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5 EVALUATION LENSES EXACT PARETO FRONTIER (4)

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)Meta SAM 2.1faster-whisper (CTWhisper Large v3 TIBM DoclingKokoro-82M TTSColPali Visual DocQwen2.5-VL-7B-InstFLUX.1-schnellMicrosoft TRELLIS FLUX.1-devTencent Hunyuan3D-Stable Diffusion 3
ComponentFacetQuadrant & FrontierLens ScoresCliff & WAR
Meta SAM 2.1
Meta
multimodal_vision_audio_3d EMPIRICAL_LEADER PARETO Exec: 95 · Fit: 93 · Wave: 93.84 Cliff: 89% · WAR: +0.27
faster-whisper (CTranslate2 INT8)
SYSTRAN
multimodal_vision_audio_3d EMPIRICAL_LEADER PARETO Exec: 96 · Fit: 94 · Wave: 93.8 Cliff: 91% · WAR: +0.26
Whisper Large v3 Turbo
OpenAI
multimodal_vision_audio_3d EMPIRICAL_LEADER PARETO Exec: 96 · Fit: 93 · Wave: 93.4 Cliff: 87% · WAR: +0.26
IBM Docling
IBM
multimodal_vision_audio_3d EMPIRICAL_LEADER Exec: 95 · Fit: 94 · Wave: 93.24 Cliff: 91% · WAR: +0.25
Kokoro-82M TTS
hexgrad
multimodal_vision_audio_3d EMPIRICAL_LEADER PARETO Exec: 97 · Fit: 94 · Wave: 93.08 Cliff: 91% · WAR: +0.25
ColPali Visual Document Retriever
Illuin / Hugging Face
multimodal_vision_audio_3d EMPIRICAL_LEADER Exec: 92 · Fit: 92 · Wave: 92.8 Cliff: 89% · WAR: +0.27
Qwen2.5-VL-7B-Instruct
Alibaba Qwen
multimodal_vision_audio_3d EMPIRICAL_LEADER Exec: 92 · Fit: 91 · Wave: 91.94 Cliff: 86% · WAR: +0.26
FLUX.1-schnell
Black Forest Labs
multimodal_vision_audio_3d EMPIRICAL_LEADER Exec: 94 · Fit: 92 · Wave: 91.06 Cliff: 86% · WAR: +0.24
Microsoft TRELLIS 3D
Microsoft
multimodal_vision_audio_3d EMPIRICAL_LEADER Exec: 88 · Fit: 90 · Wave: 88.95 Cliff: 82% · WAR: +0.22
FLUX.1-dev
Black Forest Labs
multimodal_vision_audio_3d EMPIRICAL_LEADER Exec: 88 · Fit: 82 · Wave: 87.39 Cliff: 84% · WAR: +0.22
Tencent Hunyuan3D-2
Tencent
multimodal_vision_audio_3d OPERATIONAL_WORKHORSE Exec: 86 · Fit: 81 · Wave: 85.41 Cliff: 80% · WAR: +0.19
Stable Diffusion 3.5 Large
Stability AI
multimodal_vision_audio_3d OPERATIONAL_WORKHORSE Exec: 87 · Fit: 81 · Wave: 85.33 Cliff: 82% · WAR: +0.17