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ML Prediction Agent

Serves ML models from the Model Registry with versioning and canary deployments. Executes batch and real-time inference using TensorFlow, PyTorch, XGBoost, or custom models.

Agent ID
ml_prediction_agent
Sector Seed Distribution & Agricultural Technology
Status
Operational

Problem Statement

The challenge addressed

Generating real-time predictions at enterprise scale requires model serving infrastructure, version management, A/B testing, and performance monitoring.

Core Logic

How the agent solves it

Serves ML models from the Model Registry with versioning and canary deployments. Executes batch and real-time inference using TensorFlow, PyTorch, XGBoost, or custom models. Tracks prediction latency,...

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