ACE Batch Processing

Interactive Demo

Single Demo

Interactive

One question at a time. See each agent step-by-step.

Batch Demo

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Process many samples. Watch the Playbook learn!

What is Batch Processing in ACE?Training Mode

Batch processing is how ACE learns. Instead of one question, you run many samples through the pipeline. With each sample, the Playbook accumulates knowledge and gets smarter.

Single Demo

1 Question

↓

Generator → Reflector → Curator

↓

Updated Playbook

Batch Demo

Sample 1 → Pipeline → Playbook v1

Sample 2 → Pipeline → Playbook v2 (smarter)

Sample 3 → Pipeline → Playbook v3 (even smarter)

...

Sample N → Pipeline → Learned Playbook!

How the Playbook Learns Over Time

Generator

Tries to answer

Reflector

Analyzes errors

Curator

Adds insights

Playbook

Grows smarter!

💡 Why batch? One sample teaches one lesson. Many samples build a comprehensive knowledge base. The more you train, the better the Playbook becomes!

Ready to Train

Upload JSONL files or use sample datasets to start batch processing

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Sample Datasets

Financial Formulas10 samples

10 financial calculation problems (Operating Margin, DDM, etc.)

Financial NER (XBRL)5 samples

5 complex XBRL entity recognition tasks

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Select a sample dataset from the left or upload your own JSONL file to start the ACE pipeline.