https://research.elenaxvora.com/ https://research.elenaxvora.com/assets/benchmarks/AILL_V6_ACTIVE_LEARNING_QUEUE_53.png Aill V6 Active Learning Queue 53 https://research.elenaxvora.com/assets/benchmarks/AILL_V6_AUTONOMOUS_10MB_CLUSTERS.png Aill V6 Autonomous 10Mb Clusters https://research.elenaxvora.com/assets/benchmarks/AILL_V6_AUTONOMOUS_10MB_CONFUSION.png Aill V6 Autonomous 10Mb Confusion https://research.elenaxvora.com/assets/benchmarks/AILL_V6_AUTONOMOUS_10MB_CONTRASTIVE.png Aill V6 Autonomous 10Mb Contrastive https://research.elenaxvora.com/assets/benchmarks/AILL_V6_AUTONOMOUS_10MB_QUEUE.png Aill V6 Autonomous 10Mb Queue https://research.elenaxvora.com/assets/benchmarks/AILL_V6_AUTONOMOUS_1MB_TALK_53B.png Aill V6 Autonomous 1Mb Talk 53B https://research.elenaxvora.com/assets/benchmarks/AILL_V6_AUTONOMOUS_CONFUSION_53.png Aill V6 Autonomous Confusion 53 https://research.elenaxvora.com/assets/benchmarks/AILL_V6_AUTONOMOUS_DEFER_53C.png Aill V6 Autonomous Defer 53C https://research.elenaxvora.com/assets/benchmarks/AILL_V6_CONTRASTIVE_MARGINS_53.png Aill V6 Contrastive Margins 53 https://research.elenaxvora.com/assets/benchmarks/AILL_V6_RESPONSE_USEFULNESS_53.png Aill V6 Response Usefulness 53 https://research.elenaxvora.com/assets/benchmarks/AILL_V6_SELF_DISCOVERY_CLUSTERS_53.png Aill V6 Self Discovery Clusters 53 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_CONTINUAL_LEARNING_96.png Continual Learning 96 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_ELENA_VS_LLM_BASELINE_95.png Vs Llm Baseline 95 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F105_BLIND_FAILURE_LEARNING.png F105 Blind Failure Learning https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F105_BLIND_FAILURE_LEARNING_TEST.png F105 Blind Failure Learning Test https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F106_LEARNED_SIGNAL_GATING_TEST.png F106 Learned Signal Gating Test https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F107_MEMORY_TO_SPEECH_CALIBRATION.png F107 Memory To Speech Calibration https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F80_VS_F96_RUNTIME_AB_98.png F80 Vs F96 Runtime Ab 98 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F96_PROMOTION_TO_FROZEN_F99.png F96 Promotion To Frozen F99 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F99_BLIND_RUNTIME_100_F104.png F99 Blind Runtime 100 F104 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F99_ENTERPRISE_MANUAL_100_F100.png F99 Enterprise Manual 100 F100 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F99_RUNTIME_HARDENING_101.png F99 Runtime Hardening 101 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F99_RUNTIME_HARDENING_102.png F99 Runtime Hardening 102 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_F99_RUNTIME_HARDENING_103.png F99 Runtime Hardening 103 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE69_ARCHITECTURE.png Fase69 Architecture https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE69_HERO.png Fase69 Hero https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE69_METRICS.png Fase69 Metrics https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE70_ELENA_VS_BASELINE.png Fase70 Elena Vs Baseline https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE70_HERO.png Fase70 Hero https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE70_METRICS.png Fase70 Metrics https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE71_ELENA_VS_BASELINE.png Fase71 Elena Vs Baseline https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE71_HERO.png Fase71 Hero