365-day daily calendar (e.g., utilizing `pd.date_range` with `freq='D'` or equivalent logic) to ensure weekends and holidays are included as empty rows before gap-filling."}, {"criterion": "Anti Look-Ahead Bi... | {"difficulty": "medium"} | data/Financier/tasks/Financier_task_020/task.yaml | schema_version: v2
task_id: Financier_task_020
user_id: Financier
environment_id: env_Financier
title: ''
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "Regarding our macroeconomic backtesting project, please write a\
\ Python script to fetch the historical daily US Treasury Y... | ||
v2 | law_trainee | law_trainee_task_001 | law_trainee | env_law_trainee | Drafting a Property Dispute Memorandum: Party Profiles in Contrast and Fact-Based Anchoring | Drafting a Property Dispute Memorandum: Party Profiles in Contrast and Fact-Based Anchoring | To prepare for an afternoon partners' case-review session, the user asks the Agent to help draft an internal memorandum in a concealed-marital-asset dispute. By stressing the partners' preference for facts over theory, the scenario naturally embeds layout conventions and argumentation standards for future case analyses... | long_term | easy | user | This afternoon I have a case discussion session and need to walk the partners through the Li–Wang divorce and property-division matter. Please help me draft a first-pass internal case memorandum.
The facts in outline are as follows. Our client, Ms. Wang, 45, has been married to Mr. Li for eighteen years, approximately... | [
"In the opening section, include a module titled along the lines of \"Party Profiles in Contrast,\" setting out both parties' occupation, income, control over assets, and information asymmetry.",
"In the analysis of any divorce case, the final step should be to identify the favorable evidence that our client ough... | 2 | false | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_001/task.yaml | schema_version: v2
task_id: law_trainee_task_001
user_id: law_trainee
environment_id: env_law_trainee
title: "Drafting a Property Dispute Memorandum: Party Profiles in Contrast and Fact-Based Anchoring"
description: "To prepare for an afternoon partners' case-review session, the user asks the Agent to help draft an in... | |
v2 | law_trainee | law_trainee_task_002 | law_trainee | env_law_trainee | Drafting a Sales-Contract Complaint: One-to-One Pairing of Fact Narrative and Basis of Claim | Drafting a Sales-Contract Complaint: One-to-One Pairing of Fact Narrative and Basis of Claim | To suit a partner’s rigorous, academic reading habits, the user requires the agent, when drafting a sales-contract complaint, to interleave case facts with the specific legal bases that support them—establishing the underlying logic for how complaints will be drafted going forward. | long_term | medium | user | This afternoon I have a sales-contract dispute and need to turn in a first draft of the complaint to my supervising attorney for review. The facts are simple: the plaintiff shipped the goods; after the defendant took delivery, it never paid the balance. We are suing to collect payment. The defendant now argues that our... | [
"When drafting the “Facts and Legal Grounds” section of any complaint or legal memorandum, after each core factual basis or allegation, the related legal basis (specific statutory provision) must be stated immediately afterward."
] | 1 | false | {"difficulty": "medium", "theme": "pleading_drafting_logic_standard"} | data/law_trainee/tasks/law_trainee_task_002/task.yaml | schema_version: v2
task_id: law_trainee_task_002
user_id: law_trainee
environment_id: env_law_trainee
title: "Drafting a Sales-Contract Complaint: One-to-One Pairing of Fact Narrative and Basis of Claim"
description: "To suit a partner’s rigorous, academic reading habits, the user requires the agent, when drafting a s... | |
v2 | law_trainee | law_trainee_task_003 | law_trainee | env_law_trainee | Revise a Compliance Review Report: Add Overall Opinion and Project-Level Compliance Risk Rating | Revise a Compliance Review Report: Add Overall Opinion and Project-Level Compliance Risk Rating | The user has a first-draft compliance review report with topical findings and piecemeal remediation ideas, but it lacks a deliverable overall project compliance opinion and an explicit project-wide compliance risk rating. The Agent should revise or rewrite the report while preserving substantive analysis so it meets in... | long_term | easy | user | My supervising attorney asked me to revise the project compliance review report I wrote earlier. The draft is in Compliance_Report_Draft.md. | [
"The compliance review report must state an overall compliance risk rating for the entire project development effort.",
"The final project compliance review opinion must be stated in binary form: pass or fail."
] | 2 | false | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_003/task.yaml | schema_version: v2
task_id: law_trainee_task_003
user_id: law_trainee
environment_id: env_law_trainee
title: "Revise a Compliance Review Report: Add Overall Opinion and Project-Level Compliance Risk Rating"
description: "The user has a first-draft compliance review report with topical findings and piecemeal remediatio... | |
v2 | law_trainee | law_trainee_task_004 | law_trainee | env_law_trainee | Drafting a Labor-Dispute Intake Outline: Proactively Deriving and Organizing an Evidence Checklist | Drafting a Labor-Dispute Intake Outline: Proactively Deriving and Organizing an Evidence Checklist | The user is preparing an initial client meeting in an unlawful-termination dispute and asks the Agent, while analyzing legal claims, to work backward and list the evidence the client urgently needs to gather—thereby habituating a practical rule that future case analyses always include an "evidence materials" section. | long_term | easy | user | Tomorrow morning I am meeting a new client, Mr. Zhang, on a labor dispute. Please help me prepare a preliminary intake outline and analysis.
The facts in outline are as follows. Mr. Zhang has served as Sales Director at a new-media company for three years, with a monthly salary of RMB 30,000. Last Friday HR orally not... | [
"List the case factors most comparable to our party's situation, and provide comparable cases.",
"After list the case factors most comparable to our party's situation, Analyze what evidence our party should collect to guide next steps."
] | 2 | false | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_004/task.yaml | schema_version: v2
task_id: law_trainee_task_004
user_id: law_trainee
environment_id: env_law_trainee
title: "Drafting a Labor-Dispute Intake Outline: Proactively Deriving and Organizing an Evidence Checklist"
description: "The user is preparing an initial client meeting in an unlawful-termination dispute and asks the... | |
v2 | law_trainee | law_trainee_task_005 | law_trainee | env_law_trainee | Priming: Private-Lending Loan Agreements and Marital Joint Debt Confirmation | Priming: Private-Lending Loan Agreements and Marital Joint Debt Confirmation | Through a short Q&A, the supervising attorney primes the intern to keep in mind that a formal loan agreement should include a stand-alone marital joint debt confirmation or spousal acknowledgment clause where appropriate, before drafting concrete agreements from a fact pattern later. This task has no attachment and no ... | long_term | easy | user | In a formal loan agreement, what other types of clauses are worth adding from a risk-control standpoint? Please answer in bullet points. | [
"The answer should state that where the borrower is a natural person and the funds are used for the household’s common needs or the couple’s joint production or business operations, the contract should include a marital joint debt confirmation clause or one with equivalent legal effect.",
"In the future, when hel... | 3 | false | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_005/task.yaml | schema_version: v2
task_id: law_trainee_task_005
user_id: law_trainee
environment_id: env_law_trainee
title: "Priming: Private-Lending Loan Agreements and Marital Joint Debt Confirmation"
description: "Through a short Q&A, the supervising attorney primes the intern to keep in mind that a formal loan agreement should i... | |
v2 | law_trainee | law_trainee_task_006 | law_trainee | env_law_trainee | Review a First-Draft Defense Brief in a Fraud Case: Fix Format and Restructure the Argument | Review a First-Draft Defense Brief in a Fraud Case: Fix Format and Restructure the Argument | The user deliberately supplies a first-draft defense brief in a fraud case that reads like narrative prose and lacks proper form, and asks the Agent to critique it. Hidden Intent requires the Agent to flag the absence of a proper opening and an elements-based structure, establishing a baseline preference for later crim... | long_term | easy | user | I just finished a first draft of a defense brief in a fraud case. If I file this with the court as-is, are there problems—and can you fix them?
Draft text:
Your Honor. On Zhang San’s fraud case, I think he has been wronged. When he first borrowed money from Li Si, he truly intended to run the business in good faith an... | [
"In revision guidance, expressly add a standard caption, proper forms of address to the court, a retained-counsel introduction, and a compliant closing and signature block.",
"When handling a statement of defense task, include at the end an objective case analysis report for the client’s family and relatives, ass... | 2 | false | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_006/task.yaml | schema_version: v2
task_id: law_trainee_task_006
user_id: law_trainee
environment_id: env_law_trainee
title: "Review a First-Draft Defense Brief in a Fraud Case: Fix Format and Restructure the Argument"
description: "The user deliberately supplies a first-draft defense brief in a fraud case that reads like narrative p... | |
v2 | law_trainee | law_trainee_task_007 | law_trainee | env_law_trainee | Divorce-Custody Similar-Case Statistics Table → Internal Memorandum for Lead Counsel | Divorce-Custody Similar-Case Statistics Table → Internal Memorandum for Lead Counsel | Based on the team's curated sample table of custody holdings in divorce disputes, produce an internal similar-cases brief. Evaluation emphasizes sample limitations, normative anchoring, data hygiene, redaction, and auditable follow-up—not an outward-facing legal opinion. | short_term_independent | medium | user | I have a 2021-2025 statistics table of custody judgments in divorce disputes. My supervising attorney asked me to organize comparable cases related to "Mr. A's divorce dispute" from this table. The case summary is in Case_Summary.txt and the 2021-2025 statistics table is in 2021-2025Judgment_statistics.md. | [
"At the very beginning, present a Party Profiles in Contrast section in tabular form, stating both parties' occupation, salary, and living arrangements.",
"List the case factors most similar to Mr. A's situation.",
"List the serial numbers of cases related to the factor 'long-term stable living environment.'",
... | 9 | true | {"checklist": [{"criterion": "In the Party Profiles in Contrast section, state that Mr. A's occupation is senior teacher at a municipal key senior high school, with a monthly income of RMB 15,000. Substantially similar wording is acceptable."}, {"criterion": "In the Party Profiles in Contrast section, state that Mr. A ... | {"difficulty": "medium"} | data/law_trainee/tasks/law_trainee_task_007/task.yaml | schema_version: v2
task_id: law_trainee_task_007
user_id: law_trainee
environment_id: env_law_trainee
title: "Divorce-Custody Similar-Case Statistics Table → Internal Memorandum for Lead Counsel"
description: "Based on the team's curated sample table of custody holdings in divorce disputes, produce an internal similar... |
v2 | law_trainee | law_trainee_task_008 | law_trainee | env_law_trainee | Internal DD Deficiency Log to External Supplement Request | Internal DD Deficiency Log to External Supplement Request | Prepare one short internal deficiency log in Simple Note for the related-party loan review, then send one practical supplementation email in Gmail. Evaluation focuses on whether the note and email capture the three missing items, the matter context, and a clear deadline/fallback. | short_term_independent | medium | user | My Simple Note email is stmcco@gmail.com and password is 'i#vhWEQ'. My Gmail email is stmcco@gmail.com and password is 'n3v=I[w'.
I still need to get the related-party loan review notes into circulation tonight, but a few DD gaps are holding this up. Please pull the outstanding points into one Simple Note entry for in... | [
"Use the Simple Note title \"Internal DD Deficiency Log — Related-Party Loan Review\" and identify these three missing items: the board resolution for the related-party borrowing, the latest shareholder register / cap table, and the signed funds-flow explanation.",
"In the Simple Note, briefly explain why each of... | 5 | true | {"checklist": [{"criterion": "In the internal Simple Note, use the title \"Internal DD Deficiency Log — Related-Party Loan Review.\""}, {"criterion": "In the internal Simple Note, identify all three missing items: the board resolution for the related-party borrowing, the latest shareholder register / cap table, and the... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["formal_traceable_legal_comms", "deadline_and_followup_discipline", "cross_app_preparation_workflow"]} | data/law_trainee/tasks/law_trainee_task_008/task.yaml | schema_version: v2
user_id: law_trainee
environment_id: env_law_trainee
task_type: short_term_independent
trigger:
type: user
task_id: law_trainee_task_008
title: "Internal DD Deficiency Log to External Supplement Request"
description: "Prepare one short internal deficiency log in Simple Note for the related-party lo... |
v2 | law_trainee | law_trainee_task_009 | law_trainee | env_law_trainee | Polishing a Loan-Dispute Complaint: Granular Prayers for Relief and Standard Closing | Polishing a Loan-Dispute Complaint: Granular Prayers for Relief and Standard Closing | Before lining up at the docketing office, the user asks the agent to lay out the complaint format for a private-lending case: spell out separate, independent prayers for relief (especially as against the guarantor) and adopt a standard closing at the end of the pleading. | long_term | easy | user | I have a private-lending dispute and am about to queue at the filing window of the Chaoyang District People’s Court in Beijing. Borrower Zhang San owes RMB 1 million in principal and will not repay; Li Si is the joint-and-several liability guarantor on this loan. Please quickly produce the complaint for this case. | [
"After the body of the complaint, include the standard court-address closing: “Respectfully submitted to the Chaoyang District People’s Court of Beijing Municipality.”"
] | 1 | false | {"difficulty": "easy", "theme": "pleading_formatting_standard"} | data/law_trainee/tasks/law_trainee_task_009/task.yaml | schema_version: v2
task_id: law_trainee_task_009
user_id: law_trainee
environment_id: env_law_trainee
title: "Polishing a Loan-Dispute Complaint: Granular Prayers for Relief and Standard Closing"
description: "Before lining up at the docketing office, the user asks the agent to lay out the complaint format for a priva... | |
v2 | law_trainee | law_trainee_task_010 | law_trainee | env_law_trainee | Establish the Legal-Analysis Baseline: Preference for Subjective–Objective Decomposition | Establish the Legal-Analysis Baseline: Preference for Subjective–Objective Decomposition | By walking through a concrete mistaken-taking-of-a-cellphone scenario, the user signals to the Agent a preference for subjective–objective separation in analysis, embedding a standing requirement to hard-split objective conduct and subjective intent in any later case analysis. | long_term | easy | user | I have a case where someone mistakenly took another person’s phone. I need a full analytical report that unpacks it cleanly. My own draft is messy: sometimes I only describe him taking the phone, sometimes only that he misidentified it.
