Tag: Streaming

3 articles

• LLM Unicode Output Governance in Production: Incremental UTF-8 Decoding, Grapheme Clusters, and NFC Boundary Buffering to Prevent Garbled Text and Truncation

  A systematic guide for streaming LLM applications covering three layers of boundaries—network bytes, API deltas, and user-visible characters—with solutions for incremental UTF-8 decoding, extended grapheme cluster buffering, NFC normalization, and replay testing to avoid garbled text, emoji splitting, and index mismatches.

  07/13/2026 LLM Engineering / Unicode / Streaming / Text Processing / Character Encoding / Grapheme Cluster

• LLM Streaming in Production: Stabilizing Real-Time Responses with SSE Event Boundaries, Backpressure, and Reconnection

  This article tackles production failures in LLM streaming, diving deep into SSE event boundaries, backpressure control, reconnection strategies, proxy timeouts, and frontend rendering optimizations to help engineering teams build reliable, observable streaming response pipelines for stable real-time interactions.

  07/10/2026 LLM Serving / Streaming / SSE / Backpressure / Reliability / Gateway / Engineering

• LLM Streaming Backpressure in Production: Stabilizing Long Outputs with Cancellation, Timeouts, and Flow Control

  A systematic guide to managing backpressure, cancellation, and timeouts in LLM streaming outputs. Covers SSE event streams, slow clients, server queues, connection drops, resource cleanup, degradation strategies, and production checklists for stable long-form generation.

  07/03/2026 llm-serving / streaming / backpressure / production