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Multi-agent hackathon judging: project analysis → technical review → innovation scoring → feedback generation. Includes SQLite score storage, structured output, and API deployment.

Setup

Create Sample Data

Run: Python Code

Run: CLI

Run: agents.yaml

Create agents.yaml:
Run:

Monitor & Verify

Serve API

Test:

Cleanup

Features Demonstrated

FeatureImplementation
Multi-agentReviewer → Technical → Innovation → Scorer
Structured OutputPydantic ProjectScore
Weighted ScoringConfigurable criteria weights
Batch ProcessingLoop through all submissions
DB PersistenceSQLite via db()
CLIpraisonai chat for interactive
YAML Config3-agent judging pipeline
API Endpointagent.launch()