https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE71_METRICS.png Fase71 Metrics https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE72_SYNAPTIC_BACKEND.png Fase72 Synaptic Backend https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE73_GLIA_STABILITY.png Fase73 Glia Stability https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE74_LEARN_CONFIRM.png Fase74 Learn Confirm https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE75_CONFLICT_RESOLUTION.png Fase75 Conflict Resolution https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE76_LONG_CONVERSATION_MEMORY.png Fase76 Long Conversation Memory https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE77_SCALE_100K.png Fase77 Scale 100K https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE78_FAST_RECALL.png Fase78 Fast Recall https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE79_CONVERSATION_RUNTIME.png Fase79 Conversation Runtime https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE80_FREEZE.png Fase80 Freeze https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE81_PRIVATE_DEMO.png Fase81 Private Demo https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE82_CHAT_CLI.png Fase82 Chat Cli https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE83_CLEAN_SPEAK_GPU.png Fase83 Clean Speak Gpu https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE84_LEARNED_SPEECH.png Fase84 Learned Speech https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE85_LEARNED_SPEECH_EXTENDED.png Fase85 Learned Speech Extended https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE86_MEMORY_CONDITIONED_SPEECH.png Fase86 Memory Conditioned Speech https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE87_SPEECH_ROUTING_HARDENING.png Fase87 Speech Routing Hardening https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE88_UNLABELED_SPEECH_TRAINING.png Fase88 Unlabeled Speech Training https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_FASE89_5GB_SPEECH_TRAINING.png Fase89 5Gb Speech Training https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_RUNTIME_BENCHMARK_152.png Runtime Benchmark 152 https://research.elenaxvora.com/assets/benchmarks/ELENAXVORA_RUNTIME_F96_PROMOTION_97.png Runtime F96 Promotion 97 https://research.elenaxvora.com/assets/benchmarks/ELENA_100K_RUNTIME_FREEZE_80.png 100K Runtime Freeze 80 https://research.elenaxvora.com/assets/benchmarks/ELENA_50GB_AB_CHAT_136.png 50Gb Ab Chat 136 https://research.elenaxvora.com/assets/benchmarks/ELENA_50GB_DATASET_AUDIT_PLAN_133.png 50Gb Dataset Audit Plan 133 https://research.elenaxvora.com/assets/benchmarks/ELENA_50GB_GPU_TRAINING_135.png 50Gb Gpu Training 135 https://research.elenaxvora.com/assets/benchmarks/ELENA_50GB_TRAINING_MANIFEST_134.png 50Gb Training Manifest 134 https://research.elenaxvora.com/assets/benchmarks/ELENA_AILL_FINAL_CLEAN_STATE_58F.png Aill Final Clean State 58F https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_ANTIFORGET_68.png Big Brain Antiforget 68 https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_CONTEXT_AB_TEST_65D.png Big Brain Context Ab Test 65D https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_FAST_RECALL_78.png Big Brain Fast Recall 78 https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_MANUAL_RUNTIME_PROBE_65F.png Big Brain Manual Runtime Probe 65F https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_REAL_STATE_65E.png Big Brain Real State 65E https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_REAL_UPDATE_65G.png Big Brain Real Update 65G