Tag: ml

2 articles

Fix: Modal Not Working — App vs Stub, Image Build, Volumes, GPU Selection, and Cold Starts

May 20, 2026

How to fix Modal Labs errors — modal.App vs modal.Stub deprecation, image dependencies missing, Volume vs NetworkFileSystem, GPU type mismatch, .remote vs .local invocation, web endpoint URL, and cold start tuning.

modal python serverless gpu ml deployment

Fix: Replicate Not Working — Model Versions, Prediction Polling, Webhooks, and Cog Build

May 20, 2026

How to fix Replicate API errors — model version ID required, prediction polling vs streaming, webhook signature verification, file inputs and HTTPS URLs, cold start latency, Cog deployment, and deployments vs predictions.

replicate ml inference cog ai api