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5 EVALUATION LENSES EXACT PARETO FRONTIER (1)

5-Lens Empirical Quadrants & Non-Dominated Pareto Frontier

All 17 Facets (3) agent_development_orchestration ai_security_and_guardrails automation_ipaas_dag_durable embeddings_and_rerankers evaluation_and_regression_testing llm_frontier_cloud llm_open_weights_cloud memory_behavior_policies multimodal_vision_audio_3d observability_tracing_monitoring programmatic_prompt_workflow_optimization protocols_mcp_and_a2a rag_context_pipeline slm_cpu_edge_quantized team_simulation_provenance timeseries_foundation_models vector_and_transactional_storage
ARCHITECTURAL VANGUARDSEMPIRICAL LEADERS SCOPED SPECIALISTSOPERATIONAL WORKHORSES X: Verified Execution Reliability (0..100)DSPyComet Opik Agent OTextGrad
ComponentFacetQuadrant & FrontierLens ScoresCliff & WAR
DSPy
Stanford NLP
programmatic_prompt_workflow_optimization EMPIRICAL_LEADER PARETO Exec: 94 · Fit: 93 · Wave: 93.92 Cliff: 89% · WAR: +0.32
Comet Opik Agent Optimizer
Comet
programmatic_prompt_workflow_optimization EMPIRICAL_LEADER Exec: 89 · Fit: 91 · Wave: 89.94 Cliff: 86% · WAR: +0.21
TextGrad
zou-group
programmatic_prompt_workflow_optimization OPERATIONAL_WORKHORSE Exec: 83 · Fit: 80 · Wave: 86.42 Cliff: 80% · WAR: +0.17