Prometheus · Routing-Graph Report

The Topology of Inquiry

Who asks, who answers, and which ideas survive the crossing — the routing graph of an autonomous research loop, drawn from live instrument data.

generated 14 July 2026, 23:30 UTC 268 domains 5,560 directed edges 141,586 experiments 13 communities

Prometheus has routed 141,586 experiments across 268 research domains — 14,155 of them in the last seven days10 — joined by 5,560 directed routing edges2 — 7.77% of all possible connections, organised into 13 communities detected from inquiry flow alone.1 Alongside the routing graph, 48,115 cross-domain transfer events and 19,996 synthesis outputs have been tracked.

Attention is heavily concentrated (traffic Gini 0.777): the 2 hub domains9 — auto, machine_learning — hold 15.23% of all experiments. 164 domains are net exporters of inquiry, 98 net importers, and 44% of routing relationships run in both directions. The busiest bridge between communities is calibration (betweenness 0.182), which is also the strongest influence sink — everything routes through it.

Where transfers carry scored outcomes (18,873 verdicts on 3,054 edges4), they confirm at 80%, 7 points above the 73% base rate across all verdicts — consistent with routing selecting productive targets rather than diluting effort. Workers report a mean confidence of 0.79; the calibration layer prices the same results at 0.74 — the loop discounts its own optimism by 1.1×.5

The epistemic ladder6 currently holds 140 established and 58 replicated claims, with 1,303 in dispute and 26,158 candidates awaiting independent retest; physics leads the promoted tiers with 15 established claims. Under adversarial attack, claims survive at 47% (382 survived, 428 broken; 1,207 narrowed — partial breaks that spawn boundary questions rather than verdicts).

141,586
Experiments
14,155 in the last 7 days
268
Domains
13 communities
5,560
Routing edges
7.77% of possible · 44% reciprocated
48,115
Transfer events
3,102 edges carry transfers
80%
Transfer confirm rate
base rate 73%
0.77
Traffic Gini
experiment Gini 0.76
15.23%
In hub domains
2 hubs · clustering 0.2773
140 / 58
Established / Replicated
1,303 disputed

§1 The routing graph

size
labels
scroll to zoom · drag to pan · click a node to inspect
Auto 45Statistics 28Physics 34Cross Domain Prediction 27Injection Detection 23Network Science 16Biology 33Materials Science 25Metrics Benchmarking 4Chemistry 16Agent Systems 9Astrophysics 7Multimodal Deepfake Detection 1 all · none
Fig. 1 268 domains, drawn with the 1,500 heaviest of 5,066 directed routes (self-loops omitted; every statistic on this page is computed on the full graph). Layout is force-directed, computed at build time with a fixed seed8 — node positions are reproducible, and the page makes no network requests. Communities reflect inquiry flow, not subject taxonomy1; heavier strokes carry more routing weight, deep-turquoise edges cross communities, ink-ringed nodes are hubs. Companion: this graph in three dimensions.

§2 Communities

Where does inquiry stay home, and where does it travel? Each matrix row is a community of domains; the shading is the log-scaled routing weight it sends to each column. A deep diagonal means self-contained fields; deep off-diagonal cells are the corridors between them.

ASPCDPIDNSBMSMBCASA2MDD
AutoA
StatisticsS
PhysicsP
Cross Domain PredictionCDP
Injection DetectionID
Network ScienceNS
BiologyB
Materials ScienceMS
Metrics BenchmarkingMB
ChemistryC
Agent SystemsAS
AstrophysicsA2
Multimodal Deepfake DetectionMDD
Fig. 2 Community-to-community routing weight, log-shaded (deepest cell = 5,988 routing weight). Hover any cell for exact values.
Communities by experiment volume click headers to sort
CommunityDomainsExperimentsShare RetentionConfirmLargest members
Auto4542,292 29.9%25%71%auto, machine_learning, ml_theory, calibration…
Statistics2816,438 11.6%19%73%statistics, meta_analysis, ensemble_methods, neuroscience…
Physics3415,899 11.2%23%74%physics, soil_science, quantum_computing, physical_dynamics…
Cross Domain Prediction2715,010 10.6%17%79%cross_domain_prediction, complex_systems, biophysics, neural_networks…
Injection Detection2312,269 8.7%23%74%injection_detection, security, llm_general, cybersecurity…
Network Science1611,809 8.3%12%71%network_science, adversarial_ml, antibiotic_resistance, epidemiology…
Biology3311,223 7.9%25%76%biology, medicine, ecology, regulatory…
Materials Science256,496 4.6%21%70%materials_science, manufacturing, engineering, data_quality…
Metrics Benchmarking43,787 2.7%6%65%metrics_benchmarking, benchmark, astronomy, code_analysis
Chemistry163,317 2.3%18%82%chemistry, pharmacology, biochemistry, stochastic_thermodynamics…
Agent Systems92,011 1.4%11%64%agent_systems, organizational_behavior, distributed_aggregation, sensor_fusion…
Astrophysics71,034 0.7%21%78%astrophysics, geomorphology, stellar_astro, geology…
Multimodal Deepfake Detection11 0.0%0%100%multimodal_deepfake_detection

