model-deployment - Decode Trail

Asked: January 3, 2026In: AI & Machine Learning

Why does my model’s performance drop only during peak traffic hours?

Zayn Siddiqui

performance drop

Asked: January 3, 2026In: AI & Machine Learning

Why does quantization reduce my model accuracy unexpectedly?

Dakota

model accuracy reduction

Asked: December 16, 2025In: MLOps

How do I test ML systems before production deployment?

Kapil Singh

Unit tests don’t catch ML failures.Integration tests are slow.Edge cases slip through.I need better confidence.

Asked: December 6, 2025In: MLOps

How do I safely roll out a new model version in production?

Sai Sidhhartha

I have a new model ready to deploy.I’m confident in offline metrics, but production risk worries me.A full replacement feels dangerous. What’s the safest approach?

Asked: December 4, 2025In: AI & Machine Learning

Why does my model behave correctly in training but fail after deployment?

Milinkovic Vanja

deployement failed

Asked: September 7, 2025In: AI & Machine Learning

Why does my inference latency increase after model optimization?

Milinkovic Vanja

latency issue

Asked: August 19, 2025In: MLOps

How do I debug silent prediction failures in a deployed ML service?

Harsha

My deployed model isn’t crashing or throwing errors.The API responds normally, but predictions are clearly wrong.There are no obvious logs indicating failure.I’m unsure where to even start debugging.

Asked: May 22, 2025In: MLOps

How do I handle missing features in production safely?

Kapil Singh

Some requests arrive with incomplete data.The model still returns predictions.But quality is unpredictable.I need a safer approach?

Asked: February 13, 2025In: MLOps

Why does autoscaling my inference service increase latency?

John Marston

I enabled autoscaling to handle traffic spikes.Instead of improving performance, latency increased.Cold starts seem frequent.This feels counterproductive.