Deep-dive guides on AI agents, agent orchestration, MCP, and developer tooling.
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Three tools dominate LLM/agent observability right now, each built around a different bet: open self-hosting, eval-driven CI/CD, or OpenTelemetry portability. Here is what the pricing table does not tell you.
Agent traces have a runtime-decided shape, token-based cost, and cross-process tool hops that conventional APM was never built for — here is what OpenTelemetry's gen_ai.* conventions actually pin down, and where tracing an agent loop still breaks in production.