Agent Observability: How to Trace, Evaluate, and Debug AI Agents in Production
Classic LLM observability breaks for agents. The telemetry model, four failure classes, trajectory evaluation, and a build order a platform team can ship.
AI complexity is rising. Infrastructure costs are compounding. Vendor hype is everywhere.
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Classic LLM observability breaks for agents. The telemetry model, four failure classes, trajectory evaluation, and a build order a platform team can ship.
Why API keys break for AI agents, the delegation patterns replacing them, how to scope authorization, and the audit trail attribution requires.
Inference is a real, usage-scaling cost of goods sold. It is pulling software gross margins toward infrastructure territory, and buyers pay for it either way.
How virtual cards work in B2B payments: issuance, control types, rebate economics, the supplier acceptance problem, and where they beat ACH.
Stablecoins were supposed to disintermediate the card networks. Instead Visa and Mastercard are running an incumbent defense: co-opt, contain, collect.
What a data contract contains, where enforcement lives, how it differs from a catalog, a pragmatic adoption sequence, and the failure modes to avoid.
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