The facts in outline are as follows: Late at night, Zhang San ate with friends at ... | [
"When analyzing legal cases, the argument must be hard-split into two independent dimensions, the objective aspect and the subjective aspect, for analysis."
] | 1 | false | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_010/task.yaml | schema_version: v2
task_id: law_trainee_task_010
user_id: law_trainee
environment_id: env_law_trainee
title: "Establish the Legal-Analysis Baseline: Preference for Subjective–Objective Decomposition"
description: "By walking through a concrete mistaken-taking-of-a-cellphone scenario, the user signals to the Agent a pr... | |
v2 | law_trainee | law_trainee_task_011 | law_trainee | env_law_trainee | Private Lending: Draft a Loan Agreement from a Case Summary | Private Lending: Draft a Loan Agreement from a Case Summary | Based on the oral terms and identity details in Loans.md, the intern drafts a well-structured private-lending loan agreement under mainland Chinese drafting practice. Evaluation focuses on party details, consolidated principal, term and interest wording, purpose and late-payment terms, dispute resolution, acceleration,... | long_term | medium | user | I am interning at a firm. My supervising attorney asked me to turn a client’s oral account and notes into a first draft private-lending loan agreement. The facts are in Loans.md in this directory. Please draft it using a typical mainland Chinese private-lending agreement layout.Output the drafted contract directly; no ... | [
"State clearly the lender’s and borrower’s identifying information.",
"State clearly the loan principal.",
"State clearly the loan term.",
"State clearly the interest rate.",
"State clearly the purpose of the loan.",
"State clearly the repayment method.",
"State clearly terms for prepayment.",
"State ... | 12 | true | {"checklist": [{"criterion": "The agreement identifies Party A (lender) as Zhang Hua, with ID number 110101199001018888 and a contact address including № 8 Yard Yangguang Avenue, Chaoyang District, Beijing. Substantially similar wording is acceptable."}, {"criterion": "The agreement identifies Party B (borrower) as Li ... | {"difficulty": "medium"} | data/law_trainee/tasks/law_trainee_task_011/task.yaml | schema_version: v2
task_id: law_trainee_task_011
user_id: law_trainee
environment_id: env_law_trainee
title: "Private Lending: Draft a Loan Agreement from a Case Summary"
description: "Based on the oral terms and identity details in Loans.md, the intern drafts a well-structured private-lending loan agreement under mai... |
v2 | law_trainee | law_trainee_task_012 | law_trainee | env_law_trainee | Internal Review-Queue Follow-up Email with Thread Triage | Internal Review-Queue Follow-up Email with Thread Triage | Prepare and send one short internal follow-up email for the Xinhe supervisor review queue, run the same-thread Gmail triage sequence, and create then clear one temporary Todoist reminder. Evaluation focuses on whether the email makes the two live items, deadline, blocker handling, and review-tracking steps easy to foll... | short_term_independent | medium | user | My Gmail email is stmcco@gmail.com and password is 'n3v=I[w'.
My Todoist email is stmcco@gmail.com and password is 'Ozz21Q4'.
I'm about to roll into another call, so can you push a quick internal follow-up to la-mcco@gmail.com on the Xinhe Supply Chain Arbitration supervisor review queue?
Use the subject "Internal Fo... | [
"In the email body, clearly say that the two live items on the Xinhe supervisor review queue are the arbitration-clause scan status and the courier receipt status, and present them in a separated two-item structure.",
"In the email body, ask for a reply by 4:00 p.m. tomorrow and ask the recipient to flag blockers... | 5 | true | {"checklist": [{"criterion": "The final email subject is exactly \"Internal Follow-up | Xinhe Supply Chain Arbitration | Supervisor Review Queue\"."}, {"criterion": "The final email body clearly states that the two live items on the Xinhe supervisor review queue are the arbitration-clause scan status and the courier re... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["formal_traceable_legal_comms", "supervisor_review_workflow", "cross_app_preparation_workflow"]} | data/law_trainee/tasks/law_trainee_task_012/task.yaml | schema_version: v2
user_id: law_trainee
environment_id: env_law_trainee
task_type: short_term_independent
trigger:
type: user
task_id: law_trainee_task_012
title: Internal Review-Queue Follow-up Email with Thread Triage
description: "Prepare and send one short internal follow-up email for the Xinhe supervisor review ... |
v2 | law_trainee | law_trainee_task_013 | law_trainee | env_law_trainee | Draft a Civil Complaint for Company Jia (Rent and Breach of Lease Contract) | Draft a Civil Complaint for Company Jia (Rent and Breach of Lease Contract) | Based on the facts stated in Complaint_Facts.md, draft a first-pass civil complaint in the name of Company Jia for filing with a people’s court in mainland China. Evaluation focuses on correct party caption and prayers for relief, chronology and key facts, main bases of claim, and consistency with the case-summary atta... | long_term | medium | user | Our firm recently took on a civil matter. The underlying facts are in Complaint_Facts.md. Company Jia intends to sue in a people’s court in mainland China; please draft the complaint according to standard complaint format from those facts. Fields for which you have no specific information may be left blank. | [
"At the opening of the pleading, state the case participants (caption).",
"In the “Prayers for Relief” section, enumerate the specific requests in separate numbered items.",
"In the “Facts and Legal Grounds” section, set out the relevant factual basis clearly.",
"In the “Facts and Legal Grounds” section, imme... | 5 | true | {"checklist": [{"criterion": "In the caption at the opening of the pleading, state that the plaintiff is Company Jia."}, {"criterion": "In the caption at the opening of the pleading, state that the defendants are Company Yi, Company Ding, and Company Bing."}, {"criterion": "In “Prayers for Relief,” request that the cou... | {"difficulty": "medium"} | data/law_trainee/tasks/law_trainee_task_013/task.yaml | schema_version: v2
task_id: law_trainee_task_013
user_id: law_trainee
environment_id: env_law_trainee
title: "Draft a Civil Complaint for Company Jia (Rent and Breach of Lease Contract)"
description: "Based on the facts stated in Complaint_Facts.md, draft a first-pass civil complaint in the name of Company Jia for fil... |
v2 | law_trainee | law_trainee_task_014 | law_trainee | env_law_trainee | Partner Hearing-Prep Handover Note to Temporary Action Board | Partner Hearing-Prep Handover Note to Temporary Action Board | Prepare one short partner-review handover note in Simple Note for the Yuehai guarantee dispute, then mirror the three live follow-up items in a temporary Todoist board and remove that board in the same pass. Evaluation focuses on whether the note and work items stay short, matter-specific, and easy to execute. | short_term_independent | medium | user | My Simple Note email is stmcco@gmail.com and password is 'i#vhWEQ'.
My Todoist email is stmcco@gmail.com and password is 'Ozz21Q4'.
I'm still tied up in briefings, and the Yuehai guarantee dispute file needs to go up for partner review soon. My notes are not really in circulation shape yet.
Please clean them into a s... | [
"In the Simple Note, state that the hearing date is 18 April 2026 and that the Yuehai file is being prepared for partner review before that hearing.",
"In the Simple Note, state that guarantor exposure cannot be finalized until the signed guaranty versions are reconciled.",
"Make the three immediate work items ... | 5 | true | {"checklist": [{"criterion": "In the final Simple Note, use the title \"Partner Handover — Yuehai Guarantee Dispute Hearing Prep.\""}, {"criterion": "In the final Simple Note, state that the hearing date is 18 April 2026 and that the file is being prepared for partner review before the hearing. Substantially similar wo... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["concise_structured_internal_notes", "audit_ready_workflow", "cross_app_preparation_workflow"]} | data/law_trainee/tasks/law_trainee_task_014/task.yaml | schema_version: v2
user_id: law_trainee
environment_id: env_law_trainee
task_type: short_term_independent
trigger:
type: user
task_id: law_trainee_task_014
title: "Partner Hearing-Prep Handover Note to Temporary Action Board"
description: "Prepare one short partner-review handover note in Simple Note for the Yuehai g... |
v2 | law_trainee | law_trainee_task_015 | law_trainee | env_law_trainee | Priming: Discussing Briefcase Purchase Priorities | Priming: Discussing Briefcase Purchase Priorities | A lightweight pre-purchase discussion: the user chats with the agent about choosing a work briefcase before any product feed or rankings appear. The interaction should surface two concrete carry preferences—flat A4 storage and a ~14" slim laptop—that stay consistent with the later recommendation task. | long_term | easy | user | I am planning to buy a briefcase for my commute. In a typical law-firm setting, what do lawyers usually care about most when they pick a briefcase? | [
"Want a briefcase that carries A4 documents flat, without bent corners or crushed edges.",
"Want a briefcase that fits a slim laptop of roughly 14 inches."
] | 2 | false | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_015/task.yaml | schema_version: v2
task_id: law_trainee_task_015
user_id: law_trainee
environment_id: env_law_trainee
title: "Priming: Discussing Briefcase Purchase Priorities"
description: "A lightweight pre-purchase discussion: the user chats with the agent about choosing a work briefcase before any product feed or rankings appear.... | |
v2 | law_trainee | law_trainee_task_016 | law_trainee | env_law_trainee | Compliance Review: “Nearby Trending Map” Feature for the International Short-Video App | Compliance Review: “Nearby Trending Map” Feature for the International Short-Video App | Based on project_online.md, produce a legal compliance review report for the planned U.S. launch of the “Nearby trending map” feature. Evaluation checks whether the report covers the specified core blocks: COPPA; CCPA/CPRA, precise geolocation, and default toggles; consistency of retention periods; DMCA and content mod... | long_term | medium | user | My supervising attorney assigned me a pre-launch compliance review. Please help me complete it. The product specification is in project_online.md, and the compliance review topics to check against are in checklist_project.md. Focus the analysis on the compliance review points that are most likely to be violated. | [
"Since I am still a legal intern and not yet very familiar with some compliance provisions, please explain each compliance clause in plain and understandable language before proceeding with the analysis.",
"Analyze only the five compliance review points that are most likely to be violated.",
"Identify which cor... | 7 | true | {"checklist": [{"criterion": "States that the specification implicates or violates the core review point “Children’s privacy and parental controls.” Substantially similar wording is acceptable."}, {"criterion": "States that the specification implicates or violates the core review point “Sensitive personal information—n... | {"difficulty": "medium"} | data/law_trainee/tasks/law_trainee_task_016/task.yaml | schema_version: v2
task_id: law_trainee_task_016
user_id: law_trainee
environment_id: env_law_trainee
title: "Compliance Review: “Nearby Trending Map” Feature for the International Short-Video App"
description: "Based on project_online.md, produce a legal compliance review report for the planned U.S. launch of the “Ne... |
v2 | law_trainee | law_trainee_task_017 | law_trainee | env_law_trainee | Environment Trigger: Pick Five Core Work-Bag Recommendations from Comprehensive Gear Update | Environment Trigger: Pick Five Core Work-Bag Recommendations from Comprehensive Gear Update | Simulate an environment push from shanghai_career_nexus. From a mixed bag/suit update stream, identify and recommend the five core bag items that best match law_trainee’s practical legal-intern commute and document-carry needs, with concise rationale and pricing summary. | short_term_independent | easy | environment | {"source":"shanghai_career_nexus","event":"comprehensive_gear_update","target":"agent","payload":{"items":[
{"id":"bag_z9k2","category":"bag","title":"Neon-Pulse 40","attributes":{"material":"Translucent PVC","dimensions":"300mm x 400mm x 120mm","closure":"Zipper","structure":"Single compartment","logo":"Oversized Re... | [
"Shortlist briefcases that keep A4 papers flat so corners do not fold or crease.",
"Shortlist briefcases with a layered index-style interior or clearly separated compartments for documents and accessories.",
"Shortlist briefcases that can hold a slim laptop of roughly 14 inches.",
"Prefer de-logoed or underst... | 7 | true | {"checklist": [{"criterion": "Recommends Heritage-Grain 01 (bag_m1v8) and states dimensions 385 x 290 x 105, material Saffiano Calfskin (Stiff), pricing ¥3,600 / ¥2,520, and a 70% discount rate."}, {"criterion": "Gives a rationale for Heritage-Grain 01 (bag_m1v8): stiff structure resists sagging when partly empty; suit... | {"difficulty": "easy"} | data/law_trainee/tasks/law_trainee_task_017/task.yaml | schema_version: v2
task_id: law_trainee_task_017
user_id: law_trainee
environment_id: env_law_trainee
title: "Environment Trigger: Pick Five Core Work-Bag Recommendations from Comprehensive Gear Update"
description: "Simulate an environment push from shanghai_career_nexus. From a mixed bag/suit update stream, identify... |
v2 | law_trainee | law_trainee_task_018 | law_trainee | env_law_trainee | Supplemental Filing Escalation Rehearsal with Cleanup Confirmation | Supplemental Filing Escalation Rehearsal with Cleanup Confirmation | Run one short Todoist rehearsal for missing supplemental filing items in the Yuehai guarantee dispute, clean the temporary board in the same pass, and send one completion email to internal coordination. Evaluation focuses on whether the blocker, escalation trigger, cleanup, and next checkpoint are explicit and easy to ... | short_term_independent | medium | user | My Todoist email is stmcco@gmail.com and password is 'Ozz21Q4'.
My Gmail email is stmcco@gmail.com and password is 'n3v=I[w'.
I'm tied up before tomorrow's internal Yuehai check-in, so I need a quick filing-chase rehearsal I can hand off cleanly.
