Tag: LLM API

3 articles

• LLM Output Length Governance in Production: Using Finish Reason, Token Budget, and Continuation Strategies to Prevent Truncated Answers

  A practical guide to preventing truncated LLM responses in production. Learn how to use Finish Reason, Token Budget, output tiering, continuation ledger, and deployment gates to ensure output completeness and reduce user-facing incomplete answers.

  07/10/2026 LLM API / Token Budget / Finish Reason / Reliability / Production Engineering

• LLM Multi-Provider API Adapter Production Practices: Reducing Migration Costs with Capability Matrices, Parameter Normalization, and Response Contracts

  Multi-model provider integration goes beyond a unified SDK. This article systematically covers production governance for LLM adapter layers—from capability matrices, parameter normalization, and response contracts to streaming event adaptation, tool call lifecycles, and migration replay testing—helping teams reduce model migration costs and production risks.

  07/08/2026 LLM API / Model Integration / LLM Platform / Production Engineering / Model Migration

• LLM API Client Reliability in Production: Error Classification, Retry Budgets, and Request Ledgers

  A practical guide to building a reliability layer for LLM API clients in production, covering error classification, timeout boundaries, jittered backoff, retry budgets, request ledgers, degradation strategies, and deployment checklists.

  07/08/2026 LLM API / Reliability / Retry Budget / Rate Limit / Production Engineering