| --- |
| pretty_name: Vibelifebench |
| language: |
| - zh |
| - en |
| license: other |
| task_categories: |
| - text-generation |
| tags: |
| - agents |
| - tool-use |
| - long-horizon |
| - evaluation |
| - synthetic-data |
| size_categories: |
| - n<1K |
| --- |
| |
| <div align="center"> |
|
|
| # Vibelifebench |
|
|
| [](#tasks) |
| [](#tasks) |
| [](#tasks) |
| [](#evaluation) |
| [](#service-coverage) |
| [](#tasks) |
|
|
| **Benchmark version:** `1.0.0`<br> |
| **Scoring contract:** `flat_pool` |
|
|
| > **Long-horizon** — 20–30 stages per task, spanning simulated weeks.<br> |
| > **Multi-service** — 137 task-local environment bindings across 21 services.<br> |
| > **Verifiable** — 1247 atomic checks reading real backend state, not prose. |
|
|
| </div> |
|
|
| --- |
|
|
| ## Overview |
|
|
| Vibelifebench evaluates agents on the messy, consequential work of managing someone's |
| life over weeks: a lawsuit, a mortgage escrow shortfall, a cross-city apartment hunt, |
| a licensing exam, an office fit-out. |
|
|
| Each task unfolds as a timeline. The user sends messages, the world changes underneath |
| the agent (a hearing gets rescheduled, a price moves, a policy updates), and the agent |
| has to keep goals, constraints, commitments, and open items coherent across every stage |
| — while knowing which actions it may take on its own and which require asking first. |
|
|
| What makes this hard is not any single step. It is that **stage 20 depends on what the |
| agent understood at stage 3**, and nothing re-states the context along the way. |
|
|
| > **Task-only release.** This repository distributes task bundles only: no service |
| > implementations, mock servers, capability framework, or execution engine. Running the |
| > tasks requires a compatible Terrarium/OpenClaw runtime and service implementations |
| > supplied separately. See [External Runtime Requirement](#external-runtime-requirement). |
|
|
| ## Tasks |
|
|
| 20 tasks across 10 domains, 489 stages, 1247 atomic checks. Every task ships bilingual |
| (zh/en) documentation and is fully self-contained. |
|
|
| | Domain | Task ID | Title | Stages | Envs | Checks | Weight | Difficulty | |
| |---|---|---|---:|---:|---:|---:|---| |
| | Career / 职业与劳动权益 | `career_equity_buyback_recovery` | Equity Buyback Reconciliation and Re-employment | 25 | 7 | 42 | 100 | `hard` | |
| | Career / 职业与劳动权益 | `career_espp_refund_recovery` | ESPP Redemption Reconciliation and Re-employment | 24 | 7 | 42 | 100 | `hard` | |
| | Exam prep / 考试准备 | `civil_service_written_to_interview_audit` | Civil Service Written Exam to Interview Qualification Audit | 25 | 9 | 40 | 62 | `hard` | |
| | Exam prep / 考试准备 | `pharmacist_western_registration_shift_prep` | Licensed Pharmacist Registration, Course Purchase, and Shift-Based Preparation | 30 | 5 | 53 | 89 | `hard` | |
| | Finance / 个人金融 | `arm_escrow_shortfall_reset_guard_30d` | ARM Escrow Shortfall Reset Guard — 30-Day Plan | 24 | 6 | 123 | 386 | `hard` | |
| | Finance / 个人金融 | `hsa_medical_bill_liquidity_guard_30d` | HSA Medical Bill Liquidity Guard — 30-Day Plan | 24 | 6 | 123 | 386 | `hard` | |
| | Fitness / 运动与体能 | `broadcast_exam_posture_breathing_32d` | Broadcast Arts Exam Posture, Breathing, and Taper Maintenance | 26 | 5 | 50 | 82.5 | `hard` | |
| | Fitness / 运动与体能 | `dragon_boat_newcomer_upper_body_endurance_037` | Dragon Boat Newcomer Upper-Body Endurance Preparation | 28 | 6 | 44 | 68.5 | `hard` | |
| | Litigation / 诉讼管理 | `food_safety_dispute_33d` | Food Safety E-commerce Dispute Litigation — 33 Days | 22 | 5 | 51 | 100 | `hard` | |
| | Litigation / 诉讼管理 | `private_lending_33d` | Private Lending Recovery Litigation — 33 Days | 22 | 5 | 71 | 100 | `medium` | |
| | Renovation / 装修与改造 | `garage_adu_rental_conversion_25d` | Legal Garage-to-Rental ADU Conversion | 25 | 8 | 45 | 77.5 | `medium` | |