Please run it in Todoist using the temporary board "Temporary Filing Fo... | [
"In the temporary Todoist tracking item, cover these three chase items: the unsigned shareholder list, the signed guaranty annex comparison copy, and the courier receipt for the supplemental filing package.",
"In the temporary Todoist tracking item, say that the unsigned shareholder list is the main blocker and t... | 5 | true | {"checklist": [{"criterion": "The Todoist tracking item or same-thread completion follow-up clearly identifies the Yuehai guarantee dispute supplemental filing chase and covers all three chase items: unsigned shareholder list, signed guaranty annex comparison copy, and courier receipt for the supplemental filing packag... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["audit_ready_work_tracking", "deadline_and_followup_discipline", "cross_app_preparation_workflow"]} | data/law_trainee/tasks/law_trainee_task_018/task.yaml | schema_version: v2
user_id: law_trainee
environment_id: env_law_trainee
task_type: short_term_independent
trigger:
type: user
task_id: law_trainee_task_018
title: Supplemental Filing Escalation Rehearsal with Cleanup Confirmation
description: "Run one short Todoist rehearsal for missing supplemental filing items in t... |
v2 | law_trainee | law_trainee_task_019 | law_trainee | env_law_trainee | Traffic-Accident Offense: Draft a Criminal Defense Brief or Statement of Defense | Traffic-Accident Offense: Draft a Criminal Defense Brief or Statement of Defense | Based on the prosecution theory and record excerpts in Defense_Case_Summary.md, draft a first-pass defense opinion or statement of defense for Defendant A on the charge of causing a traffic accident or related negligence offenses for filing with the court. Evaluation focuses on pleading format, legal diction, the evide... | long_term | hard | user | Our firm is handling a criminal matter: Defendant A is prosecuted for allegedly causing a traffic accident. The case facts and summary of investigative and interview materials are in Defense_Case_Summary.md. Please draft a statement of defense. | [
"The document conforms to the standard structure of a criminal defense brief or statement of defense: forms of address, introduction, subdivided body, conclusion, and signature block.",
"The defense addresses both subjective and objective elements of the offense.",
"The argument shows that traffic-accident-rela... | 8 | true | {"checklist": [{"criterion": "The pleading has a complete format: at the outset it includes a standard title such as \"Defense Opinion\" or \"Defense Brief\" and proper forms of address such as \"Respectful Presiding Judge and Judges.\" Substantially similar wording is acceptable."}, {"criterion": "The introduction acc... | {"difficulty": "hard"} | data/law_trainee/tasks/law_trainee_task_019/task.yaml | schema_version: v2
task_id: law_trainee_task_019
user_id: law_trainee
environment_id: env_law_trainee
title: "Traffic-Accident Offense: Draft a Criminal Defense Brief or Statement of Defense"
description: "Based on the prosecution theory and record excerpts in Defense_Case_Summary.md, draft a first-pass defense opinio... |
v2 | law_trainee | law_trainee_task_020 | law_trainee | env_law_trainee | Court Filing Packet Handover SMS and Temporary Intake Reminder | Court Filing Packet Handover SMS and Temporary Intake Reminder | Coordinate a next-day court-side filing-packet handover by SMS and run one short temporary Todoist reminder pass for the user's own pre-handover checks. Evaluation focuses on whether the text and reminder content are concrete, easy to scan, and fully cleaned up. | short_term_independent | medium | user | My phone number is 5707454150 and password is 'A!HFDCn'.
My Todoist email is stmcco@gmail.com and password is 'Ozz21Q4'.
I'm tied up in another call and need you to cover a quick court-side handover by text with 2873148336 for the Yuehai guarantee packet.
Put the handover details into one compact SMS that is easy to r... | [
"In the SMS, confirm pickup for 11:30 a.m. tomorrow at the east gate of Jiangzhou Intermediate People's Court.",
"In the SMS, ask them to bring the original notarized power of attorney, two stamped copies of the evidence list, and one copy of the hearing notice.",
"In the SMS, ask for a reply before 8:00 p.m. t... | 5 | true | {"checklist": [{"criterion": "The sent SMS handover message(s) explicitly identify the Yuehai guarantee dispute court-side handover."}, {"criterion": "The sent SMS handover message(s) confirm 11:30 a.m. tomorrow at the east gate of Jiangzhou Intermediate People's Court."}, {"criterion": "The sent SMS handover message(s... | {"benchmark_role": "test", "difficulty": "medium", "preference_threads": ["concise_operational_followups", "deadline_and_followup_discipline", "cross_app_preparation_workflow"]} | data/law_trainee/tasks/law_trainee_task_020/task.yaml | schema_version: v2
user_id: law_trainee
environment_id: env_law_trainee
task_type: short_term_independent
trigger:
type: user
task_id: law_trainee_task_020
title: "Court Filing Packet Handover SMS and Temporary Intake Reminder"
description: "Coordinate a next-day court-side filing-packet handover by SMS and run one s... |
v2 | marketer | marketer_task_001 | marketer | env_marketer | content | We have just received a brief from a top-tier film and television production company to assis... | long_term | easy | user | We have just received a brief from a top-tier film and television production company to assist them in planning a content matrix for their "Micro Short Drama Global Expansion" strategy. Please conduct an internet search on the "2026 Micro Short Drama Global Expansion Market Deep Observation" and tell me the key factual... | [
"The response explicitly includes market growth metrics, such as total market volume/size or year-over-year growth rates.",
"The response explicitly includes a regional or country-level analysis, such as identifying the largest market or the fastest-growing region.",
"The response explicitly identifies key indu... | 3 | false | {"difficulty": "easy"} | data/marketer/tasks/marketer_task_001/task.yaml | schema_version: v2
task_id: marketer_task_001
user_id: marketer
environment_id: env_marketer
title: content
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: 'We have just received a brief from a top-tier film and television production company to assist them in planning a content mat... | ||
v2 | marketer | marketer_task_002 | marketer | env_marketer | rule | rule | long_term | easy | user | Please tell me the content and formatting preferences for TikTok spoken-word video scripts, X (Twitter) interactive threads, and Quora in-depth answers. Keep it brief; just summarize the core preferences for each platform into exactly three bullet points. | [
"The TikTok scripts should use hook (or counter-intuitive fact) in the begining.",
"Each post of the X (Twitter) scripts should be compact (or concise).",
"The Quora scripts should start by directly answering the question (or state the conclusion/core thesis in the first paragraph)."
] | 3 | false | {"difficulty": "easy"} | data/marketer/tasks/marketer_task_002/task.yaml | schema_version: v2
task_id: marketer_task_002
user_id: marketer
environment_id: env_marketer
title: rule
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: 'Please tell me the content and formatting preferences for TikTok spoken-word video scripts, X (Twitter) interactive threads, and... | ||
v2 | marketer | marketer_task_003 | marketer | env_marketer | scripts | scripts | long_term | easy | user | Using our previous research methodology for micro short drama and based on the different platform formatting preferences we aligned on, please first conduct an internet search on the '2026 Global Live Stream E-commerce Market Deep Observation'. Then, generate a content matrix for our new client. You must generate exact... | [
"The overall response explicitly includes market growth metrics.",
"The overall response explicitly includes a regional or country-level analysis.",
"The overall response explicitly identifies key industry challenges or monetization bottlenecks.",
"The TikTok script uses a hook or counter-intuitive fact in th... | 5 | true | {"checklist": [{"criterion": "The TikTok scripts explicitly states that the 2026 global live commerce market size."}, {"criterion": "The X/Twitter scripts explicitly states that the 2026 global live commerce market size."}, {"criterion": "The Quora scripts explicitly states that the 2026 global live commerce market siz... | {"difficulty": "easy"} | data/marketer/tasks/marketer_task_003/task.yaml | schema_version: v2
task_id: marketer_task_003
user_id: marketer
environment_id: env_marketer
title: scripts
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "Using our previous research methodology for micro short drama and based on the different platform formatting preferences we al... | |
v2 | marketer | marketer_task_004 | marketer | env_marketer | Spotify-tool-use | Spotify-tool-use | val | easy | user | My Spotify email is les_ball@gmail.com and password is '(dgokRb'. I need help falling asleep late tonight. Please select the most suitable playlist from my currently created ones, and then add 3 appropriate songs to it. I only want to listen to songs I already like. Please remember: all the songs for my late-night slee... | [
"The selected playlist should explicitly be 'Starry Night Serenades'.",
"The newly added songs must all come exclusively from the user's liked songs.",
"Call the appropriate tools to complete the song addition and explicitly report the added results back to me."
] | 3 | true | {"checklist": [{"criterion": "The newly added songs should be 'classical'."}, {"criterion": "The newly added songs should be from the liked songs."}], "tools": [{"mcp_appworld_spotify__show_playlist": {"call": ["playlist_id", "song_id"], "result": []}}], "tools_evaluation_path": "data/marketer/scripts/marketer_task_004... | {"difficulty": "easy"} | data/marketer/tasks/marketer_task_004/task.yaml | schema_version: v2
task_id: marketer_task_004
user_id: marketer
environment_id: env_marketer
title: Spotify-tool-use
description: ''
task_type: val
trigger:
type: user
intent:
initial_input: "My Spotify email is les_ball@gmail.com and password is '(dgokRb'. I need help falling asleep late tonight. Please selec... | |
v2 | marketer | marketer_task_005 | marketer | env_marketer | information_extraction | information_extraction | long_term | medium | user | We are preparing a post-mortem on the viral "Apple × ISSEY MIYAKE iPhone Pocket Limited Accessory" co-branding campaign from November 2025. Please search the internet for core news about this event and summarize the key information (maximum 4 paragraphs). I need you to precisely extract the specific strategic data poin... | [
"The response explicitly identifies the product design philosophy as 'A-POC' or 'a piece of cloth'.",
"The response explicitly analyzes negative feedback or risk points."
] | 2 | false | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_005/task.yaml | schema_version: v2
task_id: marketer_task_005
user_id: marketer
environment_id: env_marketer
title: "information_extraction"
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: 'We are preparing a post-mortem on the viral "Apple × ISSEY MIYAKE iPhone Pocket Limited Accessory" co-brandi... | ||
v2 | marketer | marketer_task_006 | marketer | env_marketer | Now please generate the deep-dive analysis report for the 'Apple × ISSEY MIYAKE iPhone Pocket... | long_term | hard | user | Now please generate the deep-dive analysis report for the 'Apple × ISSEY MIYAKE iPhone Pocket' campaign (maximum 5 paragraphs). You must explicitly structure the report applying these three specific frameworks: the Fogg Behavior Model (B=MAP), Moments of Truth (MOT) Analysis, and a Red Team / Blue Team Critique. Output... | [
"The report explicitly integrates the product design philosophy.",
"The report explicitly analyzes negative feedback or risk points.",
"The entire report remains strictly focused on the co-branding campaign, containing no irrelevant information or deviations from the core topic."
