AgentsCompanion
Authors:AntonioGulli,LaviNigam,
JuliaWiesinger,VladimirVuskovic,
IrinaSigler,IvanNardini,NicolasStroppa,
SokratisKartakis,NarekSaribekyan,
andAlanBount
AgentsCompanion
Acknowledgements
Editorscurators
AnantNawalgaria
Contentcontributors
AnantNawalgaria
StevenJohnson
HussainChinoy
Designer
MichaelLanning
February20252
Tableofcontents
Introduction6
AgentOps8
AgentSuccessMetrics12
AgentEvaluation14
AssessingAgentCapabilities15
EvaluatingTrajectoryandToolUse17
EvaluatingtheFinalResponse20
Human-in-the-LoopEvaluation21
MoreaboutAgentEvaluation22
MultipleAgentsTheirEvaluation23
UnderstandingMulti-AgentArchitectures24
Multi-AgentDesignPatternsandTheirBusinessImpact25
ImportantcomponentsofAgents28
ChallengesinMulti-Agentsystems31
Multi-AgentEvaluation32
AgenticRAG:ACriticalEvolutioninRetrieval-AugmentedGeneration33
AgenticR