Tag
#production-llm
5 posts tagged production-llm.
- ops
Semantic Caching for LLM Serving: When the Cache Hit Is Not a String Match
Exact-match caching misses most LLM cache hits — paraphrases tank hit rate. Semantic caching, threshold tuning, and the production failure modes that bite.
- ops
RAG Observability: Monitoring the Retrieval Layer in Production
When a RAG system gives a bad answer, the retrieval layer is usually to blame — and your LLM monitoring can't see it.
- ops
Guardrails in the Serving Path: Defense in Depth for LLMs
Guardrails are not a single check you bolt on — they're layers in the request path, each catching what the others miss.
- ops
LLMOps Best Practices 2024: From Prototype to Production-Grade
A practitioner's guide to the LLMOps best practices that separate fragile demos from reliable production systems: prompt versioning, observability
- ops
Token-Cost Observability: What You Measure vs What You Should
Most LLM apps track total spend and call it done. The interesting signals — per-feature cost, per-user attribution, anomaly bands — require deliberate