] | 3 | true | {"checklist": [{"criterion": "The report explicitly includes the content of Fogg Behavior Model (B=MAP), Moments of Truth (MOT) and 'Red Team / Blue Team Critique'."}, {"criterion": "The Fogg Behavior Model analysis must explain how the product's functional design or physical attributes reduce consumer friction to addr... | {"difficulty": "hard"} | data/marketer/tasks/marketer_task_006/task.yaml | schema_version: v2
task_id: marketer_task_006
user_id: marketer
environment_id: env_marketer
title: ""
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "Now please generate the deep-dive analysis report for the 'Apple × ISSEY MIYAKE iPhone Pocket' campaign (maximum 5 paragraphs). Yo... | ||
v2 | marketer | marketer_task_007 | marketer | env_marketer | course_strategy | course_strategy | long_term | medium | user | We just won a full-service launch pitch for a top-tier premium EdTech platform. Next month, we will assist them in launching a high-ticket new course targeted strictly at the North American market: "Enterprise AI Agent Commercial Operator Bootcamp". The client’s core marketing premise is: "You do not need to write a si... | [
"The written file explicitly includes a section or concept defining the 'Target Audience', 'Ideal Customer Profile', or 'Who this is for'.",
"The written file explicitly includes a section or concept analyzing the 'Core Needs', 'Pain Points', 'Challenges', or 'Anxiety' of the prospects.",
"The written file expl... | 3 | true | {"files_read": ["Enterprise_AI_Bootcamp_Strategy.md"]} | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_007/task.yaml | schema_version: v2
task_id: marketer_task_007
user_id: marketer
environment_id: env_marketer
title: "course_strategy"
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: 'We just won a full-service launch pitch for a top-tier premium EdTech platform. Next month, we will assist them in l... | |
v2 | marketer | marketer_task_008 | marketer | env_marketer | rulebook | rulebook | long_term | medium | user | Regarding the 'Enterprise AI Agent Commercial Operator Bootcamp' project we are launching for the North American market, we now need to establish operational rules for the community execution team. The main course launch cycle will run for exactly 5 days. These 5 days serve as a pre-purchase experience cycle where the ... | [
"The Lead Instructor should teach only once per day to control frequency.",
"The TA should assist with teaching, for example by introducing new applications, answering practical follow-up questions, or clarifying the Lead Instructor’s teaching.",
"The Community Manager should handle the daily promotion of the m... | 3 | true | {"files_read": ["Community_Launch_Rulebook.md"]} | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_008/task.yaml | schema_version: v2
task_id: marketer_task_008
user_id: marketer
environment_id: env_marketer
title: "rulebook"
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "Regarding the 'Enterprise AI Agent Commercial Operator Bootcamp' project we are launching for the North American market, w... | |
v2 | marketer | marketer_task_009 | marketer | env_marketer | SOP | SOP | long_term | hard | user | Regarding the 'Enterprise AI Agent Commercial Operator Bootcamp' project, please search our workspace to find the previously created project content strategy and the internal community launch rulebook to gather all necessary information. Based on the strategic pillars and execution norms found in these files, generate ... | [
"The script explicitly includes concepts defining the 'Target Audience', 'Ideal Customer Profile', or 'Who this is for'.",
"The script explicitly integrates the prospects' 'Core Needs', 'Pain Points', 'Challenges', or 'Anxiety'.",
"The Lead Instructor is scheduled to teach/appear exactly once per day across the... | 5 | true | {"checklist": [{"criterion": "The SOP addresses commercial or career anxieties related to AI, such as the fear of being replaced, the pressure to improve ROI, or business bottlenecks."}, {"criterion": "Role Firewall (Church and State): The SOP strictly enforces that the Lead Instructor's content remains 100% educationa... | {"difficulty": "hard"} | data/marketer/tasks/marketer_task_009/task.yaml | schema_version: v2
task_id: marketer_task_009
user_id: marketer
environment_id: env_marketer
title: SOP
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "Regarding the 'Enterprise AI Agent Commercial Operator Bootcamp' project, please search our workspace to find the previously creat... | |
v2 | marketer | marketer_task_010 | marketer | env_marketer | Draft a Core Product Asset Brief | Draft a Core Product Asset Brief | long_term | medium | user | My Spotify account is les_ball@gmail.com with the password: (dgokRb , and my Gmail uses the password: %@g}L&b . Our company's monthly music event has just started, and each person is allowed to recommend exactly one album. As you know, I've been suffering from terrible insomnia lately. Can you recommend the most suitab... | [
"The Agent must automatically restrict the album recommendation to the 'classical' genre.",
"The 'high-quality' constraint means the Agent must select or mention that the chosen album has high ratings/scores on Spotify.",
"The drafted email should clearly state the full and sufficient reasons for the recommenda... | 4 | true | {"checklist": [{"criterion": "The recommended album should be 'Echoes of Eternity'."}, {"criterion": "The email explicitly mentions that the recommended items are high-quality or high rate."}, {"criterion": "The email explicitly mentions that the recommended items are helpful for sleep or relaxation."}], "tools": [{"gm... | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_010/task.yaml | schema_version: v2
task_id: marketer_task_010
user_id: marketer
environment_id: env_marketer
title: Draft a Core Product Asset Brief
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "My Spotify account is les_ball@gmail.com with the password: (dgokRb , and my Gmail uses the password:... | |
v2 | marketer | marketer_task_011 | marketer | env_marketer | Draft a Core Product Asset Brief | Draft a Core Product Asset Brief | long_term | medium | user | We are analyzing successful premium DTC brands to extract a repeatable advertorial methodology. Please search the internet for the marketing strategy behind the "Eight Sleep Pod", and summarize the core reasons for its product marketing success. (maximum 4 paragraphs) | [
"The response explicitly analyzes the target audience's specific pain points (e.g., poor sleep quality, sleeping hot, or partner temperature differences).",
"The response explicitly identifies the product's technological advantages (e.g., active cooling, biometric tracking, or AI temperature adjustments).",
"Th... | 3 | false | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_011/task.yaml | schema_version: v2
task_id: marketer_task_011
user_id: marketer
environment_id: env_marketer
title: Draft a Core Product Asset Brief
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: 'We are analyzing successful premium DTC brands to extract a repeatable advertorial methodology. Pleas... | ||
v2 | marketer | marketer_task_012 | marketer | env_marketer | Generate A/B Testing Headlines | Generate A/B Testing Headlines | long_term | medium | user | We are planning an advertorial for the '$599 Spine Steward AI Adaptive Ergonomic Chair' targeting North American Silicon Valley programmers. Please read the 'Spine_Steward.md' file and extract its specific facts. Then, immediately generate 12 English A/B testing headlines targeted at native feed pushes. You must explic... | [
"One of the 3 headlines in the [Authority Endorsement] category must mandatorily include the core technological advantages of the product.",
"One of the 3 headlines in the [Pain Point Amplification] category must mandatorily include the extreme pain points of the product.",
"One of the 3 headlines in the [Insta... | 3 | true | {"checklist": [{"criterion": "One of the 3 headlines in the [Counter-Intuitive Curiosity] category must spark curiosity using technical analogies familiar to programmers or career-related contrasts."}, {"criterion": "One of the 3 headlines in the [Authority Endorsement] category explicitly includes either the 'Medical-... | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_012/task.yaml | schema_version: v2
task_id: marketer_task_012
user_id: marketer
environment_id: env_marketer
title: "Generate A/B Testing Headlines"
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "We are planning an advertorial for the '$599 Spine Steward AI Adaptive Ergonomic Chair' targeting Nor... | |
v2 | marketer | marketer_task_013 | marketer | env_marketer | Extract Market Signals from the Web | Extract Market Signals from the Web | long_term | easy | user | I just treated myself to the new Dyson Airstrait to speed up my morning routine as a busy media manager, and I've also just moved my home media studio to '7914 Carla Crossing Suite 507'. Before writing the script, please search for the Dyson's core technology and common user complaints. Then, write a 60-second TikTok v... | [
"The script begins with a strong hook that contextualizes the user's high-stress media manager persona.",
"The research portion must extract deep, specific technical data of the product rather than superficial marketing claims.",
"The script must logically connect the product's core advantage to the user's spec... | 4 | true | {"checklist": [{"criterion": "The script begins with a strong hook or counter-intuitive statement."}, {"criterion": "The research section explicitly includes specific technical specifications or quantitative data, such as motor RPM, air volume, or the use of glass bead thermistors."}, {"criterion": "The script explicit... | {"difficulty": "easy"} | data/marketer/tasks/marketer_task_013/task.yaml | schema_version: v2
task_id: marketer_task_013
user_id: marketer
environment_id: env_marketer
title: "Extract Market Signals from the Web"
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "I just treated myself to the new Dyson Airstrait to speed up my morning routine as a busy media ... | |
v2 | marketer | marketer_task_014 | marketer | env_marketer | Shopping | Shopping | long_term | easy | user | My password is exactly 7 characters long and has no trailing space: VxoU[nz . That expensive office chair I bought a while back is already showing severe wear and tear. Can you check the reviews for that specific chair in my order history and see if anyone else has complained about it wearing out quickly? Also, my curr... | [
"The 'expensive office chair' is the 'Steelcase Amia Ergonomic Office Chair'.",
"I expect the new speaker to be added to my cart without removing my existing items.",
"My intended shipping address for this order is specifically '7914 Carla Crossing Suite 507'.",
"I need you to report the price of the speaker.... | 6 | true | {"checklist": [{"criterion": "The Agent successfully logs into Amazon using the implicitly recalled email 'les_ball@gmail.com'."}, {"criterion": "The 'expensive office chair' is the 'Steelcase Amia Ergonomic Office Chair'."}, {"criterion": "The speaker to purchase is 'JBL Charge 4 Portable Bluetooth Speaker'."}, {"crit... | {"difficulty": "easy"} | data/marketer/tasks/marketer_task_014/task.yaml | schema_version: v2
task_id: marketer_task_014
user_id: marketer
environment_id: env_marketer
title: "Shopping"
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "My password is exactly 7 characters long and has no trailing space: VxoU[nz . That expensive office chair I bought a while ... | |
v2 | marketer | marketer_task_015 | marketer | env_marketer | brief | brief | long_term | medium | user | We are conducting background research on two brands: the hardcore e-sports brand 'ROG (Republic of Gamers)' and the centuries-old traditional medicine brand 'Beijing Tong Ren Tang (BTRT)'. Please research them independently via the internet. Please write this directly into a file named Brand_Research.md (maximum 4 para... | [
"The official brand slogan for ROG is explicitly identified as 'For Those Who Dare'.",
"The research delves into specific ROG product lines, mentioning core models like 'Zephyrus' or 'Strix', or its iconic 'Fearless Eye' logo.",
"The research captures the core meaning of BTRT's traditional quality principle, sp... | 3 | true | {"files_read": ["Brand_Research.md"]} | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_015/task.yaml | schema_version: v2
task_id: marketer_task_015
user_id: marketer
environment_id: env_marketer
title: brief
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "We are conducting background research on two brands: the hardcore e-sports brand 'ROG (Republic of Gamers)' and the centuries-ol... | |
v2 | marketer | marketer_task_016 | marketer | env_marketer | ROG × medicine | ROG × medicine | long_term | medium | user | Regarding the 'ROG x Beijing Tong Ren Tang (BTRT)' crossover campaign, please read the 'Meeting_Minutes_0409.md' file from our workspace. This file contains the raw transcript of our initial client alignment meeting. Extract the core constraints and client demands. Draft a concise rulebook based strictly on these extra... | [
"The rulebook explicitly locks in the Slogan Rule based on Marcus's requirement: English only, exactly 6 words or fewer.",
"The rulebook explicitly locks in the Product Form constraints agreed upon by both parties: no traditional PC chassis and no standard herbal medicine pills.",
"The rulebook explicitly locks... | 4 | true | {"files_read": ["Meeting_Minutes_0409.md", "Kickoff_Rulebook.md"]} | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_016/task.yaml | schema_version: v2
task_id: marketer_task_016
user_id: marketer
environment_id: env_marketer
title: "ROG × medicine"
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "Regarding the 'ROG x Beijing Tong Ren Tang (BTRT)' crossover campaign, please read the 'Meeting_Minutes_0409.md' file... | |
v2 | marketer | marketer_task_017 | marketer | env_marketer | (Co-branding Proposal Generation) | (Co-branding Proposal Generation) | test | medium | user | Regarding the 'ROG x BTRT' crossover campaign, please search our workspace to locate the documents containing our recent independent brand research and the finalized kickoff rules. Based strictly on the facts and established rules found in these specific files, generate the complete 'ROG x Tong Ren Tang Crossover Campa... | [
"The outline contains a specific introduction and description of the 'Co-branded Product'.",
"The outline explicitly explains the specific reasoning behind the 'Co-branded Product' choice.",
"The outline contains a specific introduction of the 'Target Audience Persona'.",
"The outline introduces a definitive ... | 6 | true | {"checklist": [{"criterion": "The outline explicitly references the established rules or brand doctrines or traditional quality motto."}, {"criterion": "The 'Co-branded Product' section explicitly identifies a specific flagship product/series AND clearly explains how the new co-branded design inherits and utilizes its ... | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_017/task.yaml | schema_version: v2
task_id: marketer_task_017
user_id: marketer
environment_id: env_marketer
title: (Co-branding Proposal Generation)
description: ''
task_type: test
trigger:
type: user
intent:
initial_input: "Regarding the 'ROG x BTRT' crossover campaign, please search our workspace to locate the documents conta... | |
v2 | marketer | marketer_task_018 | marketer | env_marketer | crisis pr | crisis pr | long_term | medium | user | As an external crisis PR agency, we are conducting a fictional PR simulation drill. The scenario: The smart pet hardware brand "MeowConnect" suffered a massive crisis during the May Day holiday when their smart pet feeders experienced a network outage, leaving pets unfed. Before drafting any statements, please directly... | [
"When the incident occurred: The downtime lasted from 12:00 on May 1, 2025 to 12:00 on May 3, 2025.",
"What exactly happened/How many pets were affected: The specific scope of the outage impacted '150,000 active nodes'.",
"What caused the incident: The official engineering explanation is 'unforeseen extreme flu... | 4 | false | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_018/task.yaml | schema_version: v2
task_id: marketer_task_018
user_id: marketer
environment_id: env_marketer
title: crisis pr
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: 'As an external crisis PR agency, we are conducting a fictional PR simulation drill. The scenario: The smart pet hardware bra... | ||
v2 | marketer | marketer_task_019 | marketer | env_marketer | crisis pr | crisis pr | long_term | medium | user | | [INCOMING SYSTEM WEBHOOK: CRISIS_MANAGEMENT_PLATFORM] { "event_id": "EVT-2026-05-04-001", "trigger_source": "client_approval_matrix", "client": "MeowConnect", "status": "PHASE_1_ALIGNMENT_COMPLETE", "next_action_required": "GENERATE_AND_PUBLISH_FINAL_APOLOGY_LETTER", "target_platform": "X_Twitter", "context_dependenc... | [
"The letter explicitly integrates the exact incident scale data: the specific duration of downtime and the specific number of affected active nodes.",
"The letter explicitly states the official engineering explanation.",
"The letter explicitly announces the compensation."