| | Renovation / 装修与改造 | `office_fitout_15d` | Commercial Office Fit-Out Project Management | 21 | 7 | 105 | 289.657 | `hard` | |
| | Rental / 住房租赁 | `cross_city_remote_viewing_rental` | Cross-City Remote Viewing Rental and Address Proof | 24 | 8 | 66 | 97.5 | `hard` | |
| | Rental / 住房租赁 | `wheelchair_student_accessible_rental` | Accessible Campus Housing for a Wheelchair-Using Student | 24 | 8 | 58 | 88.75 | `hard` | |
| | Shopping / 购物与履约 | `baby_stroller_safety_standard_30d` | Baby Stroller Safety and Accessory Coordination | 24 | 7 | 69 | 134 | `medium` | |
| | Shopping / 购物与履约 | `central_ac_install_30d` | Central Air-Conditioning Installation and After-Sales Reconciliation | 24 | 7 | 70 | 136.5 | `hard` | |
| | Team building / 团队活动 | `factory_visit_safety_day` | Supply Chain Factory Visit Team Day | 25 | 7 | 46 | 100 | `hard` | |
| | Team building / 团队活动 | `pottery_invoice_compliance_day` | Indoor Pottery Team-Building Planning | 25 | 7 | 64 | 100 | `medium` | |
| | Travel / 差旅与出行 | `east_china_bereavement_docs_reissue` | Low-Disruption Bereavement Travel and Document Reissue Assistance | 22 | 10 | 44 | 100 | `hard` | |
| | Travel / 差旅与出行 | `galapagos_no_us_transit` | Galapagos Travel Without U.S. Transit | 25 | 7 | 41 | 100 | `hard` | |
|
|
|
|
| > **Difficulty labels are audited for v1.0.0.** The open subset contains 16 tasks labelled `hard`, 4 labelled `medium`, and 0 labelled |
| > `easy`. Scores are normalized independently per task under the `flat_pool` contract. |
| |
| `Envs` counts the task's service-environment bindings. `Weight` is the task's declared |
| total scoring weight; scores are normalized per task, so weights are not comparable |
| across tasks. |
| |
| ### What a task looks like |
| |
| ```yaml |
| # event.yaml — the timeline the runtime replays |
| stages: |
| 0: |
| - id: S00_user_initial_request |
| time: 2026-07-24T09:10:00+08:00 |
| type: user_message |
| from: 林乔 |
| body: | |
| 我 8 月要去厄瓜多尔参加一个加拉帕戈斯生态数据工作坊... |
| 能 hold 的先 hold，最终付款和不可退项目要先跟我确认。 |
| 1: |
| - id: S01_mutation_workshop_calendar_publish |
| time: 2026-07-25T09:40:00+08:00 |
| type: mutation # the world changes without being announced |
| target: calendar_mock |
| ``` |
| |
| Stages are checkpoints, not calendar days. Event types include `user_message`, |
| `mutation`, `notification`, `world`, and `policy_update`. |
|
|
| ## Capability Coverage |
|
|
| - **Long-horizon state maintenance** — keep goals, constraints, commitments, and open |
| items consistent across many stages. |
| - **Tool use** — query and act across email, calendar, banking, booking, maps, |
| knowledge-base, and notification services. |
| - **Dynamic world updates** — apply staged changes in event order without using |
| future facts early. |
| - **Authorization and risk control** — distinguish reads and drafts from payments, |
| orders, cancellations, and other high-impact actions. |
| - **Evidence and traceability** — keep business state, tool results, and workspace |
| deliverables in agreement. |
| - **Cross-service coordination** — reconcile times, amounts, statuses, identities, |
| policies, and dependencies across services. |
|
|
| ### Service Coverage |
|
|
| | Service | Tasks | Service | Tasks | Service | Tasks | |
| |---|---:|---|---:|---|---:| |
| | `calendar` | 20 | `email` | 20 | `notion` | 18 | |
| | `notification_hub` | 12 | `legal_search` | 9 | `maps` | 8 | |
| | `review_platform` | 7 | `banking` | 6 | `credit_card` | 5 | |
| | `ecommerce` | 5 | `weather` | 5 | `brokerage` | 4 | |
| | `listing_platform` | 4 | `hotel_booking` | 3 | `delivery_logistics` | 2 | |
| | `flight_booking` | 2 | `health_tracker` | 2 | `job_board` | 2 | |
| | `content_platform` | 1 | `rail_booking` | 1 | `visa_and_advisory` | 1 | |
|
|
| ## Repository Structure |
|
|
| ``` |
| Vibelifebench/ |
| ├── README.md |
| └── eval_set/ |