https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_REAL_UPDATE_GENERALIZATION_65H.png Big Brain Real Update Generalization 65H https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_SCALE_100K_77.png Big Brain Scale 100K 77 https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_SCALE_10K_70.png Big Brain Scale 10K 70 https://research.elenaxvora.com/assets/benchmarks/ELENA_BIG_BRAIN_SEMANTIC_FACT_INDEX_65I.png Big Brain Semantic Fact Index 65I https://research.elenaxvora.com/assets/benchmarks/ELENA_CAPABILITY_GAP_HARDENING_129.png Capability Gap Hardening 129 https://research.elenaxvora.com/assets/benchmarks/ELENA_CHAT_CLI_FROZEN_100K_82.png Chat Cli Frozen 100K 82 https://research.elenaxvora.com/assets/benchmarks/ELENA_CHAT_GPU_CONTEXT_114.png Chat Gpu Context 114 https://research.elenaxvora.com/assets/benchmarks/ELENA_CHAT_REGRESSION_132.png Chat Regression 132 https://research.elenaxvora.com/assets/benchmarks/ELENA_CLEAN_SPEAK_BIG_BRAIN_BRIDGE_65C.png Clean Speak Big Brain Bridge 65C https://research.elenaxvora.com/assets/benchmarks/ELENA_CLEAN_SPEAK_FROM_ZERO_V1_CONFUSION.png Clean Speak From Zero V1 Confusion https://research.elenaxvora.com/assets/benchmarks/ELENA_CLEAN_SPEAK_FROM_ZERO_V1_LOSS.png Clean Speak From Zero V1 Loss https://research.elenaxvora.com/assets/benchmarks/ELENA_CLEAN_SPEAK_FROM_ZERO_V1_OUTPUTS.png Clean Speak From Zero V1 Outputs https://research.elenaxvora.com/assets/benchmarks/ELENA_CLEAN_SPEAK_FROM_ZERO_V1_STABILITY.png Clean Speak From Zero V1 Stability https://research.elenaxvora.com/assets/benchmarks/ELENA_CLEAN_SPEAK_OUTPUT_EXPANSION_83.png Clean Speak Output Expansion 83 https://research.elenaxvora.com/assets/benchmarks/ELENA_CLEAN_SPEAK_ROUTING_FIX_153.png Clean Speak Routing Fix 153 https://research.elenaxvora.com/assets/benchmarks/ELENA_CONFLICT_RESOLUTION_75.png Conflict Resolution 75 https://research.elenaxvora.com/assets/benchmarks/ELENA_CONTEXT_ROUTING_HARDENING_121.png Context Routing Hardening 121 https://research.elenaxvora.com/assets/benchmarks/ELENA_CONTEXT_TO_SPEECH_ALIGNMENT_117.png Context To Speech Alignment 117 https://research.elenaxvora.com/assets/benchmarks/ELENA_CONTINUAL_LEARNING_96.png Continual Learning 96 https://research.elenaxvora.com/assets/benchmarks/ELENA_F105_BLIND_FAILURE_LEARNING.png F105 Blind Failure Learning https://research.elenaxvora.com/assets/benchmarks/ELENA_F105_BLIND_FAILURE_LEARNING_TEST.png F105 Blind Failure Learning Test https://research.elenaxvora.com/assets/benchmarks/ELENA_F106_LEARNED_SIGNAL_GATING_TEST.png F106 Learned Signal Gating Test https://research.elenaxvora.com/assets/benchmarks/ELENA_F107_MEMORY_TO_SPEECH_CALIBRATION.png F107 Memory To Speech Calibration https://research.elenaxvora.com/assets/benchmarks/ELENA_F80_VS_F96_RUNTIME_AB_98.png F80 Vs F96 Runtime Ab 98 https://research.elenaxvora.com/assets/benchmarks/ELENA_F96_PROMOTION_TO_FROZEN_F99.png F96 Promotion To Frozen F99 https://research.elenaxvora.com/assets/benchmarks/ELENA_F99_BLIND_RUNTIME_100_F104.png F99 Blind Runtime 100 F104 https://research.elenaxvora.com/assets/benchmarks/ELENA_F99_ENTERPRISE_MANUAL_100_F100.png F99 Enterprise Manual 100 F100 https://research.elenaxvora.com/assets/benchmarks/ELENA_F99_RUNTIME_HARDENING_101.png F99 Runtime Hardening 101 https://research.elenaxvora.com/assets/benchmarks/ELENA_F99_RUNTIME_HARDENING_102.png F99 Runtime Hardening 102 https://research.elenaxvora.com/assets/benchmarks/ELENA_F99_RUNTIME_HARDENING_103.png F99 Runtime Hardening 103 https://research.elenaxvora.com/assets/benchmarks/ELENA_FINAL_CLEAN_PROJECT_TREE_58D.png Final Clean Project Tree 