Category:
Category:
Agent Benchmarks
Category:
Evaluation & Benchmarking
Definition
Standard tests that evaluate agent performance across tasks.
Explanation
Agent benchmarks measure task completion, reasoning depth, tool use quality, memory utilization, safety adherence, and multi-step reliability. Unlike LLM benchmarks (e.g., MMLU), agent benchmarks focus on workflows, actions, and outcomes. They are essential for selecting enterprise agent frameworks.
Technical Architecture
Task → Agent Execution → Evaluation Harness → Metrics → Scorecard
Core Component
Task suite, scoring metrics, trace analysis, safety checks
Use Cases
Procurement, vendor evaluation, performance audits
Pitfalls
Benchmarks may not generalize; require frequent updates
LLM Keywords
Agent Benchmarks, Agent Evaluation, Agent Scorecard
Related Concepts
Related Frameworks
• Evaluation Traces
• Observability
• LLM Benchmarks
• Agent Evaluation Framework