] | 3 | true | {"checklist": [{"criterion": "The letter explicitly attributes the outage to 'unforeseen extreme fluctuations' in cloud infrastructure or cloud services, accurately recalling the engineering cause."}, {"criterion": "The letter accurately conveys the temporal scope of the outage by explicitly mentioning the dates 'May 1... | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_019/task.yaml | schema_version: v2
task_id: marketer_task_019
user_id: marketer
environment_id: env_marketer
title: crisis pr
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: '|
[INCOMING SYSTEM WEBHOOK: CRISIS_MANAGEMENT_PLATFORM]
{
"event_id": "EVT-2026-05-04-001",
"trigger_sou... | |
v2 | marketer | marketer_task_020 | marketer | env_marketer | crisis pr | crisis pr | long_term | medium | user | After a crazy week of handling PR crises and the AI course launch, my lower back is aching from sitting too much, and my sleep has been terrible. I need a strict 3-hour Sunday evening wind-down routine to recover my nervous system. Please break this 3-hour period into 6 or more consecutive time blocks (each 30 mins or ... | [
"The physical recovery session must specifically target lower back pain relief.",
"The reading materials must explicitly exclude tactical, work-related, or self-improvement books to ensure genuine mental recovery from insomnia.",
"The journaling session must include at least 3 specific, recovery-oriented writin... | 4 | true | {"checklist": [{"criterion": "The schedule displayed in the response is exactly 3 hours long, and exactly divided into at least 6 consecutive time blocks of 30 minutes or shorter"}, {"criterion": "Within the 'Physical Recovery Session' sub-task, the Agent explicitly targets lower back pain with mentions of lower back s... | {"difficulty": "medium"} | data/marketer/tasks/marketer_task_020/task.yaml | schema_version: v2
task_id: marketer_task_020
user_id: marketer
environment_id: env_marketer
title: crisis pr
description: ''
task_type: long_term
trigger:
type: user
intent:
initial_input: "After a crazy week of handling PR crises and the AI course launch, my lower back is aching from sitting too much, and my sle... | |
v2 | pharmacist | pharmacist_task_001 | pharmacist | env_pharmacist | Sandbox Gmail Brief Extraction, Message Send, and Outbox Confirmation | Sandbox Gmail Brief Extraction, Message Send, and Outbox Confirmation | Inside the AppWorld sandbox only, the user wants to send a simulated Gmail message to the instrument manager instead of stopping at a draft. The task tests whether the agent reads a short local booking brief, extracts the recipient, subject, time-window, and preparation details, then follows an AppWorld single-app clos... | short_term_independent | medium | user | This is an AppWorld sandbox task; the account identifiers below are synthetic test credentials, not real external accounts. First read `instrument_booking_brief.md` in the current task directory and use it to compose the message. In the sandbox Gmail app, send the simulated message to the instrument manager rather than... | [
"Use the sandbox Gmail login flow first and reuse the same session token in the later steps.",
"Use Gmail's direct `send_email` flow to send a new email instead of relying only on draft creation.",
"Extract the recipient, subject, time-window, instrument-duration, and sample-preparation details from `instrument... | 7 | true | {"checklist": [{"criterion": "The final response must contain exactly these three top-level blocks in this order: `Brief Details`, `Sent Message`, and `Verification`."}, {"criterion": "The `Brief Details` block must include recipient `stmcco@gmail.com`, subject `Instrument booking follow-up`, both local-brief time wind... | {"difficulty": "medium"} | data/pharmacist/tasks/pharmacist_task_001/task.yaml | schema_version: v2
task_id: pharmacist_task_001
user_id: pharmacist
environment_id: env_pharmacist
title: Sandbox Gmail Brief Extraction, Message Send, and Outbox Confirmation
description: "Inside the AppWorld sandbox only, the user wants to send a simulated Gmail message to the instrument manager instead of stopping a... |
v2 | pharmacist | pharmacist_task_002 | pharmacist | env_pharmacist | Triple-Negative Breast Cancer Literature Search and Review Outline | Triple-Negative Breast Cancer Literature Search and Review Outline | The user is preparing a pharmacy-related presentation and needs a structured overview of representative literature and the current research landscape of triple-negative breast cancer. The task directory now also contains a flawed draft outline that should be revised after literature search, so the task is not just to s... | long_term | hard | user | First read `tnbc_review_outline.md` in the current task directory; if it is missing, say so first. Then search the literature and revise the outline instead of starting from zero. Please update `tnbc_review_outline.md`, create `priority_paper_table.csv`, and in your final reply use exactly these blocks in this order: `... | [
"Treat `tnbc_review_outline.md` as a flawed draft to be corrected rather than as a trusted starting point.",
"If the field is too broad, compress it into 3-4 main storylines worth presenting instead of spreading attention evenly across many themes.",
"Re-rank the field so that the strongest or most presentable ... | 10 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_002/task.yaml | schema_version: v2
task_id: pharmacist_task_002
user_id: pharmacist
environment_id: env_pharmacist
title: Triple-Negative Breast Cancer Literature Search and Review Outline
description: The user is preparing a pharmacy-related presentation and needs a structured overview of representative literature and the current res... | |
v2 | pharmacist | pharmacist_task_003 | pharmacist | env_pharmacist | Sandbox Amazon Preference-Note Product Search, Wish-List Add, and Result Verification | Sandbox Amazon Preference-Note Product Search, Wish-List Add, and Result Verification | Inside the AppWorld sandbox only, the user wants to save a daily-use water bottle that works for both commuting and lab use. The task tests whether the agent reads a local preference note, uses those constraints to choose one product, adds it to the sandbox wish list, and reads the wish list afterward to confirm the re... | short_term_independent | medium | user | This is an AppWorld sandbox task; the account identifiers below are synthetic test credentials, not real external accounts. First read `water_bottle_selection_notes.md` in the current task directory. In the sandbox Amazon app, save one water bottle that fits those notes and would work for both daily commuting and lab u... | [
"Log into sandbox Amazon first and reuse the same session token.",
"Perform a product search before doing any write action.",
"Use `water_bottle_selection_notes.md` to choose a normal personal-size bottle rather than choosing only by generic popularity.",
"Prefer leakproof, commute-friendly, lab-bench-appropr... | 8 | true | {"checklist": [{"criterion": "The final response must contain exactly these three top-level blocks in this order: `Selection Rationale`, `Wish List Result`, and `Verification`."}, {"criterion": "The `Selection Rationale` block must identify one water-bottle-like product and explain why it fits at least three local pref... | {"difficulty": "medium"} | data/pharmacist/tasks/pharmacist_task_003/task.yaml | schema_version: v2
task_id: pharmacist_task_003
user_id: pharmacist
environment_id: env_pharmacist
title: Sandbox Amazon Preference-Note Product Search, Wish-List Add, and Result Verification
description: "Inside the AppWorld sandbox only, the user wants to save a daily-use water bottle that works for both commuting an... |
v2 | pharmacist | pharmacist_task_004 | pharmacist | env_pharmacist | Pharmacy Paper Figure Interpretation and Reading-Order Guidance | Pharmacy Paper Figure Interpretation and Reading-Order Guidance | The user often struggles to understand paper figures. The task directory now provides the original paper PDF, a paired figure, and a flawed interpretation draft. The task is intentionally harder: the agent must recover what the figure is trying to prove from the figure itself plus the surrounding paper context, correct... | short_term_contextual | hard | user | First read `targeted_liposomal_tnbc_paper.pdf`, `figure_5_in_vivo_efficacy.png`, and `figure_interpretation_note.md` in the current task directory; if anything is missing, say so first. Then revise the current figure note instead of starting from zero. Please update `figure_interpretation_note.md`, and in your final re... | [
"Treat `figure_interpretation_note.md` as a flawed draft to be corrected rather than a trusted interpretation.",
"Start with one sentence telling me what the figure is actually trying to prove.",
"Recover the figure context from the local paper itself rather than relying on the draft, and make clear what inform... | 9 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_004/task.yaml | schema_version: v2
task_id: pharmacist_task_004
user_id: pharmacist
environment_id: env_pharmacist
title: Pharmacy Paper Figure Interpretation and Reading-Order Guidance
description: "The user often struggles to understand paper figures. The task directory now provides the original paper PDF, a paired figure, and a fla... | |
v2 | pharmacist | pharmacist_task_005 | pharmacist | env_pharmacist | Paper Dissection: Peptide-Density Targeting, Validation Logic, and Metastasis-Suppression Evidence | Paper Dissection: Peptide-Density Targeting, Validation Logic, and Metastasis-Suppression Evidence | The user wants to break down a specific paper on targeting and metastasis suppression in triple-negative breast cancer. The task directory keeps the original paper PDF, two figure extracts, and an intentionally flawed dissection draft. The task is no longer just to answer well; it is to recover the real point from the ... | short_term_contextual | hard | user | First read `s41467-018-05035-5.pdf`, `figure_1_study_design.svg`, `figure_3_in_vivo_results.svg`, and `paper_dissection.md` in the current task directory; if anything is missing, say so first. Then revise the current dissection note instead of starting from zero. Please update `paper_dissection.md`, keep any useful str... | [
"Use the original paper PDF and the local figure extracts first, and treat `paper_dissection.md` as a flawed draft to be corrected rather than as a trusted summary.",
"Inherit the earlier literature-outline preference for compressing a broad field into one sharper storyline, and position this paper as a density-o... | 14 | true | {"checklist": [{"criterion": "The final reply must follow the exact output schema: exactly seven top-level sections in this order, `Core Question`, `Primary Evidence`, `Supporting Evidence`, `Rejected Interpretation`, `First Figure To Inspect`, `Boundary And Follow-up`, and `One-Line Takeaway`; every section except `On... | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_005/task.yaml | schema_version: v2
task_id: pharmacist_task_005
user_id: pharmacist
environment_id: env_pharmacist
title: "Paper Dissection: Peptide-Density Targeting, Validation Logic, and Metastasis-Suppression Evidence"
description: The user wants to break down a specific paper on targeting and metastasis suppression in triple-nega... |
v2 | pharmacist | pharmacist_task_006 | pharmacist | env_pharmacist | Clinical Study Workflow and Result Interpretation | Clinical Study Workflow and Result Interpretation | The user has trouble following a specific clinical study. The task directory now provides the original clinical-study PDF, two survival-figure extracts, and a flawed study-breakdown draft. The task is intentionally more complex: the agent must separate what the study actually set out to measure, what the survival figur... | short_term_independent | hard | user | First read `clinical_study_source.pdf`, `figure_2_survival_curves.png`, `figure_2_overall_survival_km.jpg`, and `clinical_study_breakdown.md` in the current task directory; if anything is missing, say so first. Then revise the current study breakdown instead of starting from zero. Please update `clinical_study_breakdow... | [
"Treat `clinical_study_breakdown.md` as a flawed draft to be corrected rather than a trusted study note.",
"Organize the study by workflow, results, and interpretation rather than mixing everything together.",
"Distinguish what the paper names as the primary endpoint from what the survival figures show later, i... | 7 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_006/task.yaml | schema_version: v2
task_id: pharmacist_task_006
user_id: pharmacist
environment_id: env_pharmacist
title: Clinical Study Workflow and Result Interpretation
description: "The user has trouble following a specific clinical study. The task directory now provides the original clinical-study PDF, two survival-figure extract... | |
v2 | pharmacist | pharmacist_task_007 | pharmacist | env_pharmacist | Mainstream Prostate Cancer Treatment Pathways and Drug-Therapy Overview | Mainstream Prostate Cancer Treatment Pathways and Drug-Therapy Overview | The user wants a quick overview of mainstream prostate cancer treatment pathways, especially the drug-therapy part. The task directory contains a staged treatment-pathway table, a guideline excerpt, a drug-class summary, and an intentionally flawed pathway draft. The task tests whether the agent can reconstruct the cli... | short_term_contextual | hard | user | First read `guideline_excerpt.md`, `treatment_pathway_table.svg`, `drug_class_summary.md`, and `clinical_pathway_map.md` in the current task directory; if anything is missing, say so first. Then, in English, revise the current pathway map instead of starting from zero. Please update `clinical_pathway_map.md`, keep any ... | [
"Use the local pathway materials first and treat `clinical_pathway_map.md` as a flawed stage map to be corrected rather than as a trusted answer.",
"Organize the result by disease stage or clinical scenario rather than flattening all treatments into one list.",
"Distinguish clearly between the treatment backbon... | 11 | true | {"checklist": [{"criterion": "The final reply must follow the exact output schema: exactly four top-level blocks in this order, `Stage Decision Table`, `Inappropriate Flattening To Avoid`, `Non-Default Intensification Situation`, and `Boundary Note`; the `Stage Decision Table` must be a markdown table with exactly thes... | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_007/task.yaml | schema_version: v2
task_id: pharmacist_task_007
user_id: pharmacist
environment_id: env_pharmacist
title: Mainstream Prostate Cancer Treatment Pathways and Drug-Therapy Overview
description: "The user wants a quick overview of mainstream prostate cancer treatment pathways, especially the drug-therapy part. The task dir... |
v2 | pharmacist | pharmacist_task_008 | pharmacist | env_pharmacist | qPCR Data Analysis Workflow and Result-Interpretation Framework | qPCR Data Analysis Workflow and Result-Interpretation Framework | The user wants a qPCR analysis framework that can be used directly for post-experiment processing, covering Ct-value handling, normalization, statistical comparison, and result interpretation. The task directory now includes a small example Ct dataset, a flawed analysis script, and a rough workflow note, so the task is... | short_term_independent | hard | user | First read `qpcr_ct_example.csv`, `analyze_qpcr.py`, and `qpcr_analysis_workflow.md` in the current task directory; if anything is missing, say so first. Then revise the current workflow note and analysis script instead of starting from zero. Please update `analyze_qpcr.py`, generate `delta_ct_summary.csv`, update `qpc... | [
"Treat `analyze_qpcr.py` and `qpcr_analysis_workflow.md` as flawed drafts to be corrected rather than as trusted materials.",
"Keep the explanation in analysis order instead of just throwing out formulas or terminology.",
"Put controls, replicates, normalization, and result interpretation into the same executab... | 7 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_008/task.yaml | schema_version: v2
task_id: pharmacist_task_008
user_id: pharmacist
environment_id: env_pharmacist
title: qPCR Data Analysis Workflow and Result-Interpretation Framework
description: The user wants a qPCR analysis framework that can be used directly for post-experiment processing, covering Ct-value handling, normalizat... | |
v2 | pharmacist | pharmacist_task_009 | pharmacist | env_pharmacist | Sandbox Todoist Blueprint Extraction and Sub-Task Closed-Loop Management | Sandbox Todoist Blueprint Extraction and Sub-Task Closed-Loop Management | Inside the AppWorld sandbox only, the user wants to put a small administrative follow-up process into Todoist in a structured way rather than creating a single isolated task. The task tests whether the agent reads a local Todoist blueprint, creates the requested project, section, parent task, and sub-task, and then ver... | short_term_independent | medium | user | This is an AppWorld sandbox task; the account identifiers below are synthetic test credentials, not real external accounts. First read `todoist_followup_blueprint.md` in the current task directory. In the sandbox Todoist app, organize that small administrative follow-up process. Please create the project, section, pare... | [
"Log into sandbox Todoist first and reuse the same session token.",
"Extract the project, section, parent task, and sub-task names from `todoist_followup_blueprint.md`.",
"Create the project first, then the section, then the parent task, and then the sub-task.",
"Execute at least one section query and one sub... | 5 | true | {"checklist": [{"criterion": "The final response must contain exactly these three top-level blocks in this order: `Blueprint Used`, `Created Structure`, and `Verification`."}, {"criterion": "The `Blueprint Used` block must state that the structure came from `todoist_followup_blueprint.md` and that no unrelated extra ta... | {"difficulty": "medium"} | data/pharmacist/tasks/pharmacist_task_009/task.yaml | schema_version: v2
task_id: pharmacist_task_009
user_id: pharmacist
environment_id: env_pharmacist
title: Sandbox Todoist Blueprint Extraction and Sub-Task Closed-Loop Management
description: "Inside the AppWorld sandbox only, the user wants to put a small administrative follow-up process into Todoist in a structured w... |
v2 | pharmacist | pharmacist_task_010 | pharmacist | env_pharmacist | PROTAC Fundamentals and a Design Starting Path from Scratch | PROTAC Fundamentals and a Design Starting Path from Scratch | The user wants a systematic understanding of PROTAC and a starting framework that runs from target selection to first-pass validation. The task directory now also contains a flawed beginner framework draft, so the task is to correct an over-broad entry map, prioritize precedent-backed learning, and leave behind a more ... | long_term | hard | user | First read `protac_entry_framework.md` in the current task directory; if it is missing, say so first. Then search the literature and revise the framework instead of starting from zero. Please update `protac_entry_framework.md`, create `precedent_priority_table.csv`, and in your final reply output exactly these blocks i... | [
"Treat `protac_entry_framework.md` as a flawed draft to be corrected rather than as a trusted framework.",
