Python Asyncio TaskGroup vs Gather for Concurrent API Calls
Concurrent request fan-out introduces failure coordination problems that sequential code rarely exposes. TaskGroup offers structured task ownership and...
Search
406 results for "Timeout"
Go Context Cancellation Best Practices for Gin HTTP Handlers
A client disconnect can leave expensive downstream work running unless cancellation is propagated. The request's standard context is intended for deadline and...
Docker Healthcheck vs Orchestrator Readiness Probe for HTTP Services
A container that is running is not necessarily ready to receive requests. Docker healthchecks report container health but do not by themselves configure every...
Latency Optimization for LLM Applications: Streaming, Parallel Calls, and Smaller Models
Quick answer: LLM latency comes mostly from processing the prompt and then generating output tokens one by one. Cut it by shortening prompts and outputs,...
LLM Cost Control With Prompt Caching and Output Length Limits
Quick answer: LLM cost is mostly tokens multiplied by price, so reduce both. Measure cost per feature first, then trim prompts, retrieve fewer and better...
Human-in-the-Loop Design for AI Agent Actions With Side Effects
Quick answer: let an AI agent act freely on read-only and easily reversible tasks, and require human approval for actions that send messages, move money,...
LLM Rate Limit Handling: Retries, Backoff, and Queueing at Scale
Quick answer: LLM providers limit both requests and tokens per minute, and exceeding them returns rate limit errors. Retry only retryable errors, use...
LLM Response Streaming: Server-Sent Events vs WebSockets
Quick answer: for most LLM chat interfaces, Server-Sent Events are the simpler choice. They stream text one way over plain HTTP, reconnect automatically, and...
LLM Tool Output Sanitization Before Agent Reasoning
Direct answer: Documents and search snippets can carry instructions unrelated to the authorized user request. Reliable llm tool output sanitization requires...