58D https://research.elenaxvora.com/assets/benchmarks/ELENA_GENERATIVE_SPEECH_CORE_155.png Generative Speech Core 155 https://research.elenaxvora.com/assets/benchmarks/ELENA_GLIA_STABILITY_LAYER_73.png Glia Stability Layer 73 https://research.elenaxvora.com/assets/benchmarks/ELENA_GLOBAL_PROJECT_AFTER_CLEANUP_TREE_58C.png Global Project After Cleanup Tree 58C https://research.elenaxvora.com/assets/benchmarks/ELENA_HARD_TALK_500_120.png Hard Talk 500 120 https://research.elenaxvora.com/assets/benchmarks/ELENA_HARD_TALK_ROUTING_UPGRADE_122.png Hard Talk Routing Upgrade 122 https://research.elenaxvora.com/assets/benchmarks/ELENA_HEBBIAN_CONSOLIDATION_69.png Hebbian Consolidation 69 https://research.elenaxvora.com/assets/benchmarks/ELENA_HIERARCHICAL_GPU_CACHED_CONTEXT_113.png Hierarchical Gpu Cached Context 113 https://research.elenaxvora.com/assets/benchmarks/ELENA_HIERARCHICAL_GPU_CONTEXT_112.png Hierarchical Gpu Context 112 https://research.elenaxvora.com/assets/benchmarks/ELENA_HIERARCHICAL_MEMORY_ROUTING_108.png Hierarchical Memory Routing 108 https://research.elenaxvora.com/assets/benchmarks/ELENA_HIERARCHICAL_MEMORY_ROUTING_109.png Hierarchical Memory Routing 109 https://research.elenaxvora.com/assets/benchmarks/ELENA_HIERARCHICAL_MEMORY_ROUTING_110.png Hierarchical Memory Routing 110 https://research.elenaxvora.com/assets/benchmarks/ELENA_HIERARCHICAL_RUNTIME_INTEGRATION_111.png Hierarchical Runtime Integration 111 https://research.elenaxvora.com/assets/benchmarks/ELENA_LEARNED_SPEECH_COMPOSER_84.png Learned Speech Composer 84 https://research.elenaxvora.com/assets/benchmarks/ELENA_LEARNED_SPEECH_COMPOSER_85.png Learned Speech Composer 85 https://research.elenaxvora.com/assets/benchmarks/ELENA_LIVE_CHAT_SESSION_CONTEXT_125.png Live Chat Session Context 125 https://research.elenaxvora.com/assets/benchmarks/ELENA_LONG_CONVERSATION_MEMORY_76.png Long Conversation Memory 76 https://research.elenaxvora.com/assets/benchmarks/ELENA_LONG_UNLABELED_SPEECH_TRAINING_126.png Long Unlabeled Speech Training 126 https://research.elenaxvora.com/assets/benchmarks/ELENA_MEMORY_CONDITIONED_SPEECH_86.png Memory Conditioned Speech 86 https://research.elenaxvora.com/assets/benchmarks/ELENA_NEUTRAL_CLOSEOUT_131.png Neutral Closeout 131 https://research.elenaxvora.com/assets/benchmarks/ELENA_NEUTRAL_GAP_HARDENING_130.png Neutral Gap Hardening 130 https://research.elenaxvora.com/assets/benchmarks/ELENA_OFFICIAL_RUNTIME_100K_79.png Official Runtime 100K 79 https://research.elenaxvora.com/assets/benchmarks/ELENA_OFFICIAL_RUNTIME_10K_71.png Official Runtime 10K 71 https://research.elenaxvora.com/assets/benchmarks/ELENA_OFFICIAL_RUNTIME_66.png Official Runtime 66 https://research.elenaxvora.com/assets/benchmarks/ELENA_PRIVATE_DEMO_FROZEN_100K_81.png Private Demo Frozen 100K 81 https://research.elenaxvora.com/assets/benchmarks/ELENA_PROGRESSIVE_CLEAN_DATASET_156.png Progressive Clean Dataset 156 https://research.elenaxvora.com/assets/benchmarks/ELENA_REAL_CHAT_QUALITY_AUDIT_115.png Real Chat Quality Audit 115 https://research.elenaxvora.com/assets/benchmarks/ELENA_RUNTIME_BENCHMARK_152.png Runtime Benchmark 152 https://research.elenaxvora.com/assets/benchmarks/ELENA_RUNTIME_F96_PROMOTION_97.png Runtime F96 Promotion 97 https://research.elenaxvora.com/assets/benchmarks/ELENA_RUNTIME_LEARN_CONFIRM_74.png Runtime Learn Confirm 74 https://research.elenaxvora.com/assets/benchmarks/ELENA_RUNTIME_SELF_UPDATE_67.png Runtime Self Update 67 https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_5MB_CLUSTERS.png Self Learning Speech V1 5Mb Clusters