AI Agent Scenario 2: Multi-Agent Credit Decisioning Platform Active

ML Feature Computation Specialist

View Core Logic Back to Worker

Parent Worker Scenario 2: Multi-Agent Credit Decisioning Platform

Agent ID

Feature Engineering Agent

Portal Spain's Premier Legal Intelligence, Compliance Management, and Professional Development Platform

Sector Legal & Compliance Services, Professional Publishing, Enterprise Compliance, and Corporate Training

Status

Operational

Problem Statement

The challenge addressed

Raw applicant data must be transformed into meaningful features for ML models. Computing 147+ credit risk features consistently requires specialized infrastructure. Manual feature engineering is incon...

Core Logic

How the agent solves it

The Feature Engineering Agent connects to Feast Feature Store to load standardized feature definitions from the credit_risk_v3 feature set containing 147 features. It computes credit features includin... The Feature Engineering Agent connects to Feast Feature Store to load standardized feature definitions from the credit_risk_v3 feature set containing 147 features. It computes credit features including credit utilization percentage, debt-to-income ratio, and payment velocity metrics. Behavioral features analyze application source patterns, session duration, and form completion rates. The agent applies feature versioning (v3.2.1) to ensure model compatibility, handles missing value imputation with documented strategies, assembles final feature vectors for model inference, and validates feature values against expected ranges. Reasoning traces demonstrate: loading feature definitions, computing credit features with specific calculations, computing behavioral features from application metadata, and assembling validated feature vectors.

Visual Output 1 screenshots

System Navigation

Explore related components

Portal

Spain's Premier Legal Intelligence, Compliance Management, and Professional Development Platform

Digital Worker

Scenario 2: Multi-Agent Credit Decisioning Platform

Current Agent

ML Feature Computation Specialist

Here