nexus-labs-automation

Instrument human approval workflows, feedback loops, and escalations

Instrument sessions, conversations, and multi-turn interactions

Track token usage and costs across agents for budget management

Strategies for evaluating agents in production - sampling, baselines, and regression detection

Instrument evaluation metrics, quality scores, and feedback loops

Instrument error handling, retries, fallbacks, and failure patterns

Instrument multi-agent workflows, handoffs, and parent-child relationships

Instrument LLM API calls with proper spans, tokens, and latency

Instrument RAG retrieval, memory operations, and context management

Trace agent decision-making, tool selection, and reasoning chains

Instrument database queries, connection pools, and detect N+1 queries

Implement liveness, readiness, and dependency health checks