Tag: production engineering

9 articles

• LLM Real-Time Voice Input in Production: Low-Latency Recognition with VAD Segmentation, Partial/Final Reconciliation, and Audio Contracts

  Real-time voice applications face challenges beyond model accuracy. This article systematically breaks down how to build an observable, rollback-capable low-latency speech recognition pipeline—from audio format contracts and VAD segmentation strategies to Partial/Final state reconciliation, timestamp replay, and real-world noise evaluation. Designed for LLM, generative AI, and real-time Agent practitioners.

  07/13/2026 LLM / real-time voice / speech recognition / VAD / production engineering / Agent / RAG

• LLM RoPE Scaling in Production: Preventing Long-Context Degradation with Config Fingerprints, Length Buckets, and Dual-Track Evaluation

  A systematic guide to safely deploying long-context LLMs with RoPE scaling. Covers config fingerprints, length buckets, dual-track evaluation, and graceful rollback to prevent context degradation in production.

  07/13/2026 LLM Inference / Long Context / RoPE / Model Evaluation / Production Engineering / Positional Encoding

• 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

• LLM Tool Result Caching in Production: Reducing Agent External Call Costs with Idempotency Keys, TTL, and Invalidation Strategies

  A practical guide to caching external tool results for LLM agents, covering idempotent key design, TTL semantics, event-driven invalidation, state isolation, audit replay, and a pre-launch checklist to reduce API costs and latency while avoiding cache pollution and cross-tenant leaks.

  07/07/2026 LLM Agent / Tool Calling / Cache / Production Engineering / Idempotency Key / Cache Invalidation / RAG

• LLM Long Video Understanding in Production: Stabilizing QA Quality with Frame Sampling, Timestamp Indexing, and Clip Replay

  This article covers engineering practices for production-grade long video QA, including frame sampling, shot segmentation, subtitle fusion, timestamp indexing, clip replay, evidence verification, and launch checklists to reduce missed keyframes and temporal ordering errors.

  07/05/2026 LLM / video understanding / multimodal AI / production engineering / RAG / frame sampling / timestamp indexing

• LLM Retrieval Index Update in Production: Using Blue-Green Index and Incremental Backfill to Prevent RAG Quality Regression

  This article explains how to govern RAG retrieval index updates, covering blue-green indexes, dual-write, incremental backfill, alias switching, quality sampling, and rollback strategies to help teams reduce retrieval quality regression risk when documents, embedding models, or chunking rules change.

  07/04/2026 LLM / RAG / Vector Search / Embedding / Production Engineering

• Tool Contract Testing in Production: Governing Function Call Schema Evolution with Contract Cases

  A systematic guide to contract testing for LLM Agent tool calls, covering function schema versioning, compatibility rules, contract case design, replay testing, CI gating, and release checklists to help engineering teams surface schema evolution risks early.

  07/02/2026 LLM Agent / Tool Calling / Contract Testing / Schema Evolution / Production Engineering