Tagged Archive

#latency

Showing all technical guides, benchmarks, and architectural writeups tagged with #latency.

2 Articles Found

ai-systems Nov 2, 2026

Structured JSON Extraction from LLMs: Why Regex & Pydantic Fallbacks Fail in Production and How Schema-Constrained Decoding Eliminates 99% of Retry Latency

Why prompt-based JSON formatting breaks under concurrency, how naive retry loops triple LLM latency, and how grammar-constrained decoding guarantees 100% schema compliance.

#ai-systems #llm #structured-outputs #json-schema #performance #architecture #latency

By Elena Rostova Read guide →

infrastructure Oct 27, 2026

Serverless Cold Starts at Scale: Why Unbundled Packages and Monolithic Handlers Add 3,000ms to P99

Why rapid serverless MVPs experience 3-second P99 latency spikes during traffic bursts, how transitive imports bloat runtime init, and the 1,769 MB memory allocation sweet spot.

#serverless #aws #lambda #latency #performance #infrastructure

By Elena Rostova Read guide →

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