25 untitled papers, 4 million characters
Files are named only “文献-01” to “文献-25” with no titles. The model has to work out what each paper is before it can find the provisions that apply.
MED-AF-EDOXABAN-DOSE-002 · Cardiology progress note · anticoagulation in non-valvular AF
As a cardiology resident, find the applicable dosing provisions in 25 untitled full-text papers and, given renal function, body weight and co-medication, write the current daily dose with an item-by-item justification.
Files are named only “文献-01” to “文献-25” with no titles. The model has to work out what each paper is before it can find the provisions that apply.
The note must state which renal-function measure sets the dose band, whether each other reduction criterion is met, and why every other dose mentioned in the materials does not apply.
A coronary stent history, discontinued antiplatelet drugs and two renal-function measures given side by side — each can push the model into the wrong dose band.
3 of the 9 criteria are penalty items, and 2 positive criteria are rated Critically Important.
An excerpt of the instruction the agent actually receives, showing the task setup and constraints.
You are a cardiology resident. The handover date is 2026-09-15. The edoxaban dose of a patient with atrial fibrillation was not recorded clearly. Check the handover notes and the literature below, and add a progress note. The note must state the current daily dose and the basis for it.
Write out the basis item by item, not just the conclusion:
Diagnosis: non-valvular atrial fibrillation. Date of birth 1962-03-08. Echo on 2025-08-02: no mechanical valve, mild mitral regurgitation, no moderate or severe stenosis. One coronary stent placed on 2024-11-03. Aspirin and clopidogrel stopped on 2025-06-01. No bleeding history.
Current medication: edoxaban, dose not recorded. Also metoprolol succinate extended-release 47.5 mg once daily and atorvastatin calcium 20 mg every night.
Measured on 2026-09-14: body weight 70 kg. Creatinine clearance 22 ml/min. eGFR 19 ml/min/1.73m². Not on dialysis.
NOTEEnglish translation of the original Chinese instruction; the deliverable requirements are omitted.
Everything visible inside the agent container, with statistics generated from the task package. Original files ship with the full sample package.
| File | Type | Size | Bytes |
|---|---|---|---|
| 文献-01.txt | txt | 72K chars | 114 KB |
| 文献-02.txt | txt | 30K chars | 57 KB |
| 文献-03.txt | txt | 35K chars | 63 KB |
| 文献-04.txt | txt | 89K chars | 130 KB |
| 文献-05.txt | txt | 37K chars | 61 KB |
| 文献-06.txt | txt | 60K chars | 106 KB |
| 文献-07.txt | txt | 148K chars | 209 KB |
| 文献-08.txt | txt | 20K chars | 42 KB |
| 文献-09.txt | txt | 228K chars | 330 KB |
| 文献-10.txt | txt | 594K chars | 583 KB |
| 文献-11.txt | txt | 63K chars | 152 KB |
| 文献-12.txt | txt | 150K chars | 213 KB |
| 文献-13.txt | txt | 37K chars | 62 KB |
| 文献-14.txt | txt | 30K chars | 57 KB |
| 文献-15.txt | txt | 90K chars | 132 KB |
| 文献-16.txt | txt | 61K chars | 106 KB |
| 文献-17.txt | txt | 92K chars | 150 KB |
| 文献-18.txt | txt | 20K chars | 42 KB |
| 文献-19.txt | txt | 230K chars | 333 KB |
| 文献-20.txt | txt | 39K chars | 66 KB |
| 文献-21.txt | txt | 722K chars | 709 KB |
| 文献-22.txt | txt | 131K chars | 129 KB |
| 文献-23.txt | txt | 228K chars | 330 KB |
| 文献-24.txt | txt | 752K chars | 738 KB |
| 文献-25.txt | txt | 61K chars | 152 KB |
Full criteria text, weights and reference answers ship with the complete data package.
Trajectory statistics from frontier models in real agent harnesses. One turn is one model call; the context curve shows how state accumulates over a long-horizon task.
| Model | Agent turns | Tool calls | Cumulative prompt tokens | Peak context | Time | Result |
|---|---|---|---|---|---|---|
| GPT-5.6-sol (Codex CLI)Codex CLI | 16 | 1.28M | — | 1m 47s | Completed |
| Task ID | MED-AF-EDOXABAN-DOSE-002 |
|---|---|
| Task format | Harbor task.toml · schema 1.4 |
| Package version | 1.0.1 |
| Agent time limit | 20 h |
| Verifier time limit | 5 h |
| Agent container | 2 vCPU · 8 GB memory · 30 GB storage |
| Tool set | filesystem · shell |
| Scoring isolation | Verifier runs as a separate stageJudge credentials are injected only into the verifier and are invisible to the agent |
| Instruction length | 1,303 characters |
| Literature | Parsed text from a medical literature library; file names carry no titles |
| Reference solution | oracle reward 1.000 |
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