"Correct the draft's overly broad suggestion that many targets, many E3 ligases, novel linker ideas, and validation can all stay open at the same priority.",
"Establish the principle that a first-pass PROT... | 12 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_010/task.yaml | schema_version: v2
task_id: pharmacist_task_010
user_id: pharmacist
environment_id: env_pharmacist
title: PROTAC Fundamentals and a Design Starting Path from Scratch
description: The user wants a systematic understanding of PROTAC and a starting framework that runs from target selection to first-pass validation. The ta... | |
v2 | pharmacist | pharmacist_task_011 | pharmacist | env_pharmacist | CCK-8 Cytotoxicity Assay Workflow and Key Notes | CCK-8 Cytotoxicity Assay Workflow and Key Notes | The user is preparing to run a CCK-8 cytotoxicity assay. The task directory contains an experimental brief, a plate layout, raw plate-reader values, and an intentionally flawed QC note draft. The task tests whether the agent can infer which conditions are better supported, which are more exploratory, and expose the cor... | short_term_contextual | hard | user | First read `experiment_brief.md`, `plate_layout.svg`, `raw_reader_values.csv`, and `assay_qc_note.md` in the current task directory; if anything is missing, say so first. Then, in English, revise the current assay QC note instead of starting from zero. Please update `assay_qc_note.md`, keep any useful structure if poss... | [
"Use the experiment brief, plate layout, and readout values first, and treat `assay_qc_note.md` as a flawed draft to be corrected rather than a trusted interpretation.",
"Very early in the output, point out one control issue, omission, or replicate risk that is most likely to bias this round.",
"Give a directly... | 11 | true | {"checklist": [{"criterion": "The final reply must follow the exact output schema: exactly five top-level blocks in this order, `Main Risk`, `Dose Interpretation Table`, `Refine Range`, `Rerun Trigger`, and `First Optimization Variable`; the `Dose Interpretation Table` must be a markdown table with exactly these column... | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_011/task.yaml | schema_version: v2
task_id: pharmacist_task_011
user_id: pharmacist
environment_id: env_pharmacist
title: CCK-8 Cytotoxicity Assay Workflow and Key Notes
description: "The user is preparing to run a CCK-8 cytotoxicity assay. The task directory contains an experimental brief, a plate layout, raw plate-reader values, and... |
v2 | pharmacist | pharmacist_task_012 | pharmacist | env_pharmacist | Framework for Querying Compound Physicochemical Properties and Estimating Properties of New Molecules | Framework for Querying Compound Physicochemical Properties and Estimating Properties of New Molecules | The user wants to understand the solubility, biocompatibility, partitioning, polarity, and other key properties of a compound, and to make reasonable estimates for a new molecule when direct data are unavailable. The task directory now also contains a flawed first-pass property sheet, so the task is to correct known-ve... | short_term_independent | hard | user | First read `compound_identity.md`, `adapalene_structure.png`, `adapalene_pubchem_properties.json`, `differin_label.pdf`, and `compound_property_sheet.md` in the current task directory; if anything is missing, say so first. Then revise the current property sheet instead of starting from zero. Please update `compound_pro... | [
"Treat `compound_property_sheet.md` as a flawed draft to be corrected rather than as a trusted property summary.",
"Clearly separate known facts from predicted or inferred content.",
"If the directory already contains identity, label, structure, and property materials, read those local files first.",
"Organiz... | 10 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_012/task.yaml | schema_version: v2
task_id: pharmacist_task_012
user_id: pharmacist
environment_id: env_pharmacist
title: Framework for Querying Compound Physicochemical Properties and Estimating Properties of New Molecules
description: The user wants to understand the solubility, biocompatibility, partitioning, polarity, and other ke... | |
v2 | pharmacist | pharmacist_task_013 | pharmacist | env_pharmacist | Brainstorming Innovative Linker Directions for PROTAC | Brainstorming Innovative Linker Directions for PROTAC | The user already understands the basic PROTAC concept and now wants innovative linker-design directions, together with an understanding of how those changes may influence degradation efficiency and developability. The task directory already contains precedent fragments, project constraints, a short note about the group... | short_term_contextual | hard | user | First read `precedent_examples.md`, `linker_constraints.md`, `project_goal_note.txt`, and `linker_shortlist.csv` in the current task directory; if anything is missing, say so first. Then, in English, revise the current shortlist instead of starting from zero. Please update `linker_shortlist.csv`, keep the useful parts ... | [
"Narrow the space using the local precedents and constraints first, and expand outward only after that.",
"Stay as close as possible to validated routes at the beginning instead of jumping immediately to high-divergence designs.",
"Prefer mature or comparator-friendly starting directions before high-divergence ... | 20 | true | {"checklist": [{"criterion": "The final reply must follow the exact output schema: exactly three top-level blocks in this order, `Direction Decision Table`, `Removed Or Downgraded Draft Row`, and `Start Order`."}, {"criterion": "The `Direction Decision Table` block must be a markdown table with exactly these columns in... | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_013/task.yaml | schema_version: v2
task_id: pharmacist_task_013
user_id: pharmacist
environment_id: env_pharmacist
title: Brainstorming Innovative Linker Directions for PROTAC
description: "The user already understands the basic PROTAC concept and now wants innovative linker-design directions, together with an understanding of how tho... |
v2 | pharmacist | pharmacist_task_014 | pharmacist | env_pharmacist | Survey of Existing Topical Gel Products for Eczema | Survey of Existing Topical Gel Products for Eczema | The user is developing an eczema-related topical gel and first needs to understand what products already exist on the market in order to build comparisons and gather formulation inspiration. The task directory now also contains a flawed benchmark shortlist draft, so the task tests whether the agent can search the marke... | long_term | hard | user | First read `benchmark_product_shortlist.csv` in the current task directory; if it is missing, say so first. Then search the market and revise the current shortlist instead of starting from zero. Please update `benchmark_product_shortlist.csv`, create `benchmark_takeaways.md`, and in your final reply use exactly these b... | [
"Treat `benchmark_product_shortlist.csv` as a flawed draft to be corrected rather than as a trusted shortlist.",
"Focus on topical gel products for eczema, dermatitis, or highly related indications.",
"Organize the results in a structure that supports side-by-side comparison.",
"If there are many products, fi... | 10 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_014/task.yaml | schema_version: v2
task_id: pharmacist_task_014
user_id: pharmacist
environment_id: env_pharmacist
title: Survey of Existing Topical Gel Products for Eczema
description: The user is developing an eczema-related topical gel and first needs to understand what products already exist on the market in order to build compari... | |
v2 | pharmacist | pharmacist_task_015 | pharmacist | env_pharmacist | API Topical Formulation Design Framework | API Topical Formulation Design Framework | The user is developing a topical formulation around an API. The task directory already contains an API property summary, a limited draft of possible formulation routes, benchmark product notes, risk flags, and an intentionally imperfect planning draft. The goal is no longer just to write a good plan from scratch: the a... | long_term | hard | user | First read `api_profile.md`, `candidate_formulation_routes.md`, `benchmark_product_notes.md`, `risk_flags.txt`, `formulation_design_plan.md`, and `route_screening_matrix.csv` in the current task directory; if anything is missing, say so first. Then revise the current draft rather than starting from zero. Please update ... | [
"Screen the candidate routes using the local API information and risk flags first, and do not invent a framework detached from the current inputs.",
"Use `formulation_design_plan.md` as the canonical output file, and separate known facts, open information gaps, and provisional assumptions.",
"At the top of the ... | 17 | true | {"checklist": [{"criterion": "The final reply must follow the exact output schema: exactly five top-level blocks in this order, `Key Risk Or Gap`, `Route Decision Table`, `Removed Or Downgraded Draft Item`, `Screening Matrix`, and `Fallback If Baseline And Backup Fail`."}, {"criterion": "The `Route Decision Table` bloc... | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_015/task.yaml | schema_version: v2
task_id: pharmacist_task_015
user_id: pharmacist
environment_id: env_pharmacist
title: API Topical Formulation Design Framework
description: "The user is developing a topical formulation around an API. The task directory already contains an API property summary, a limited draft of possible formulatio... |
v2 | pharmacist | pharmacist_task_016 | pharmacist | env_pharmacist | First-Round Procurement List for the Eczema Topical Gel Project | First-Round Procurement List for the Eczema Topical Gel Project | The user is trying to move an eczema topical gel project forward and wants to turn the first batch of excipients and basic lab supplies into a procurement list that is easier to execute. The task directory already contains a candidate excipient pool, supplier notes, current route assumptions, and a flawed draft procure... | short_term_contextual | hard | user | First read `candidate_excipient_pool.csv`, `supplier_notes.md`, `route_assumptions.txt`, and `gel_procurement_draft.csv` in the current task directory; if anything is missing, say so first. Then revise the current procurement draft instead of starting from zero. Please update `gel_procurement_draft.csv` and briefly sum... | [
"Treat `gel_procurement_draft.csv` as a flawed draft to be corrected rather than as a trusted order sheet.",
"First organize the list around the candidate pool, supplier notes, and route assumptions in the directory, and do not invent an oversized list detached from the current inputs.",
"Keep a comparison-frie... | 8 | false | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_016/task.yaml | schema_version: v2
task_id: pharmacist_task_016
user_id: pharmacist
environment_id: env_pharmacist
title: First-Round Procurement List for the Eczema Topical Gel Project
description: The user is trying to move an eczema topical gel project forward and wants to turn the first batch of excipients and basic lab supplies i... | |
v2 | pharmacist | pharmacist_task_017 | pharmacist | env_pharmacist | Sandbox Splitwise Receipt-Driven Expense Record, Update, and Delete Closed Loop | Sandbox Splitwise Receipt-Driven Expense Record, Update, and Delete Closed Loop | Inside the AppWorld sandbox only, the user wants to walk through a simulated Splitwise flow for a shared dinner expense with classmates instead of only recording a single line item. The task tests whether the agent reads a local receipt note, creates or binds a group, records the initial expense, reads it back, updates... | short_term_independent | medium | user | This is an AppWorld sandbox task; the account identifiers below are synthetic test credentials, not real external accounts. First read `splitwise_dinner_receipt.csv` in the current task directory. In the sandbox Splitwise app, run the simulated dinner-expense lifecycle from that receipt note. Please create or bind the ... | [
"Log into sandbox Splitwise first and reuse the same session token.",
"Extract the group name, members, initial total, corrected total, and correction reason from `splitwise_dinner_receipt.csv`.",
"Create or confirm the group first, and only then record the expense.",
"After recording the expense, there shoul... | 6 | true | {"checklist": [{"criterion": "The final response must contain exactly these three top-level blocks in this order: `Receipt Details`, `Expense Lifecycle`, and `Removal Confirmation`."}, {"criterion": "The `Receipt Details` block must identify the Splitwise group as `Lab Dinner Reconciliation`, name classmates `stmcco@gm... | {"difficulty": "medium"} | data/pharmacist/tasks/pharmacist_task_017/task.yaml | schema_version: v2
task_id: pharmacist_task_017
user_id: pharmacist
environment_id: env_pharmacist
title: Sandbox Splitwise Receipt-Driven Expense Record, Update, and Delete Closed Loop
description: "Inside the AppWorld sandbox only, the user wants to walk through a simulated Splitwise flow for a shared dinner expense ... |
v2 | pharmacist | pharmacist_task_018 | pharmacist | env_pharmacist | Procurement To-Do List for Next Week's qPCR and Cell Experiments | Procurement To-Do List for Next Week's qPCR and Cell Experiments | The user wants to sort out which reagents and lab consumables still need to be added for next week's qPCR and cell-related experiments. The point of the task is to test whether the agent can transfer experimental-process awareness and common omission points into a procurement or execution list that is suitable for late... | short_term_contextual | medium | user | First read `inventory_checklist.md`, `missing_reagents.csv`, `next_week_experiment_plan.txt`, and `qpcr_procurement_draft.csv` in the current task directory; if anything is missing, say so first. Then revise the current procurement draft instead of starting from zero. Please update `qpcr_procurement_draft.csv` and brie... | [
"Treat `qpcr_procurement_draft.csv` as a flawed draft to be corrected rather than as a trusted procurement sheet.",
"First infer the procurement gaps from the inventory, missing-item table, and next week's schedule, and do not generate a generic list of common consumables detached from the current inputs.",
"Or... | 9 | false | {"difficulty": "medium"} | data/pharmacist/tasks/pharmacist_task_018/task.yaml | schema_version: v2
task_id: pharmacist_task_018
user_id: pharmacist
environment_id: env_pharmacist
title: Procurement To-Do List for Next Week's qPCR and Cell Experiments
description: The user wants to sort out which reagents and lab consumables still need to be added for next week's qPCR and cell-related experiments. ... | |
v2 | pharmacist | pharmacist_task_019 | pharmacist | env_pharmacist | Cross-Project Procurement Triage | Cross-Project Procurement Triage | The user has already sorted two procurement strands: eczema topical gel pilot materials and qPCR / cell-experiment blockers. The task tests whether the agent can merge those two inherited procurement artifacts into one slot-limited triage plan, correct a flawed draft that tries to buy everything at once, separate immed... | short_term_contextual | hard | user | First read `gel_procurement_reference.csv`, `qpcr_procurement_reference.csv`, `triage_rules.md`, `triage_constraints.json`, `confirmation_note.md`, and `merged_procurement_plan.json` in the current task directory; if anything is missing, say so first. Then revise `merged_procurement_plan.json` rather than starting from... | [
"Carry forward both upstream procurement artifacts instead of writing a fresh generic shopping list.",
"Put qPCR / cell blockers first because they can break the next experiment.",
"Apply the eight-slot immediate-order cap instead of expanding the immediate bucket until every useful item is included.",
"Keep ... | 9 | true | {"checklist": [{"criterion": "The final reply must contain the seven required top-level blocks in this exact order: `Primary Procurement Move`, `Immediate Slot Allocation`, `Merged Decision Table`, `Confirmation Needed`, `Deferred On Purpose`, `Fallback If No Reply`, and `Draft Corrections`. A trailing completion marke... | {"difficulty": "hard"} | data/pharmacist/tasks/pharmacist_task_019/task.yaml | schema_version: v2
task_id: pharmacist_task_019
user_id: pharmacist
environment_id: env_pharmacist
title: Cross-Project Procurement Triage
description: "The user has already sorted two procurement strands: eczema topical gel pilot materials and qPCR / cell-experiment blockers. The task tests whether the agent can merge... |
v2 | pharmacist | pharmacist_task_020 | pharmacist | env_pharmacist | Sandbox File System Manifest-Driven File-and-Directory Copy/Move Closed Loop | Sandbox File System Manifest-Driven File-and-Directory Copy/Move Closed Loop | Inside the AppWorld sandbox only, the user wants to clean up a temporary reading-material directory in a more systematic way. The task tests whether the agent reads a local cleanup manifest, creates the listed sandbox directories and file, then copies and moves both files and directories according to the manifest. | short_term_independent | medium | user | This is an AppWorld sandbox task; the account identifiers below are synthetic test credentials, not real external accounts. First read `materials_cleanup_manifest.csv` in the current task directory. In the sandbox file system app, clean up that temporary materials directory according to the manifest. Please create the ... | [
"Log into the sandbox file system first and reuse the same session token.",
"Extract the exact source, copy, move, backup, and archive paths from `materials_cleanup_manifest.csv`.",
"There must be directories and a file before any copy or move action; do not operate on non-existent paths.",
"Cover both file c... | 5 | true | {"checklist": [{"criterion": "The final response must contain exactly these three top-level blocks in this order: `Manifest Paths`, `File Operations`, and `Directory Operations`."}, {"criterion": "The `Manifest Paths` block must summarize the created source and destination/archive paths from the manifest, including `ph... | {"difficulty": "medium"} | data/pharmacist/tasks/pharmacist_task_020/task.yaml | schema_version: v2
task_id: pharmacist_task_020
user_id: pharmacist
environment_id: env_pharmacist
title: Sandbox File System Manifest-Driven File-and-Directory Copy/Move Closed Loop
description: "Inside the AppWorld sandbox only, the user wants to clean up a temporary reading-material directory in a more systematic wa... |
v2 | researcher | researcher_task_001 | researcher | env_researcher | Practical Follow-Up Value Assessment of Multimodal Tool-Use Papers | Practical Follow-Up Value Assessment of Multimodal Tool-Use Papers | Around recent multimodal tool-use work, select representative papers that are widely followed and reproducible, and provide research-oriented evaluation from the perspectives of onboarding difficulty and concrete follow-up paths. | long_term | easy | user | I've been struggling with paper reading lately, and many multimodal tool-use works feel hard to follow. Could you help me find papers that people have commonly followed recently? | [
"Provide a brief introduction and key technical points for each paper.",
"Indicate whether it is open-source and provide the GitHub link (if not open-source, explicitly state that).",
"From a research perspective, evaluate whether it is suitable to follow and provide a concrete follow-up path."
