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5 EVALUATION LENSES EXACT PARETO FRONTIER (3)

5-Lens Empirical Quadrants & Non-Dominated Pareto Frontier

All 17 Facets (12) 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)SGLang RadixAttentvLLM PagedAttentioHugging Face Hub &Hugging Face Text Ollama Cloud InferMuse-Spark-Open (OGLM-5.3-Flash (OllQwen3-235B-A22BDeepSeek-R1Mistral Codestral Meta Llama 4 MaverMeta Llama 3.3 70B
ComponentFacetQuadrant & FrontierLens ScoresCliff & WAR
SGLang RadixAttention Runtime
LMSYS
llm_open_weights_cloud EMPIRICAL_LEADER PARETO Exec: 95 · Fit: 94 · Wave: 93.88 Cliff: 91% · WAR: +0.27
vLLM PagedAttention Engine
vLLM Project
llm_open_weights_cloud EMPIRICAL_LEADER Exec: 95 · Fit: 94 · Wave: 93.56 Cliff: 91% · WAR: +0.25
Hugging Face Hub & TGI
Hugging Face
llm_open_weights_cloud EMPIRICAL_LEADER PARETO Exec: 92 · Fit: 92 · Wave: 93.43 Cliff: 89% · WAR: +0.2
Hugging Face Text Generation Inference
Hugging Face
llm_open_weights_cloud EMPIRICAL_LEADER Exec: 93 · Fit: 93 · Wave: 92.44 Cliff: 91% · WAR: +0.21
Ollama Cloud Inference Service
Ollama
llm_open_weights_cloud EMPIRICAL_LEADER PARETO Exec: 94 · Fit: 94 · Wave: 92.08 Cliff: 93% · WAR: +0.22
Muse-Spark-Open (Ollama Cloud)
Meta / Ollama Cloud
llm_open_weights_cloud EMPIRICAL_LEADER Exec: 93 · Fit: 92 · Wave: 90.9 Cliff: 86% · WAR: +0.24
GLM-5.3-Flash (Ollama Cloud)
Zhipu / Ollama Cloud
llm_open_weights_cloud EMPIRICAL_LEADER Exec: 94 · Fit: 92 · Wave: 90.5 Cliff: 86% · WAR: +0.23
Qwen3-235B-A22B
Alibaba Qwen
llm_open_weights_cloud OPERATIONAL_WORKHORSE Exec: 89 · Fit: 81 · Wave: 89.83 Cliff: 80% · WAR: +0.21
DeepSeek-R1
DeepSeek
llm_open_weights_cloud OPERATIONAL_WORKHORSE Exec: 86 · Fit: 80 · Wave: 88.96 Cliff: 78% · WAR: +0.22
Mistral Codestral 25.01
Mistral AI
llm_open_weights_cloud EMPIRICAL_LEADER Exec: 92 · Fit: 91 · Wave: 88.56 Cliff: 86% · WAR: +0.22
Meta Llama 4 Maverick
Meta
llm_open_weights_cloud EMPIRICAL_LEADER Exec: 90 · Fit: 82 · Wave: 87.44 Cliff: 80% · WAR: +0.21
Meta Llama 3.3 70B Instruct
Meta
llm_open_weights_cloud OPERATIONAL_WORKHORSE Exec: 89 · Fit: 81 · Wave: 86.08 Cliff: 80% · WAR: +0.16