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| title: OpenEnv Jayesh - Task Manager | |
| colorFrom: blue | |
| colorTo: green | |
| sdk: docker | |
| pinned: false | |
| app_port: 8000 | |
| tags: | |
| - openenv | |
| - task-manager | |
| base_path: /web | |
| # OpenEnv Jayesh - Task Manager Environment | |
| An AI agent environment for managing tasks across three difficulty levels. | |
| HF Space: https://huggingface.co/spaces/jayesh20/openenv_jayesh | |
| --- | |
| ## Difficulty levels | |
| | Level | Goal | Scoring (summary) | | |
| |-------|------|---------------------| | |
| | **Easy** | Add **3** tasks with **at least two different** priority levels among them, then call **`list`** so all current tasks are shown. | Partial credit builds with **~+0.11** per add and **~+0.12** for `list`. **Full reward (1.0)** and **`done=True`** only when there are **3 tasks**, **`list`** was called, and **at least two distinct** priorities appear. If you `list` with three tasks but **only one** priority level, you get a **lower** goal bonus (no full 1.0 / no episode success). | | |
| | **Medium** | Add **4** tasks, each with a **priority** and **deadline**. **Complete every High-priority task on time** (on or before its deadline). At least **one** High task must exist. | **Gradual** partial credit: small **~+0.07** steps for add / non-Normal / deadline (capped buckets), plus credit for **High** completions on time. **−0.15** per **deadline miss**. **`done=True`** and **1.0** when four tasks are in place, all Highs are done **without** being late, and there are **no** deadline misses. | | |
| | **Hard** | Add **5** tasks with **priorities**, **deadlines**, and **dependencies**. Complete **all** tasks in valid **topological** order and **respect every deadline** (no dependency violations, no missed deadlines). | **Adds** use slightly smaller per-field steps than Medium (for smoother score), plus **~+0.012** per **dependency edge** when you set `depends_on`. **Clean completes** rise in steps, with a small extra when **dependencies were satisfied**; **topological bonus** when all five finish cleanly. **−0.15** per deadline miss, **−0.18** per dependency violation. **`done=True`** and **1.0** on a perfect run. | | |
| Penalties are constants in `server/openenv_jayesh_environment.py`. Reward stays in **`[0.0, 1.0]`**. | |
| --- | |
| ## Action space | |
| ```python | |
| TaskManagerAction( | |
| command="add", # "add" | "complete" | "list" | |
| title="Fix bug", | |
| priority="High", | |
| deadline="2026-04-01", | |
| depends_on=["Other task"], | |
| ) | |
| ``` | |
| ## Observation space | |
| ```python | |
| TaskManagerObservation( | |
| success=True, | |
| message="...", | |
| tasks=[...], | |
| violations=[...], | |
| reward=0.0, | |
| done=False, | |
| ) | |
| ``` | |
| --- | |
| ## Sample inference output | |
| ``` | |
| ====================================================================== | |
| Task Manager OpenEnv - Inference Runner | |
| ====================================================================== | |
| ====================================================================== | |
| EASY MODE (perfect: 3 tasks + list) | |
| ====================================================================== | |
| Goal: EASY MODE | |
| add 'Buy groceries' Low | score=0.110 | |
| add 'Call dentist' Normal | score=0.220 | |
| add 'Review PR' High | score=0.330 | |
| list (shows all tasks) | score=1.000 [DONE] | |
| ====================================================================== | |
| MEDIUM MODE (one deadline miss on a High task) | |
| ====================================================================== | |
| Goal: MEDIUM MODE | |
| add 'Fix critical bug' High deadline=future | score=0.210 | |
| add 'Deploy hotfix' High deadline=PAST | score=0.420 | |
| add 'Write release notes' Normal | score=0.560 | |
| add 'Standup prep' Low | score=0.770 | |
| complete 'Fix critical bug' [on-time] | score=0.860 | |
| complete 'Deploy hotfix' [DEADLINE MISSED] | score=0.710 | |
| (!) DEADLINE MISSED: 'Deploy hotfix' was due 2020-01-01 (completed after deadline). | |
| >> Score impact (Medium): -0.15 for this miss (total deadline-miss penalty: 0.15). | |
| ====================================================================== | |
| HARD MODE (perfect topological order, all deadlines met) | |
| ====================================================================== | |
| Goal: HARD MODE | |
| add 'Reproduce bug' High | score=0.186 | |
| add 'Write tests' Normal | score=0.310 | |
| add 'Write fix' High (dep: Reproduce bug) | score=0.508 | |
| add 'Code review' (dep: Write fix, Write tests) | score=0.656 | |
| add 'Deploy' (dep: Code review) | score=0.804 | |
| complete 'Reproduce bug' | score=0.869 | |
| complete 'Write tests' | score=0.946 | |
| complete 'Write fix' | score=0.990 | |
| complete 'Code review' | score=0.990 | |
| complete 'Deploy' [goal] | score=1.000 [DONE] | |
| -- Violation demo (fresh Hard episode) -- | |
| add 'Task A' High | score=0.186 | |
| add 'Task B' (dep: Task A) | score=0.322 | |
| WRONG: complete 'Task B' before 'Task A' | score=0.142 | |
| (!) DEP VIOLATION: 'Task B' completed before ['Task A']. | |
| Score after dep violation: 0.188 (penalty applied) | |
| ====================================================================== | |
| EASY final score : 1.000 | |
| MEDIUM final score : 0.710 (deadline miss penalty) | |
| HARD final score : 1.000 | |
| AVERAGE : 0.903 | |
| ====================================================================== | |
| ``` | |
| --- | |
| ## Quick start | |
| ```bash | |
| uv sync | |
| uvicorn server.app:app --host 127.0.0.1 --port 8000 | |
| python inference.py | |
| ``` | |
| ## API endpoints | |
| | URL | Description | | |
| |-----|-------------| | |
| | http://127.0.0.1:8000/docs | Swagger UI | | |
| | http://127.0.0.1:8000/health | Health check | | |
| | POST /reset | Start new episode | | |
| | POST /step | Execute action | | |
| | GET /state | Current episode state | | |
| ## Project structure | |
| ``` | |
| openenv_jayesh/ | |
| ├── Dockerfile | |
| ├── openenv.yaml | |
| ├── pyproject.toml | |
| ├── models.py | |
| ├── client.py | |
| ├── inference.py | |
| └── server/ | |
| ├── app.py | |
| ├── openenv_jayesh_environment.py | |
| └── requirements.txt | |
| ``` | |
| ## Deploy | |
| ```bash | |
| openenv push --repo-id jayesh20/openenv_jayesh | |
| ``` | |