https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_5MB_CLUSTER_DOMINANCE_62B.png Self Learning Speech V1 5Mb Cluster Dominance 62B https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_5MB_OUTPUTS.png Self Learning Speech V1 5Mb Outputs https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_5MB_UNCERTAINTY.png Self Learning Speech V1 5Mb Uncertainty https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_CLUSTERS.png Self Learning Speech V1 Clusters https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_CLUSTER_STABILITY_61B.png Self Learning Speech V1 Cluster Stability 61B https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_OUTPUTS.png Self Learning Speech V1 Outputs https://research.elenaxvora.com/assets/benchmarks/ELENA_SELF_LEARNING_SPEECH_V1_UNCERTAINTY.png Self Learning Speech V1 Uncertainty https://research.elenaxvora.com/assets/benchmarks/ELENA_SENZAADAM_BIG_BRAIN_V1_INTEGRATION_65B.png Senzaadam Big Brain V1 Integration 65B https://research.elenaxvora.com/assets/benchmarks/ELENA_SENZAADAM_SPEAKNEW_FROM_ZERO_V1.png Senzaadam Speaknew From Zero V1 https://research.elenaxvora.com/assets/benchmarks/ELENA_SENZAADAM_SPEAKNEW_FROM_ZERO_V1_STABILITY.png Senzaadam Speaknew From Zero V1 Stability https://research.elenaxvora.com/assets/benchmarks/ELENA_SPEAKING_RUNTIME_READINESS_123.png Speaking Runtime Readiness 123 https://research.elenaxvora.com/assets/benchmarks/ELENA_SPEECH_ROUTING_HARDENING_87.png Speech Routing Hardening 87 https://research.elenaxvora.com/assets/benchmarks/ELENA_SPEECH_TRAINING_10GB_SCHOOL_91.png Speech Training 10Gb School 91 https://research.elenaxvora.com/assets/benchmarks/ELENA_SPEECH_TRAINING_20GB_GPU_93.png Speech Training 20Gb Gpu 93 https://research.elenaxvora.com/assets/benchmarks/ELENA_SPEECH_TRAINING_5GB_89.png Speech Training 5Gb 89 https://research.elenaxvora.com/assets/benchmarks/ELENA_SPEECH_TRAINING_FILTERED_5GB_90.png Speech Training Filtered 5Gb 90 https://research.elenaxvora.com/assets/benchmarks/ELENA_SPEECH_TRAINING_UNLABELED_88.png Speech Training Unlabeled 88 https://research.elenaxvora.com/assets/benchmarks/ELENA_SYNAPTIC_MEMORY_BACKEND_72.png Synaptic Memory Backend 72 https://research.elenaxvora.com/assets/benchmarks/ELENA_TALK_MANUAL_REGRESSION_118.png Talk Manual Regression 118 https://research.elenaxvora.com/assets/benchmarks/ELENA_TALK_VS_LLM_STYLE_BASELINE_119.png Talk Vs Llm Style Baseline 119 https://research.elenaxvora.com/assets/benchmarks/ELENA_VS_LLM_BASELINE_BENCHMARK_95.png Vs Llm Baseline Benchmark 95 https://research.elenaxvora.com/assets/benchmarks/ELENA_VS_OPENAI_BASELINE_127.png Vs Openai Baseline 127 https://research.elenaxvora.com/assets/benchmarks/ELENA_VS_OPENAI_NEUTRAL_128.png Vs Openai Neutral 128 https://research.elenaxvora.com/assets/benchmarks/active_cell-1.png Active Cell 1 https://research.elenaxvora.com/assets/benchmarks/active_cell-2.png Active Cell 2 https://research.elenaxvora.com/assets/benchmarks/active_cell.png Active Cell https://research.elenaxvora.com/assets/benchmarks/active_cells_avg_over_time_1m.png Active Cells Avg Over Time 1M https://research.elenaxvora.com/assets/benchmarks/active_vram_over_time_1m.png Active Vram Over Time 1M https://research.elenaxvora.com/assets/benchmarks/aill_biological_benchmark_summary.png Aill Biological Benchmark Summary https://research.elenaxvora.com/assets/benchmarks/aill_glia_probe_3seed.png Aill Glia Probe 3Seed https://research.elenaxvora.com/assets/benchmarks/anti_forgetting_over_time_1m.png Anti Forgetting Over Time 1M https://research.elenaxvora.com/assets/benchmarks/architecture_overview.png