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Graviti
Early accessLLMGR-LLM-03

Agentic Tool-Use Trajectories

Human-demonstrated multi-step tasks across browsers, terminals and APIs.

Trajectories
30,000+
Environments
70+
Avg. steps
23
TRAJ 22,019 · 23 STEPSENV · SPREADSHEET + REST01OBSERVESpreadsheet 'Q3 vendors.xlsx' opened02THINKNeed totals grouped by vendor03ACTinsert_pivot(range='A1:F412')04RESULTPivot table created on Sheet205ACThttp.post('/api/report', …)06RESULT201 Created · report_id=88f2OUTCOME · SUCCESS

Illustrative rendering of annotation layers.

01Overview

Recorded trajectories of skilled operators completing realistic tasks with tools — web browsing, spreadsheets, terminals and REST APIs — including observations, actions, intermediate reasoning and outcome verification.

Modalities

  • Text
  • Screenshots
  • Actions
  • Tool calls

Use cases

  • Agent SFT
  • Process reward models
  • Computer-use evaluation

02Specification

Content

Environments
Browsers, spreadsheets, IDEs, terminals, REST APIs
Steps
Observation, thought, action, result
Verification
Outcome checked by script or second operator

03Schema

FieldTypeDescription
taskstringNatural-language task.
stepslist<Step>Observation, thought, action, result.
screenslist<png>Screenshots for GUI steps.
outcomeenumsuccess | partial | failure.

04File structure

Directory layout
agentic-trajectories/
├── data_card.md
├── trajectories.jsonl
└── screens/<trajectory_id>/<step>.png

05Sample

Evaluate before you license.

  • 100 trajectories across 10 environments
Size
≈ 300 MB
Formats
JSONL, PNG
Download sample

06License

Graviti Commercial Data License

Commercial training rights.

How we license data →

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