{"taskset": {"n_runnable": 0, "name": "Gaia2 (on ARE)", "url_data": "https://huggingface.co/datasets/meta-agents-research-environments/gaia2", "catalog_id": "gaia2", "owner_type": "lab", "cited_by": ["HF leaderboard space"], "taskset": "gaia2-cli", "domain": "customer-service", "task_kind": "asynchronous, time-sensitive, multi-agent scenarios with oracle events", "environment": "api-sim", "grading": "state-check", "path": "datasets/gaia2-cli", "n_single_container": 0, "n_tasks": 800, "domain_raw": "personal assistant on simulated smartphone (email, calendar, contacts, files, messaging)", "sample_instruction": "# GAIA2 Scenario Task\n\nYou have access to simulated applications (Email, Calendar, Contacts, Chats,\nShopping, Cabs, etc.) through MCP tools. Each application method is available\nas a separate tool \u2014 for example `Contacts__get_contacts`,\n`Emails__send_email`, `Calendar__read_today_calendar_events`, etc.\n\n## Scenario Details\n\n- **Config:** `adaptability`\n- **Difficulty:** `hard`\n\n## How to Use the Tools\n\n- Tool names use the format `AppName__method_name` (double underscore).\n- Call them directly \u2014 they are registered as MCP tools.\n- Each tool response may include a `notifications` field with environment\n  events that happened since your last action (new emails, messages, etc.).\n  Always check notifications before deciding your next action.\n- If the task requires waiting for something (e.g. \"wait 3 minutes for a\n  reply\"), call `are_wait_for_notification` with a timeout in seconds.\n- Call `are_get_time` to check the current simulation time.\n- Keep user-facing messages plain-text and concrete. Avoid placeholders,\n  template text, code blocks, or markup when replying to the user.\n- Match requested facts exactly when they matter: names, dates, times,\n  addresses, IDs, counts, and other specific details.\n\n## Your Task\n\n1. Call `AgentUserInterface__get_last_message_from_user` to read the user's\n   instruction.\n2. Work through the task step by step using the available tools.\n3. Use `AgentUserInterface__send_message_to_user` only when the scenario\n   actually requires a user-facing mes", "owner_org": "Meta", "url_repo": "https://github.com/facebookresearch/meta-agents-research-environments", "url_paper": "https://arxiv.org/abs/2602.11964", "license": "CC-BY-4.0", "languages": [], "difficulties": {"easy": 182, "hard": 270, "medium": 348}, "categories": ["adaptability", "ambiguity", "execution", "search", "time"]}, "tasks": [{"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0601-mz4dh4tml93gims9dxwrcz7i16t0p5ud", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0602-sy6r944liwulln91ravyrcctdirinr0d", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0603-pofr8ljj8zqoeamwjnrvlu23397rqasi", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0604-ifl4g3s8d6urq1fwtet26rl98sqrsshp", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0605-dydb3p6l38hpusrecwguna7puzvem294", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "medium", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "medium", "official", "universe"], "task": "gaia2-adaptability-0606-54dqfl4ouibqrqlt0q4jql406rd3zww3", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0607-mo3yh3fqpxo6jdsrdabi02k9p19vyvzx", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0608-f9dnksx1xvs5mvxg8qcax32clsp3b3bo", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0609-jr2fzcfh1djfbvefc5ths7vgy75z27tv", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", "official", "universe"], "task": "gaia2-adaptability-0610-ciifop2jmjyeph0bly3rqpeyz3t2b4lc", "taskset": "gaia2-cli"}, {"agent_timeout": 2400, "category": "adaptability", "compose": true, "difficulty": "hard", "language": "", "oracle": null, "runnable": false, "tags": ["gaia2", "validation", "adaptability", "adaptability", "hard", 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