Architecture Overview https://research.elenaxvora.com/assets/benchmarks/balanced_smoke_category_distribution.png Balanced Smoke Category Distribution https://research.elenaxvora.com/assets/benchmarks/balanced_smoke_source_distribution.png Balanced Smoke Source Distribution https://research.elenaxvora.com/assets/benchmarks/benchmark_wall_summary.png Benchmark Wall Summary https://research.elenaxvora.com/assets/benchmarks/brain_file_growth_1m.png Brain File Growth 1M https://research.elenaxvora.com/assets/benchmarks/brain_modules.png Brain Modules https://research.elenaxvora.com/assets/benchmarks/brain_recall_score.png Brain Recall Score https://research.elenaxvora.com/assets/benchmarks/cell_reuse_ratio_1m.png Cell Reuse Ratio 1M https://research.elenaxvora.com/assets/benchmarks/codeskill_latency.png Codeskill Latency https://research.elenaxvora.com/assets/benchmarks/codeskill_score_by_task.png Codeskill Score By Task https://research.elenaxvora.com/assets/benchmarks/codeskill_score_overall.png Codeskill Score Overall https://research.elenaxvora.com/assets/benchmarks/created_vs_reused_cells_1m.png Created Vs Reused Cells 1M https://research.elenaxvora.com/assets/benchmarks/evidence_links.png Evidence Links https://research.elenaxvora.com/assets/benchmarks/final_benchmark_summary.png Final Benchmark Summary https://research.elenaxvora.com/assets/benchmarks/final_safety_gates.png Final Safety Gates https://research.elenaxvora.com/assets/benchmarks/final_stage_pipeline.png Final Stage Pipeline https://research.elenaxvora.com/assets/benchmarks/final_status.png Final Status https://research.elenaxvora.com/assets/benchmarks/full_merge_status.png Full Merge Status https://research.elenaxvora.com/assets/benchmarks/gallery_all_benchmarks.png Gallery All Benchmarks https://research.elenaxvora.com/assets/benchmarks/gallery_public_website_pack.png Gallery Public Website Pack https://research.elenaxvora.com/assets/benchmarks/gallery_stage2_stage3_stage4.png Gallery Stage2 Stage3 Stage4 https://research.elenaxvora.com/assets/benchmarks/gallery_stage5_private_runtime.png Gallery Stage5 Private Runtime https://research.elenaxvora.com/assets/benchmarks/gallery_stage6_selfdoc_ingestion.png Gallery Stage6 Selfdoc Ingestion https://research.elenaxvora.com/assets/benchmarks/glia_core_v2_metrics.png Glia Core V2 Metrics https://research.elenaxvora.com/assets/benchmarks/hard_curriculum_category_distribution.png Hard Curriculum Category Distribution https://research.elenaxvora.com/assets/benchmarks/hard_curriculum_pass_fail.png Hard Curriculum Pass Fail https://research.elenaxvora.com/assets/benchmarks/isolated_checkpoint_eval.png Isolated Checkpoint Eval https://research.elenaxvora.com/assets/benchmarks/italian_qa_category_distribution.png Italian Qa Category Distribution https://research.elenaxvora.com/assets/benchmarks/italian_qa_quality_pass_fail.png Italian Qa Quality Pass Fail https://research.elenaxvora.com/assets/benchmarks/italian_qa_source_distribution.png Italian Qa Source Distribution https://research.elenaxvora.com/assets/benchmarks/known_query_examples.png Known Query Examples https://research.elenaxvora.com/assets/benchmarks/latency_comparison.png Latency Comparison https://research.elenaxvora.com/assets/benchmarks/memory_counts.png Memory Counts https://research.elenaxvora.com/assets/benchmarks/module_pass_fail.png Module Pass Fail https://research.elenaxvora.com/assets/benchmarks/native_generative_long_loss.png Native Generative Long Loss https://research.elenaxvora.com/assets/benchmarks/native_generative_long_pass_fail.png