Retention = share of a community's routing weight that stays inside it. Confirm = confirmed / (confirmed + refuted) worker verdicts across member domains.3

§3 Centrality & flow

Bridges — betweenness centrality
#DomainScoreRole
1calibration0.1822bridge
2robustness0.0666connector
3bias0.0595connector
4physics0.0568connector
5optimization0.0524connector
6complexity0.0443connector
7biology0.0383connector
8cross_domain_prediction0.0348connector
9compression0.0307connector
10classification0.0272pathway
11auto0.0250pathway
12statistics0.0239pathway
Influence sinks — PageRank
#DomainPageRank
1calibration0.05246
2robustness0.04210
3cross_domain_prediction0.03551
4machine_learning0.03506
5nlp0.02855
6classification0.02658
7bias0.02560
8complexity0.02489
9optimization0.02350
10physics0.02319
11compression0.02225
12auto0.02118
Volume — experiments ★ hub
#DomainExpsShare
1auto ★12,2998.7%
2machine_learning ★9,2676.5%
3network_science7,0275.0%
4cross_domain_prediction6,7254.7%
5physics6,3134.5%
6ml_theory4,8153.4%
7statistics4,7453.4%
8injection_detection3,9212.8%
9biology3,4702.5%
10materials_science3,4552.4%
11medicine2,9012.0%
12metrics_benchmarking2,6321.9%
Flow imbalance net = out − in
DomainNetout / in
net exporters
auto+2,6613,290 / 629
machine_learning+1,4382,257 / 819
ml_theory+6091,100 / 491
injection_detection+419638 / 219
physics+3391,110 / 771
tfidf+330337 / 7
net importers
robustness-1,358466 / 1,824
classification-1,031176 / 1,207
nlp-889259 / 1,148
complexity-819283 / 1,102
optimization-642483 / 1,125
compression-628461 / 1,089
Momentum — last 7 days heat = share of lifetime10
Domain7d30dHeat
auto5,53212,29645%
ml_theory7603,44616%
physics5864,3279%
machine_learning4476,5345%
security3791,74315%
calibration28665911%
network_science2385,8343%
neural_networks21684122%
soil_science2121,00417%
statistics1853,6884%
adversarial_ml1717728%
meta_analysis1629729%

§4 Transfer quality

A transfer is a hypothesis carried from one domain into another. These are the edges the loop should learn to trust — or prune.