] | 3 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_001/task.yaml | schema_version: v2
task_id: researcher_task_001
user_id: researcher
environment_id: env_researcher
title: "Practical Follow-Up Value Assessment of Multimodal Tool-Use Papers"
description: "Around recent multimodal tool-use work, select representative papers that are widely followed and reproducible, and provide resear... | |
v2 | researcher | researcher_task_002 | researcher | env_researcher | Starting Lean Bulk: Cost-Effective Gym Gear Selection | Starting Lean Bulk: Cost-Effective Gym Gear Selection | The user is preparing to begin a structured muscle-gain plan and needs to choose a set of quick-dry workout clothing and protective gear suitable for use in the campus gym, based on his body metrics and limited budget. | long_term | easy | user | I'm planning to start a structured muscle-gain program. Could you help me pick a few cost-effective workout clothing items? | [
"Current body metrics: height 175 cm, weight 68 kg, body fat around 17%. Recommend clothing sizes that would fit my build.",
"Provide a substitute option (Plan B) to handle unexpected situations (for example, if a particular item is unavailable in my size).",
"The output should be presented in a clear, readable... | 3 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_002/task.yaml | schema_version: v2
task_id: researcher_task_002
user_id: researcher
environment_id: env_researcher
title: "Starting Lean Bulk: Cost-Effective Gym Gear Selection"
description: "The user is preparing to begin a structured muscle-gain plan and needs to choose a set of quick-dry workout clothing and protective gear suitab... | |
v2 | researcher | researcher_task_003 | researcher | env_researcher | Forced to Leave Dorm Housing: Renting and Commute Baselines for a 'Jiangwan Local' | Forced to Leave Dorm Housing: Renting and Commute Baselines for a 'Jiangwan Local' | A guide to avoiding pitfalls when renting off-campus. | long_term | easy | user | My advisor recommended an internship opportunity to me, but I am not very interested in this role. Also, as a first-year PhD student, I still have classes at Fudan University's Jiangwan campus. Below is the job description. Please help me draft a polite message(in English) to decline it and explain my reasons tactfully... | [
"In the message to my advisor, point out that the position is based in Beijing, while I am still taking classes in Shanghai as a first-year PhD student, so commuting would be impractical. At the moment, I am only considering opportunities with a commute of no more than one hour.(Similar meaning is enough)",
"In t... | 5 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_003/task.yaml | schema_version: v2
task_id: researcher_task_003
user_id: researcher
environment_id: env_researcher
title: "Forced to Leave Dorm Housing: Renting and Commute Baselines for a 'Jiangwan Local'"
description: "A guide to avoiding pitfalls when renting off-campus."
task_type: long_term
trigger:
type: user
intent:
ini... | |
v2 | researcher | researcher_task_004 | researcher | env_researcher | Preliminary Multimodal Agent Survey: From Text-only to Think-with-Image | Preliminary Multimodal Agent Survey: From Text-only to Think-with-Image | The user has started exploring the multimodal agent field and wants to learn about early representative works that treat images as intermediate reasoning states (Think-with-Image), while also aligning on a preferred information presentation format. | long_term | easy | user | I've recently become very interested in multimodal agents, especially work that does not treat images as mere inputs but can 'think while looking at images' (think-with-image) more like humans. Can you help me find 2-3 representative papers from 2024 or 2025? | [
"Provide an OpenReview link for each paper; if no OpenReview link is available, provide an arXiv link.",
"It would be best to recommend 3 to 5 papers at a time, since anything more would be hard to keep up with.",
"For each paper, provide a brief introduction and key technical points."
] | 3 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_004/task.yaml | schema_version: v2
task_id: researcher_task_004
user_id: researcher
environment_id: env_researcher
title: "Preliminary Multimodal Agent Survey: From Text-only to Think-with-Image"
description: "The user has started exploring the multimodal agent field and wants to learn about early representative works that treat imag... | |
v2 | researcher | researcher_task_005 | researcher | env_researcher | Tracking the Frontier: DeepEyesV2 and V-star Bench Core Metrics Survey | Tracking the Frontier: DeepEyesV2 and V-star Bench Core Metrics Survey | Evaluation task: track frontier progress—survey core metrics for DeepEyesV2 and the V-star benchmark. | short_term_independent | easy | user | I just noticed DeepEyes recently released a follow-up called DeepEyesV2. Take a look and let's discuss it. | [
"What benchmarks are commonly evaluated for think-with-image? Which benchmarks does DeepEyesV2 report?",
"For commonly compared think-with-image methods such as Pixel-Reasoner, Thyme, DeepEyes, and DeepEyesV2, what scores does the DeepEyesV2 paper report on V* / V-star?",
"Record leading-method performance on V... | 3 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_005/task.yaml | schema_version: v2
task_id: researcher_task_005
user_id: researcher
environment_id: env_researcher
title: "Tracking the Frontier: DeepEyesV2 and V-star Bench Core Metrics Survey"
description: "Evaluation task: track frontier progress—survey core metrics for DeepEyesV2 and the V-star benchmark."
task_type: short_term_... | |
v2 | researcher | researcher_task_006 | researcher | env_researcher | ICLR 2026 Accepted Papers: Survey on Think-with-Image Related Topics | ICLR 2026 Accepted Papers: Survey on Think-with-Image Related Topics | For a small 'think-with-image' tool-use agent project starting from scratch, use the list of ICLR 2026 accepted papers to filter and organize the most relevant works on image-driven reasoning, visual chain-of-thought (visual CoT), and multimodal agent tool use, producing outputs that can directly support subsequent top... | long_term | hard | user | I wrote a local file at paper_list.txt that contains some accepted ICLR 2026 papers. Please organize several papers related to my research theme for me. | [
"Primarily recommend think-with-image papers.",
"Recommend around 5 papers.",
"Provide a brief introduction and key technical points for each paper.",
"Provide the OpenReview link for each paper.",
"Provide the GitHub link for each paper; if a paper has no open-source GitHub repository, explicitly state tha... | 6 | true | {"checklist": [{"criterion": "Include the paper Thyme: Think Beyond Images."}, {"criterion": "Mention that Thyme uses SFT and reinforcement learning (RL) to equip multimodal large models with the ability to autonomously generate and execute Python code, leveraging an innovative GRPO-ATS algorithm."}, {"criterion": "Wri... | {"difficulty": "hard"} | data/researcher/tasks/researcher_task_006/task.yaml | schema_version: v2
task_id: researcher_task_006
user_id: researcher
environment_id: env_researcher
title: "ICLR 2026 Accepted Papers: Survey on Think-with-Image Related Topics"
description: "For a small 'think-with-image' tool-use agent project starting from scratch, use the list of ICLR 2026 accepted papers to filter... |
v2 | researcher | researcher_task_007 | researcher | env_researcher | Experiment Review and Paper-Writing Deliverable Format Rules | Experiment Review and Paper-Writing Deliverable Format Rules | Evaluation task: rules for deliverable formats when reviewing experiment data and writing papers. | short_term_independent | easy | user | The SOTA metrics you organized on the V-star bench were very useful. I plan to reuse them directly when writing papers and group-meeting slides later—please organize this for me. | [
"Routine experiment summaries, core-conclusion overviews, and everyday readable analysis tables must be saved as `.md` files in the experiment results folders so I can copy-paste into Notion for group-meeting reviews.",
"Whenever there is a direct numerical comparison with existing SOTA methods, provide a separat... | 2 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_007/task.yaml | schema_version: v2
task_id: researcher_task_007
user_id: researcher
environment_id: env_researcher
title: "Experiment Review and Paper-Writing Deliverable Format Rules"
description: "Evaluation task: rules for deliverable formats when reviewing experiment data and writing papers."
task_type: short_term_independent
t... | |
v2 | researcher | researcher_task_008 | researcher | env_researcher | One-Week Light Diet Plan for Muscle-Gain Phase (Campus Cafeteria / Takeout) | One-Week Light Diet Plan for Muscle-Gain Phase (Campus Cafeteria / Takeout) | Based on the user's current height, weight, body-fat level, and muscle-gain goal, design a one-week plan of three daily meals plus snacks that is light in taste yet nutritionally balanced, under limited time and budget constraints and mainly relying on school cafeterias and common takeout platforms, while balancing pro... | short_term_contextual | medium | user | Help me design a one-week meal plan.Provide the price of each meal, controlled within RMB 20-30. | [
"Height about 175 cm, weight about 68 kg, body-fat ratio about 17%; currently in a muscle-gain phase.",
"Based on the user's body weight, provide the required daily totals of the three macronutrients (protein/fat/carbohydrates) for each day of the week, in grams (g).",
"Output format should be a readable table.... | 7 | true | {"checklist": [{"criterion": "The agent outputs a daily total protein intake in the range of [102g, 136g]. An approximate range is acceptable, with fluctuations within +/-10g."}, {"criterion": "The agent outputs a daily total fat intake in the range of [68g, 70g]. An approximate range is acceptable, with fluctuations w... | {"difficulty": "medium"} | data/researcher/tasks/researcher_task_008/task.yaml | schema_version: v2
task_id: researcher_task_008
user_id: researcher
environment_id: env_researcher
title: "One-Week Light Diet Plan for Muscle-Gain Phase (Campus Cafeteria / Takeout)"
description: "Based on the user's current height, weight, body-fat level, and muscle-gain goal, design a one-week plan of three daily m... |
v2 | researcher | researcher_task_009 | researcher | env_researcher | Top AI Lab Internship Search and Matching | Top AI Lab Internship Search and Matching | Based on the resume and implicit constraints, recommend research-oriented internships in multimodal / think-with-image directions, presented as a table with required columns, covering Shanghai on-site placement, compensation, commute, and other filters. | short_term_independent | easy | user | I'm looking for an internship. I'm sharing my internship CV—please help me see which roles are a good fit. My resume is in cv.txt. | [
"Recommend roles centered on multimodal and think-with-image directions.",
"Internship roles must be research roles, not business-oriented engineering roles.",
"Internship pay must be at least 500 RMB per day.",
"Recommendations must be in a readable table format (Organization/Team, Team lead, Job title, Rese... | 7 | true | {"checklist": [{"criterion": "All listed internships are research roles, not business-facing roles."}, {"criterion": "The table includes a column named 'Organization/Team' with substantive content."}, {"criterion": "The table includes a column named 'Team lead' with substantive content."}, {"criterion": "The table incl... | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_009/task.yaml | schema_version: v2
task_id: researcher_task_009
user_id: researcher
environment_id: env_researcher
title: "Top AI Lab Internship Search and Matching"
description: "Based on the resume and implicit constraints, recommend research-oriented internships in multimodal / think-with-image directions, presented as a table wit... |
v2 | researcher | researcher_task_010 | researcher | env_researcher | LiteAlign Pre-Submission: Triage of Senior Labmate Review and Response-Outline Setup | LiteAlign Pre-Submission: Triage of Senior Labmate Review and Response-Outline Setup | Evaluation task: classify and triage the senior labmate's pre-submission comments on LiteAlign, and set up a response framework. | short_term_independent | easy | user | I sent the LiteAlign draft (the VLM PEFT fine-tuning project) to my senior labmate for review. He left a ton of comments and it's overwhelming. The deadline is one week away—please organize his feedback. Comments are in litealign_comment.txt. | [
"Each comment must be labeled as one of: [Additional experiments needed], [Clarification needed], or [Typos / errors].Please organize comments-type tasks in this way as well in the future.",
"After classification, generate a LaTeX response outline saved as a `.tex` file in the workspace. Split long review comment... | 3 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_010/task.yaml | schema_version: v2
task_id: researcher_task_010
user_id: researcher
environment_id: env_researcher
title: "LiteAlign Pre-Submission: Triage of Senior Labmate Review and Response-Outline Setup"
description: "Evaluation task: classify and triage the senior labmate's pre-submission comments on LiteAlign, and set up a res... | |
v2 | researcher | researcher_task_011 | researcher | env_researcher | Multimodal Ablation Results: Synthesis and Analysis | Multimodal Ablation Results: Synthesis and Analysis | Evaluation task: synthesize and analyze multimodal ablation experiment results. | short_term_independent | easy | user | I just finished several think-with-image experiments. The results are in JSON files under the result/think-with-image directory. Please analyze this round of runs and summarize.If you find it necessary to create a .md document, name it exp_result_nanobot.md; if you find it necessary to create a .tex document, name it s... | [
"Start with a one- to two-sentence direct summary of the experimental outcomes.",
"Organize results in a readable table.",
"The results table must include these column names: base_model, training_method, training_setting, training_steps, accuracy.",
"Call out the top-three settings by accuracy separately, wit... | 8 | true | {"checklist": [{"criterion": "Begins with a one- to two-sentence summary of experiment results."}, {"criterion": "Presents results in a plainly readable table."}, {"criterion": "The results table includes columns: base_model, training_method, training_setting, training_steps, accuracy."}, {"criterion": "Lists exp_24, e... | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_011/task.yaml | schema_version: v2
task_id: researcher_task_011
user_id: researcher
environment_id: env_researcher
title: "Multimodal Ablation Results: Synthesis and Analysis"
description: "Evaluation task: synthesize and analyze multimodal ablation experiment results."