Native Generative Long Pass Fail https://research.elenaxvora.com/assets/benchmarks/natural_qa_metrics.png Natural Qa Metrics https://research.elenaxvora.com/assets/benchmarks/recall_over_time_1m.png Recall Over Time 1M https://research.elenaxvora.com/assets/benchmarks/retrieval_query_metrics.png Retrieval Query Metrics https://research.elenaxvora.com/assets/benchmarks/safety_gates.png Safety Gates https://research.elenaxvora.com/assets/benchmarks/score_by_task.png Score By Task https://research.elenaxvora.com/assets/benchmarks/score_overall.png Score Overall https://research.elenaxvora.com/assets/benchmarks/senza_adam_1m_summary.png Senza Adam 1M Summary https://research.elenaxvora.com/assets/benchmarks/senza_adam_core_validation.png Senza Adam Core Validation https://research.elenaxvora.com/assets/benchmarks/stage2_core_category_pass_rate_comparison.png Stage2 Core Category Pass Rate Comparison https://research.elenaxvora.com/assets/benchmarks/stage2_core_deterministic_vs_decoder_pass_rate.png Stage2 Core Deterministic Vs Decoder Pass Rate https://research.elenaxvora.com/assets/benchmarks/stage2_core_fallback_rate_comparison.png Stage2 Core Fallback Rate Comparison https://research.elenaxvora.com/assets/benchmarks/stage2_core_memory_retrieval_success_comparison.png Stage2 Core Memory Retrieval Success Comparison https://research.elenaxvora.com/assets/benchmarks/stage2_core_scorecard_decoder.png Stage2 Core Scorecard Decoder https://research.elenaxvora.com/assets/benchmarks/stage2_core_scorecard_deterministic.png Stage2 Core Scorecard Deterministic https://research.elenaxvora.com/assets/benchmarks/stage2_hard_category_pass_rate_comparison.png Stage2 Hard Category Pass Rate Comparison https://research.elenaxvora.com/assets/benchmarks/stage2_hard_deterministic_vs_decoder_pass_rate.png Stage2 Hard Deterministic Vs Decoder Pass Rate https://research.elenaxvora.com/assets/benchmarks/stage2_hard_fallback_rate_comparison.png Stage2 Hard Fallback Rate Comparison https://research.elenaxvora.com/assets/benchmarks/stage2_hard_memory_retrieval_success_comparison.png Stage2 Hard Memory Retrieval Success Comparison https://research.elenaxvora.com/assets/benchmarks/stage2_hard_scorecard_decoder.png Stage2 Hard Scorecard Decoder https://research.elenaxvora.com/assets/benchmarks/stage2_hard_scorecard_deterministic.png Stage2 Hard Scorecard Deterministic https://research.elenaxvora.com/assets/benchmarks/stage3_context_qa_success.png Stage3 Context Qa Success https://research.elenaxvora.com/assets/benchmarks/stage3_fallback_rate.png Stage3 Fallback Rate https://research.elenaxvora.com/assets/benchmarks/stage3_memory_retrieval_success.png Stage3 Memory Retrieval Success https://research.elenaxvora.com/assets/benchmarks/stage3_pass_rate_by_category.png Stage3 Pass Rate By Category https://research.elenaxvora.com/assets/benchmarks/stage3_pipeline_scorecard.png Stage3 Pipeline Scorecard https://research.elenaxvora.com/assets/benchmarks/stage3_stage2_vs_stage3_comparison.png Stage3 Stage2 Vs Stage3 Comparison https://research.elenaxvora.com/assets/benchmarks/stage3_unknown_fallback_success.png Stage3 Unknown Fallback Success https://research.elenaxvora.com/assets/benchmarks/stage4_context_qa_success.png Stage4 Context Qa Success https://research.elenaxvora.com/assets/benchmarks/stage4_distractor_rejection_success.png Stage4 Distractor Rejection Success https://research.elenaxvora.com/assets/benchmarks/stage4_fallback_rate.png Stage4 Fallback Rate https://research.elenaxvora.com/assets/benchmarks/stage4_memory_retrieval_success.png