0%25%50%75%100%21020100200all-verdict base rate 73%transfer mean 80%auto → calibration: 665 transfers, 67% confirmedmachine_learning → calibration: 323 transfers, 77% confirmedmachine_learning → robustness: 260 transfers, 78% confirmedmachine_learning → nlp: 254 transfers, 86% confirmedauto → compression: 240 transfers, 83% confirmedauto → robustness: 236 transfers, 75% confirmedauto → classification: 212 transfers, 79% confirmedml_theory → calibration: 177 transfers, 65% confirmedmachine_learning → optimization: 172 transfers, 82% confirmedmachine_learning → vision: 171 transfers, 80% confirmedmachine_learning → complexity: 166 transfers, 83% confirmedmachine_learning → classification: 159 transfers, 85% confirmedauto → nlp: 159 transfers, 82% confirmedauto → complexity: 148 transfers, 82% confirmednetwork_science → robustness: 142 transfers, 76% confirmedauto → optimization: 135 transfers, 76% confirmedmachine_learning → rl: 132 transfers, 77% confirmedstatistics → calibration: 131 transfers, 80% confirmedauto → bias: 123 transfers, 77% confirmedinjection_detection → jailbreak: 123 transfers, 80% confirmedml_theory → robustness: 112 transfers, 75% confirmedstatistics → bias: 110 transfers, 91% confirmedpsychology → bias: 110 transfers, 74% confirmedmachine_learning → bias: 108 transfers, 80% confirmedchemistry → pharmacokinetics: 106 transfers, 99% confirmedauto → embedding: 105 transfers, 85% confirmedcross_domain_prediction → compression: 102 transfers, 97% confirmednetwork_science → infrastructure: 101 transfers, 75% confirmedauto → coordination: 90 transfers, 77% confirmedauto → quantization: 89 transfers, 63% confirmedml_theory → vision: 88 transfers, 84% confirmedcalibration → robustness: 83 transfers, 82% confirmedauto → vision: 82 transfers, 78% confirmedml_theory → optimization: 81 transfers, 82% confirmedstatistics → robustness: 80 transfers, 88% confirmedmachine_learning → quantization: 77 transfers, 62% confirmedcross_domain_prediction → robustness: 77 transfers, 96% confirmedadversarial_ml → robustness: 76 transfers, 69% confirmedauto → security: 76 transfers, 78% confirmedml_theory → complexity: 74 transfers, 77% confirmedinformation_theory → compression: 73 transfers, 84% confirmedml_theory → nlp: 73 transfers, 83% confirmedauto → physics: 72 transfers, 73% confirmedml_theory → quantization: 69 transfers, 78% confirmedcross_domain_prediction → physics: 69 transfers, 89% confirmedml_theory → classification: 67 transfers, 88% confirmedinjection_detection → safety: 66 transfers, 75% confirmedphysics → thermoelectric: 65 transfers, 87% confirmedcross_domain_prediction → complexity: 64 transfers, 92% confirmedml_theory → compression: 63 transfers, 83% confirmedinjection_detection → security: 63 transfers, 79% confirmedauto → automotive: 62 transfers, 73% confirmedmachine_learning → compression: 61 transfers, 88% confirmedphysics → biology: 60 transfers, 91% confirmedcross_domain_prediction → calibration: 58 transfers, 88% confirmedcross_domain_prediction → biology: 58 transfers, 91% confirmedcalibration → optimization: 57 transfers, 69% confirmedinjection_detection → robustness: 57 transfers, 89% confirmedauto → safety: 56 transfers, 80% confirmedml_theory → bias: 55 transfers, 71% confirmedmotor_learning → optimization: 55 transfers, 82% confirmedstatistics → classification: 53 transfers, 80% confirmedadversarial_ml → nlp: 53 transfers, 84% confirmedchemistry → pharmacology: 53 transfers, 100% confirmedphysics → chemistry: 52 transfers, 83% confirmedinjection_detection → classification: 51 transfers, 87% confirmedinjection_detection → nlp: 51 transfers, 67% confirmedsecurity → safety: 48 transfers, 62% confirmedauto → engineering: 48 transfers, 85% confirmedcalibration → nlp: 46 transfers, 80% confirmedphysics → statistics: 44 transfers, 81% confirmedphysics → coordination: 44 transfers, 62% confirmedphysics → robustness: 44 transfers, 88% confirmedsecurity → robustness: 44 transfers, 