BENCHMARK-TARGETED TRAINING

Long-horizon execution in real-world professional workflows.

Overview Production
PROFESSIONAL WORKFLOWSECONOMIC RELEVANCEVERIFIABLE OUTCOMES

01 / DATASET OVERVIEW

EXPERT-LEVEL TASK DATA

SCOPE & PURPOSE

The training task.

  • PROFESSIONAL WORKFLOWS
  • ECONOMIC RELEVANCE
  • VERIFIABLE OUTCOMES

Designed to evaluate agents' long-horizon task execution in real-world professional workflows, ALE provides expert-level evaluation data with economic relevance and verifiable outcomes. It supports agent training and evaluation, as well as research into cross-industry workflow deployment, long-horizon planning, and verifiable execution.

02 / DATASET PROFILE & TECHNICAL SIGNALS

SCOPE · SCALE · CONSTRUCTION
01TASK HORIZON
Long-horizon
Professional workflow execution.
02TASK CONTEXT
Real-world
Economically relevant expert-level tasks.
03SCORING
Deterministic
Scorers with hidden references.
04PRODUCTION NETWORK
Distributed
Industry experts and contributors across domains.

03 / DATA PRODUCTION & CONSTRUCTION

METHOD & WORKFLOW

Data production strengths

We have expert-level data production capabilities for long-horizon task scenarios. Through ongoing collaboration with the ALE team and data contribution, we have access to multi-domain task design and review resources supported by industry experts and a distributed contributor network. Our workflow covers task design, sandbox environment construction, hidden references, deterministic scorer development, and quality review.

  1. 01DESIGN

    Multi-domain task design

    Draw on industry experts and a distributed contributor network for task design and review.

  2. 02BUILD

    Sandbox environments

    Construct sandbox environments for long-horizon task scenarios.

  3. 03SCORE

    Hidden references & scorers

    Develop hidden references and deterministic scorers.

  4. 04REVIEW

    Expert quality review

    Review task quality through ongoing collaboration with the ALE team and data contribution.

04 / COVERAGE & CAPABILITY MATRIX

TASKS · METHODS · APPLICATIONS
DIMENSIONCOVERAGE
01Workflow scope
Real-world professional workflowsCross-industry deployment
02Execution demands
Long-horizon planningVerifiable execution
03Production resources
Industry expertsDistributed contributorsMulti-domain review
04Evaluation tools
Sandbox environmentsHidden referencesDeterministic scorers
Explore the production method

NEXT STEP