Stage4 Memory Retrieval Success https://research.elenaxvora.com/assets/benchmarks/stage4_misleading_context_success.png Stage4 Misleading Context Success https://research.elenaxvora.com/assets/benchmarks/stage4_multi_fact_success.png Stage4 Multi Fact Success https://research.elenaxvora.com/assets/benchmarks/stage4_pass_rate_by_category.png Stage4 Pass Rate By Category https://research.elenaxvora.com/assets/benchmarks/stage4_pipeline_scorecard.png Stage4 Pipeline Scorecard https://research.elenaxvora.com/assets/benchmarks/stage4_stage3_vs_stage4_comparison.png Stage4 Stage3 Vs Stage4 Comparison https://research.elenaxvora.com/assets/benchmarks/stage4_unknown_fallback_success.png Stage4 Unknown Fallback Success https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_context_qa_success.png Stage5 Dashboard Context Qa Success https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_distractor_rejection_success.png Stage5 Dashboard Distractor Rejection Success https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_fallback_success.png Stage5 Dashboard Fallback Success https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_memory_retrieval_success.png Stage5 Dashboard Memory Retrieval Success https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_misleading_context_success.png Stage5 Dashboard Misleading Context Success https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_multi_fact_success.png Stage5 Dashboard Multi Fact Success https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_public_demo_readiness_scorecard.png Stage5 Dashboard Public Demo Readiness Scorecard https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_runtime_memory_scorecard.png Stage5 Dashboard Runtime Memory Scorecard https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_runtime_vram_usage.png Stage5 Dashboard Runtime Vram Usage https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_stage2_stage3_stage4_pass_rate.png Stage5 Dashboard Stage2 Stage3 Stage4 Pass Rate https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_stage4_metric_scorecard.png Stage5 Dashboard Stage4 Metric Scorecard https://research.elenaxvora.com/assets/benchmarks/stage5_dashboard_writer_mode_comparison.png Stage5 Dashboard Writer Mode Comparison https://research.elenaxvora.com/assets/benchmarks/stage6_cortex_vs_context_usage.png Stage6 Cortex Vs Context Usage https://research.elenaxvora.com/assets/benchmarks/stage6_facts_by_category.png Stage6 Facts By Category https://research.elenaxvora.com/assets/benchmarks/stage6_ingestion_facts_by_source.png Stage6 Ingestion Facts By Source https://research.elenaxvora.com/assets/benchmarks/stage6_memory_retrieval_success.png Stage6 Memory Retrieval Success https://research.elenaxvora.com/assets/benchmarks/stage6_source_trace_success.png Stage6 Source Trace Success https://research.elenaxvora.com/assets/benchmarks/stage6_stage4_vs_stage6_usage_ratio.png Stage6 Stage4 Vs Stage6 Usage Ratio https://research.elenaxvora.com/assets/benchmarks/stage6_stage6_scorecard.png Stage6 Stage6 Scorecard https://research.elenaxvora.com/assets/benchmarks/storage_scaling_projection.png Storage Scaling Projection https://research.elenaxvora.com/assets/benchmarks/tensor_copy_apply.png Tensor Copy Apply https://research.elenaxvora.com/assets/benchmarks/throughput_over_time_1m.png Throughput Over Time 1M https://research.elenaxvora.com/assets/benchmarks/total_cells_growth_1m.png Total Cells Growth 1M https://research.elenaxvora.com/assets/benchmarks/unknown_query_fix.png Unknown Query Fix