Together AI Error Diagnosis

Overview

This skill classifies failures by status and workload state, preserves evidence, and avoids turning permanent errors into costly retry storms.

Prerequisites

• Redacted status, response body, headers, SDK version, and request shape
• The current model ID, endpoint type, and Together project alias
• Batch, fine-tune, endpoint, file, or deployment IDs when applicable
• The caller's timeout and retry policy

Tool Discipline

Use Read, Glob, and Grep to inspect the adapter, logs, retry code, and manifests. Use WebFetch for current error, model, and lifecycle documentation. Use Write or Edit only for the approved fix or regression test after the failure class is proven.

Current Contract