Tag: 可观测性 (2 articles)

The LangChain team proposes a practical checklist for building an evaluation system, starting with manually reviewing real agent traces, emphasizing understanding failure patterns before automating.

Through trace analysis and iterative evaluations, LlamaIndex optimized an agent's PDF parsing strategy, revealing a shift toward disciplined, data-driven agent engineering.