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5 EVALUATION LENSES EXACT PARETO FRONTIER (1)

5-Lens Empirical Quadrants & Non-Dominated Pareto Frontier

All 17 Facets (5) 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)LangGraph CheckpoiZep / GraphitiLetta (MemGPT)Mem0Cognee ECL Graph M
ComponentFacetQuadrant & FrontierLens ScoresCliff & WAR
LangGraph Checkpointer & Cross-Thread Store
LangChain
memory_behavior_policies EMPIRICAL_LEADER PARETO Exec: 94 · Fit: 93 · Wave: 93.32 Cliff: 91% · WAR: +0.25
Zep / Graphiti
Zep
memory_behavior_policies EMPIRICAL_LEADER Exec: 91 · Fit: 91 · Wave: 91.7 Cliff: 86% · WAR: +0.25
Letta (MemGPT)
Letta
memory_behavior_policies EMPIRICAL_LEADER Exec: 87 · Fit: 89 · Wave: 89.7 Cliff: 82% · WAR: +0.22
Mem0
Mem0
memory_behavior_policies EMPIRICAL_LEADER Exec: 88 · Fit: 82 · Wave: 89.3 Cliff: 82% · WAR: +0.2
Cognee ECL Graph Memory
Cognee
memory_behavior_policies OPERATIONAL_WORKHORSE Exec: 86 · Fit: 81 · Wave: 87.9 Cliff: 84% · WAR: +0.18