77% confirmedcross_domain_prediction → classification: 43 transfers, 83% confirmedbiology → compression: 43 transfers, 95% confirmedml_theory → rl: 42 transfers, 78% confirmedcross_domain_prediction → nlp: 42 transfers, 93% confirmedphysics → engineering: 41 transfers, 78% confirmedpsychology → calibration: 41 transfers, 84% confirmedsecurity → jailbreak: 41 transfers, 78% confirmedphysics → optimization: 40 transfers, 82% confirmedauto → rl: 40 transfers, 82% confirmedmotor_learning → rl: 40 transfers, 79% confirmedsecurity → vision: 39 transfers, 87% confirmedecology → biodiversity: 38 transfers, 60% confirmedbiology → regulatory: 38 transfers, 69% confirmedcomplex_systems → compression: 38 transfers, 97% confirmedauto → statistics: 38 transfers, 76% confirmedevolutionary_computation → optimization: 37 transfers, 70% confirmedsecurity → nlp: 37 transfers, 78% confirmedmedicine → bias: 37 transfers, 81% confirmedsecurity → classification: 37 transfers, 94% confirmedphysics → calibration: 36 transfers, 83% confirmedreinforcement_learning → rl: 36 transfers, 70% confirmedphysics → bias: 34 transfers, 82% confirmedcalibration → bias: 33 transfers, 66% confirmedcalibration → classification: 33 transfers, 78% confirmedcybersecurity → security: 32 transfers, 75% confirmedagent_systems → coordination: 32 transfers, 68% confirmedmaterials_science → engineering: 31 transfers, 90% confirmedcross_domain_prediction → engineering: 31 transfers, 100% confirmedphysics → benchmark: 31 transfers, 93% confirmedmachine_learning → statistics: 30 transfers, 88% confirmednetwork_science → compression: 30 transfers, 93% confirmedecology → climate: 30 transfers, 83% confirmedoptimization → rl: 30 transfers, 72% confirmedtfidf → classification: 30 transfers, 77% confirmedmetrics_benchmarking → benchmark: 29 transfers, 83% confirmedeconomics → regulatory: 29 transfers, 75% confirmedtemperature_analysis → calibration: 29 transfers, 76% confirmedinterpretability → compression: 29 transfers, 100% confirmedcalibration → safety: 28 transfers, 82% confirmedmedicine → safety: 28 transfers, 79% confirmedstatistics → complexity: 28 transfers, 74% confirmedcomplex_systems → coordination: 28 transfers, 81% confirmedcross_domain_prediction → climate: 28 transfers, 100% confirmedbiology → robustness: 28 transfers, 75% confirmedauto → biology: 28 transfers, 78% confirmedbiology → engineering: 27 transfers, 83% confirmedtfidf → robustness: 26 transfers, 62% confirmedauto → economics: 26 transfers, 73% confirmedinjection_detection → compression: 26 transfers, 100% confirmedllm_general → vision: 26 transfers, 88% confirmedmachine_learning → engineering: 26 transfers, 96% confirmednetwork_science → regulatory: 26 transfers, 96% confirmedmeta_analysis → bias: 25 transfers, 96% confirmedcalibration → vision: 25 transfers, 58% confirmedllm_general → rl: 25 transfers, 76% confirmedtfidf → safety: 25 transfers, 72% confirmedauto → reliability: 25 transfers, 84% confirmedquantum_computing → physics: 25 transfers, 71% confirmedauto → climate: 25 transfers, 100% confirmedcognitive_science → bias: 25 transfers, 62% confirmedphysics → superconductivity: 24 transfers, 50% confirmedsecurity → calibration: 24 transfers, 100% confirmedinjection_detection → calibration: 24 transfers, 87% confirmedmedicine → microbiome: 24 transfers, 78% confirmedsocial_enforcement → bias: 24 transfers, 70% confirmedcross_domain_prediction → math: 24 transfers, 96% confirmedinjection_detection → lexical: 24 transfers, 71% confirmedmachine_learning → physics: 24 transfers, 77% confirmedstatistics → nlp: 23 transfers, 95% confirmedastronomy → calibration: 23 transfers, 90% confirmedbiology → ecology: 23 transfers, 100% confirmedcross_domain_prediction → bias: 23 transfers, 96% confirmedmetrics_benchmarking → calibration: 23 transfers, 61% confirmedchemistry → electrocatalysis: 23 transfers, 100% confirmedllm_general → math: 23 transfers, 64% confirmedphysics → complexity: 