task_type: short_term_independent
trigger:
type: user
inten... |
v2 | researcher | researcher_task_012 | researcher | env_researcher | Amazon | Amazon | Amazon purchase | short_term_independent | easy | user | Our research group is going hiking for team building next week, but I don't have any hiking pants yet. My Amazon login info: Email: la-mcco@gmail.com Password: v[=NdO3 Please give me some advices. | [
"Choose a product with the high rating possible",
"The inventory should be sufficient, not the kind with only one item left in stock",
"I prefer pants that are not too tight and are more comfortable to wear",
"I prefer something more budget-friendly and cost-effective, ideally no more than 65 dollars",
"Add... | 6 | true | {"checklist": [{"criterion": "Display the ratings, inventory, and prices of different products in a table format."}, {"criterion": "After adding hiking pants, display the final cart."}], "tools": [{"mcp_appworld_amazon__add_product_to_cart": {"call": ["product_id", "quantity"], "result": ["response.message"]}}, {"mcp_a... | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_012/task.yaml | schema_version: v2
task_id: researcher_task_012
user_id: researcher
environment_id: env_researcher
title: Amazon
description: "Amazon purchase"
task_type: short_term_independent
trigger:
type: user
intent:
initial_input: "Our research group is going hiking for team building next week, but I don't have any hikin... |
v2 | researcher | researcher_task_013 | researcher | env_researcher | Rebuttal Prep: Collect and Organize Review Information | Rebuttal Prep: Collect and Organize Review Information | Evaluation task: organize and analyze information for rebuttal. | short_term_independent | easy | user | The review comments for my paper GIME are in reviewer_comment.json. Please help me organize and analyze the main points from the initial-review reviewers. If you find it necessary to create a .tex document, name it rebuttal.tex. | [
"Summarize each reviewer's initial score and the review text associated with that score.",
"Summarize each reviewer's confidence in their initial score.",
"List every point from each reviewer separately. Each comment must be labeled as one of: [Additional experiments needed], [Clarification needed], or [Typos /... | 6 | true | {"checklist": [{"criterion": "Reviewer_1's initial rating is 4."}, {"criterion": "Reviewer_2's initial rating is 6."}, {"criterion": "Reviewer_3's initial rating is 8."}, {"criterion": "Reviewer_4's initial rating is 8."}, {"criterion": "Reviewer_1's confidence is 3."}, {"criterion": "Reviewer_2's confidence is 4."}, {... | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_013/task.yaml | schema_version: v2
task_id: researcher_task_013
user_id: researcher
environment_id: env_researcher
title: "Rebuttal Prep: Collect and Organize Review Information"
description: "Evaluation task: organize and analyze information for rebuttal."
task_type: short_term_independent
trigger:
type: user
intent:
initial_... |
v2 | researcher | researcher_task_014 | researcher | env_researcher | Todoist Conflict Detection Task (15 Items) | Todoist Conflict Detection Task (15 Items) | Test whether the agent can identify and handle conflicting tasks in Todoist based on timestamps in the description | short_term_independent | medium | user | Assume today is Wednesday, April 1, 2026.
My Todoist login info:
Email: la-mcco@gmail.com
Password: Eu(M@!7
Please help me organize this Friday's (April 3) items in my todoist app.
My Todoist usage habits are:
1. The task title should only contain the name of the task, and should not include the time;
2. The spec... | [
"Task 2 [Make breakfast] and Task 3 [Receive a package] form a pairwise conflict. Changing the time for task3, Change the time of Task 3 [Receive a package] to Friday 09:00-09:30",
"Task 5 [Project sync meeting] and Task 6 [Client requirements call] form a pairwise conflict. Changing the time for task6,Change the... | 3 | true | {"checklist": null, "tools": [{"mcp_appworld_todoist__create_task": {"call": ["title", "description", "due_date"], "result": ["response.task_id"]}}, {"mcp_appworld_todoist__update_task": {"call": ["task_id", "description"], "result": ["response.message"]}}], "tools_evaluation_path": "data/researcher/scripts/researcher_... | {"difficulty": "medium"} | data/researcher/tasks/researcher_task_014/task.yaml | schema_version: v2
task_id: researcher_task_014
user_id: researcher
environment_id: env_researcher
title: Todoist Conflict Detection Task (15 Items)
description: "Test whether the agent can identify and handle conflicting tasks in Todoist based on timestamps in the description"
task_type: short_term_independent
trigge... |
v2 | researcher | researcher_task_015 | researcher | env_researcher | gmail | gmail | gmail-to-coauther | short_term_independent | medium | user | I am currently in charge of a large project. At the last meeting, I had already assigned each team member the tasks they need to complete this week. The total tasks and the completion status recorded by the collaborators themselves are in the file "co-auther-task.md".
My gmail login info:
Email: la-mcco@gmail.com
Pas... | [
"List the total number of collaborators who did not complete all the tasks.",
"List which collaborators do not have completed all of their tasks.",
"send Gmail reminder emails to every co-author who has not completed the required tasks."
] | 3 | true | {"checklist": [{"criterion": "Indicate that 17 co-authors have not completed all tasks."}, {"criterion": "The opening of the formal email content should positively thank the collaborators for their contributions so far."}, {"criterion": "This email emphasizes the significance of completing this unfinished task for the ... | {"difficulty": "medium"} | data/researcher/tasks/researcher_task_015/task.yaml | schema_version: v2
task_id: researcher_task_015
user_id: researcher
environment_id: env_researcher
title: gmail
description: "gmail-to-coauther"
task_type: short_term_independent
trigger:
type: user
intent:
initial_input: |
I am currently in charge of a large project. At the last meeting, I had already assign... |
v2 | researcher | researcher_task_016 | researcher | env_researcher | splitwise | splitwise | splitwise-phone | short_term_independent | medium | user | Last week I organized a team-building trip for everyone in the research group. The file bill.txt contains some of the expenses and advance payments from that trip, you can read it.
My Splitwise login info:
Email: la-mcco@gmail.com
Password: T8H2[32
Please help handle the payment collection. | [
"Create a Splitwise group with everyone who participated in this team-building trip",
"List all the people who owe money to me",
"Create a Splitwise payment record for two expenses I paid in advance: cabin deposit, parking and toll fees .",
"Send text messages to other students who also have paid in advance, ... | 4 | true | {"checklist": [{"criterion": "State that there are two expenses I paid in advance: the cabin deposit of 560 USD, and parking and toll fees of 30 USD"}, {"criterion": "Provide a complete list of who owes me money and how much each person owes me in total."}, {"criterion": "The reminder text messages to the other classma... | {"difficulty": "medium"} | data/researcher/tasks/researcher_task_016/task.yaml | schema_version: v2
task_id: researcher_task_016
user_id: researcher
environment_id: env_researcher
title: splitwise
description: "splitwise-phone"
task_type: short_term_independent
trigger:
type: user
intent:
initial_input: |
Last week I organized a team-building trip for everyone in the research group. The f... |
v2 | researcher | researcher_task_017 | researcher | env_researcher | splitwise | splitwise | splitwise-phone | short_term_independent | medium | user | I've recently been enjoying listening to "Heartstrings Symphony" while working,
My Spotify login info:
Email: la-mcco@gmail.com
Password: wjhPa4l
Please help me write a review for this song and post it on Spotify and give more advices to share this songs . | [
"Click to like this song",
"Post a positive review for this song in Spotify, and show what review was posted.",
"Follow the artists about the song in Spotify.",
"Write out a way to recommend this song to friends."
] | 4 | true | {"checklist": [{"criterion": "The review should write about the beautiful melody of 'Heartstrings Symphony,' which I've been listening to a lot while working."}, {"criterion": "State that the song’s shareable_link is https://spotify.com/songs/54, and that it can be shared with friends to help expand the song’s reach."}... | {"difficulty": "medium"} | data/researcher/tasks/researcher_task_017/task.yaml | schema_version: v2
task_id: researcher_task_017
user_id: researcher
environment_id: env_researcher
title: splitwise
description: "splitwise-phone"
task_type: short_term_independent
trigger:
type: user
intent:
initial_input: |
I've recently been enjoying listening to "Heartstrings Symphony" while working,
... |
v2 | researcher | researcher_task_018 | researcher | env_researcher | OpenClaw Technical Q&A Preference Task | OpenClaw Technical Q&A Preference Task | The user is following the OpenClaw buzz and wants, beyond comparison with typical agents, implicit coverage of product-level pros/cons, introductory blog posts, and usage examples. | short_term_independent | easy | user | I've noticed OpenClaw getting popular lately and I'm curious. Can you explain how it differs from a regular agent? | [
"Summarize how OpenClaw compares to existing agent products on the market, and list OpenClaw's strengths and weaknesses.",
"Give some OpenClaw-related papers and the research institution and authors of these papers."
] | 2 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_018/task.yaml | schema_version: v2
task_id: researcher_task_018
user_id: researcher
environment_id: env_researcher
title: "OpenClaw Technical Q&A Preference Task"
description: "The user is following the OpenClaw buzz and wants, beyond comparison with typical agents, implicit coverage of product-level pros/cons, introductory blog post... | |
v2 | researcher | researcher_task_019 | researcher | env_researcher | Paper-Organization Preference Task (paper_record) | Paper-Organization Preference Task (paper_record) | Collect OpenClaw updates from news and WeChat official accounts, write openclaw_info.md in the workspace, and after each subsequent discussion briefly report additions/changes to paper-related entries in that file. | short_term_independent | easy | user | There's been a flood of OpenClaw-related news and blog posts lately. Search for a few relevant news articles or WeChat Official Account posts, and summarize the latest developments of OpenClaw. | [
"Give GitHub links and arxiv for the OpenClaw-related papers."
] | 1 | false | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_019/task.yaml | schema_version: v2
task_id: researcher_task_019
user_id: researcher
environment_id: env_researcher
title: "Paper-Organization Preference Task (paper_record)"
description: "Collect OpenClaw updates from news and WeChat official accounts, write openclaw_info.md in the workspace, and after each subsequent discussion brie... | |
v2 | researcher | researcher_task_020 | researcher | env_researcher | Filter Papers the User Cares About Most from Simulated Hugging Face Daily Papers | Filter Papers the User Cares About Most from Simulated Hugging Face Daily Papers | Simulate a Hugging Face Daily Papers feed: from the batch, pick OpenClaw-related papers, write recommendations per conventions (summary bullets, arXiv/GitHub links), and report document updates. | short_term_independent | easy | env | {"source":"huggingface_hub","event":"paper_recommendation_trigger","target":"agent","payload":{"papers":[{"id":"paper_01","title":"Common Corpus: The Largest Collection of Ethical Data for LLM Pre-Training"},{"id":"paper_02","title":"Q-RAG: Long Context Multi‑Step Retrieval via Value‑Based Embedder Training"},{"id":"pa... | [
"Give list OpenClaw-related papers from this recommendation trigger.",
"Give add a short introduction and key technical points for each OpenClaw-related paper.",
"Give include arXiv links for the OpenClaw-related papers.",
"Give GitHub links for the OpenClaw-related papers.",
"Give the research institution ... | 5 | true | {"checklist": [{"criterion": "Recommends the paper A Trajectory-Based Safety Audit of Clawdbot."}, {"criterion": "Recommends the paper Humans welcome to observe: A First Look at Moltbook."}, {"criterion": "Recommends the paper MetaClaw: Just Talk - An Agent That Meta-Learns and Evolves in the Wild."}, {"criterion": "Re... | {"difficulty": "easy"} | data/researcher/tasks/researcher_task_020/task.yaml | schema_version: v2
task_id: researcher_task_020
user_id: researcher
environment_id: env_researcher
title: "Filter Papers the User Cares About Most from Simulated Hugging Face Daily Papers"
description: "Simulate a Hugging Face Daily Papers feed: from the batch, pick OpenClaw-related papers, write recommendations per c... |
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