| └── <domain>/ |
| └── <task>/ |
| ├── task.py # entrypoint, service binding, event dispatch, aggregation |
| ├── task.md # bilingual public task card |
| ├── task.toml # metadata, dependencies, scenario window, scoring summary |
| ├── event.yaml # stage timeline: user messages, notifications, updates |
| ├── run.toml # runner configuration |
| ├── workspace/ # initial agent workspace and durable deliverables |
| ├── envs/ |
| │ └── <service>/<env_name>/ # task-local seed, env card, staged data |
| ├── mutations/ # standalone staged updates (when present) |
| └── rubrics/ # formal scoring modules |
| ``` |
|
|
| The repository root contains only `README.md` and `eval_set/`. Every environment payload |
| is task-local; no shared top-level `envs/` directory is distributed. |
|
|
| ## Environments |
|
|
| All 137 bindings use the layout `eval_set/<domain>/<task>/envs/<service>/<env_name>/`. |
|
|
| Every environment contains a non-empty `init.sql` and a bilingual `README.md`; some also |
| include `init.json`, JSONL records, or SQL updates referenced by `event.yaml`. Every SQL |
| seed was freshly loaded against its service schema and checked with SQLite |
| `integrity_check` and foreign-key validation. |
|
|
| Environments are seeded from `init.sql` at load time, so no database files are committed. |
|
|
| ## Evaluation |
|
|
| All 20 tasks use `flat_pool` scoring: atomic checks draw from a single weighted pool, |
| and the task score is the earned fraction of total weight. |
|
|
| Rubric modules live in `rubrics/` and are loaded and aggregated by `task.py`: |
|
|
| | Module | Scope | |
| |---|---| |
| | `stage_<N>.py` | Per-stage execution | |
| | `cross_stage.py` | Consistency across stages | |
| | `final.py` | Final deliverables | |
| | `_helpers.py` | Shared predicates and backend-state assertions | |
|
|
| Every task provides `stage_<N>.py`, `cross_stage.py`, `final.py`, and `_helpers.py`; |
| a few carry additional task-specific helper modules. |
|
|
| Checks are written to read backend state and workspace artifacts rather than reward |
| narration, so describing an action does not earn the credit for performing it. |
|
|
| `task.toml` records each task's post-cleanup atomic-check count and declared total weight. |
|
|
| ## External Runtime Requirement |
|
|
| Task content is complete as a bundle, but execution depends on an external runtime. |
| A compatible environment must: |
|
|
| 1. provide the Terrarium/OpenClaw task APIs referenced by `task.py`; |
| 2. provide implementations and schemas for the declared services; |
| 3. load environments from task-local `envs/` per `[dependencies.envs]` in `task.toml`; |
| 4. apply `event.yaml` events in stage and time order; |
| 5. supply workspace persistence, tool traces, and the runtime context the rubrics need. |
|
|
| Set the model in each task's `run.toml` before running: |
|
|
| ```toml |
| [[agents]] |
| name = "openclaw" |
| model_name = "<your-provider>/<your-model>" |
| ``` |
|
|
| ## Synthetic Data and Privacy |
|
|
| All people, organizations, accounts, communications, orders, transactions, places, policy |
| summaries, health records, and other business entities are offline synthetic data. The |
| environments require no internet access and contain no real personal data. |
|
|
| ## License |
|
|
| No license file is bundled with this task-only release. Use and redistribution are |
| governed by the terms supplied by the publisher for this repository. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{vibelifebench_2026, |
| title = {Vibelifebench: A 20-Task Long-Horizon Agent Evaluation Set}, |
| year = {2026}, |
| howpublished = {Task-only release}, |
| note = {Long-horizon agent tasks with task-local synthetic environments} |
| } |
| ``` |
|
|
| --- |
|
|
| <p align="center">Vibelifebench · Evolvent AI</p> |
|
|