23 transfers, 91% confirmedcognitive_science → complexity: 22 transfers, 81% confirmedsafety → robustness: 22 transfers, 90% confirmedsecurity → embedding: 22 transfers, 59% confirmedcross_domain_prediction → chemistry: 22 transfers, 91% confirmedinjection_detection → vision: 22 transfers, 86% confirmedmaterials_science → physics: 22 transfers, 73% confirmedphysics → climate: 22 transfers, 86% confirmedtfidf → nlp: 21 transfers, 67% confirmedbiology → complexity: 21 transfers, 90% confirmedbiology → microbiome: 21 transfers, 81% confirmedml_theory → safety: 21 transfers, 76% confirmedorganizational_behavior → coordination: 21 transfers, 81% confirmedinjection_detection → complexity: 21 transfers, 94% confirmedmachine_learning → embedding: 21 transfers, 72% confirmedtfidf → jailbreak: 21 transfers, 67% confirmedstatistics → optimization: 20 transfers, 84% confirmedcalibration → rlhf: 20 transfers, 80% confirmednetwork_science → coordination: 20 transfers, 80% confirmedinjection_detection → embedding: 20 transfers, 79% confirmedinjection_detection → engineering: 20 transfers, 90% confirmedauto → aerospace: 20 transfers, 83% confirmedauto → finance: 20 transfers, 70% confirmedoptics → rl: 19 transfers, 67% confirmedauto → benchmark: 19 transfers, 74% confirmedcalibration → compression: 19 transfers, 100% confirmednlp → classification: 19 transfers, 87% confirmedcomplex_systems → robustness: 19 transfers, 83% confirmedmeta_analysis → classification: 19 transfers, 82% confirmedphysics → classification: 19 transfers, 95% confirmedsocial_enforcement → calibration: 19 transfers, 68% confirmedadversarial_ml → safety: 19 transfers, 68% confirmedcross_domain_prediction → safety: 19 transfers, 100% confirmedcalibration → quantization: 18 transfers, 83% confirmedcalibration → fairness: 18 transfers, 94% confirmedmachine_learning → rlhf: 18 transfers, 78% confirmedeconomics → bias: 18 transfers, 78% confirmedsafety → rlhf: 18 transfers, 50% confirmedsecurity → lexical: 18 transfers, 72% confirmedvision → nlp: 18 transfers, 69% confirmedacoustics → classification: 18 transfers, 94% confirmedcross_domain_prediction → optimization: 18 transfers, 94% confirmedsecurity → engineering: 18 transfers, 100% confirmedtfidf → embedding: 18 transfers, 61% confirmedthermoelectric → electronics: 17 transfers, 100% confirmedmanufacturing → calibration: 17 transfers, 40% confirmedmeta_analysis → complexity: 17 transfers, 76% confirmedllm_general → calibration: 17 transfers, 82% confirmedbiology → biodiversity: 17 transfers, 76% confirmedllm_general → rlhf: 17 transfers, 88% confirmedauto → manufacturing: 17 transfers, 82% confirmedinformation_theory → complexity: 17 transfers, 88% confirmednlp → vision: 17 transfers, 88% confirmedpsychology → robustness: 17 transfers, 87% confirmedastronomy → classification: 17 transfers, 94% confirmedcross_domain_prediction → ecology: 17 transfers, 88% confirmedcross_domain_prediction → economics: 17 transfers, 88% confirmedeconomics → climate: 17 transfers, 94% confirmedmaterials_science → thermoelectric: 17 transfers, 75% confirmedmetrics_benchmarking → embedding: 17 transfers, 76% confirmedneural_networks → robustness: 17 transfers, 80% confirmedphysics → spectroscopy: 17 transfers, 93% confirmedvision → robustness: 16 transfers, 81% confirmedadversarial_ml → vision: 16 transfers, 80% confirmedauto → math: 16 transfers, 81% confirmedsignal_processing → robustness: 16 transfers, 53% confirmedbiology → calibration: 16 transfers, 69% confirmedchemistry → engineering: 16 transfers, 94% confirmedcognitive_science → compression: 16 transfers, 100% confirmedgraduated_scope → compression: 16 transfers, 100% confirmedoptics → compression: 16 transfers, 100% confirmeddeep_learning → vision: 16 transfers, 86% confirmedmetrics_benchmarking → safety: 16 transfers, 62% confirmedstatistics → compression: 16 transfers, 87% confirmedstatistics → physics: 15 transfers, 87% confirmedsecurity → cybersecurity: 15 transfers, 67% confirmedcalibration → complexity: 15 transfers, 86% confirmedai_governance → rl: 15 transfers, 67% confirmedadversarial_ml → classification: 15 transfers, 80% confirmedmedicine → regulatory: 15 transfers, 67% confirmedauto → fairness: 15 transfers, 93% confirmedmachine_learning → math: 15 transfers, 86% confirmedastrophysics → spectroscopy: 15 transfers, 86% confirmedbiology → economics: 15 transfers, 100% confirmedcosmology → physics: 15 transfers, 50% confirmedinterpretability → calibration: 15 transfers, 92% confirmedsignal_processing → classification: 15 transfers, 87% confirmedcalibration → interpretability: 14 transfers, 83% confirmedcomplex_systems → complexity: 14 transfers, 92% confirmedpsychology → economics: 14 transfers, 85% confirmedmachine_learning → safety: 14 transfers, 73% confirmedmeta_analysis → calibration: 14 transfers, 86% confirmedml_theory → math: 14 transfers, 79% confirmedagent_systems → biology: 14 transfers, 86% confirmedastronomy → spectroscopy: 14 transfers, 86% confirmedauto → psychology: 14 transfers, 57% confirmedbiology → climate: 14 transfers, 93% confirmedcognitive_science → calibration: 14 transfers, 79% confirmedcross_domain_prediction → neuroscience: 14 transfers, 100% confirmedmachine_learning → biology: 14 transfers, 85% confirmedmaterials_science → classification: 14 transfers, 83% confirmedmedicine → classification: 14 transfers, 57% confirmedmeta_analysis → physics: 14 transfers, 79% confirmedsecurity → optimization: 14 transfers, 85% confirmedml_theory → rlhf: 13 transfers, 85% confirmedneural_networks → complexity: 13 transfers, 85% confirmedbiology → bias: 13 transfers, 77% confirmedauto → lexical: 13 transfers, 92% confirmedchemistry → biology: 13 transfers, 92% confirmedllm_general → safety: 13 transfers, 69% confirmedmachine_learning → arithmetic: 13 transfers, 85% confirmedmedicine → calibration: 13 transfers, 82% confirmedmetrics_benchmarking → robustness: 13 transfers, 77% confirmednetwork_science → embedding: 13 transfers, 69% confirmedphysics → compression: 13 transfers, 85% confirmedauto → interpretability: 13 transfers, 69% confirmedauto → jailbreak: 13 transfers, 85% confirmedenzyme_kinetics → pharmacokinetics: 13 transfers, 73% confirmednetwork_science → bias: 13 transfers, 92% confirmedpsychology → rlhf: 13 transfers, 62% confirmedquantum_computing → optimization: 13 transfers, 83% confirmedregulatory → safety: 13 transfers, 92% confirmedtfidf → lexical: 13 transfers, 69% confirmedcalibration → automotive: 12 transfers, 55% confirmedfinance → calibration: 12 transfers, 91% confirmedastronomy → benchmark: 12 transfers, 100% confirmedensemble_methods → classification: 12 transfers, 46% confirmedoptimization → robustness: 12 transfers, 92% confirmedmaterials_science → chemistry: 12 transfers, 100% confirmedphysics → embedding: 12 transfers, 67% confirmedbiology → medicine: 12 transfers, 100% confirmedcognitive_science → sociology: 12 transfers, 100% confirmedllm_general → benchmark: 12 transfers, 75% confirmednetwork_science → complexity: 12 transfers, 92% confirmedai_governance → bias: 12 transfers, 75% confirmedauto → pharmacogenomics: 12 transfers, 55% confirmedbiochemistry → pharmacokinetics: 12 transfers, 100% confirmedbiochemistry → toxicology: 12 transfers, 100% confirmedcomplex_systems → infrastructure: 12 transfers, 92% confirmedcultural_evolution → bias: 12 transfers, 75% confirmedecology → microbiome: 12 transfers, 83% confirmedlegal_reasoning → compression: 12 transfers, 83% confirmedmathematics → math: 12 transfers, 83% confirmedmedicine → immunotherapy: 12 transfers, 100% confirmedneural_networks → vision: 12 transfers, 82% confirmedneuroscience → bias: 12 transfers, 92% confirmedneuroscience → climate: 12 transfers, 92% confirmedpharmacogenomics → calibration: 12 transfers, 42% confirmedsecurity → rlhf: 12 transfers, 83% confirmedsignal_processing → nlp: 12 transfers, 83% confirmedtfidf → security: 11 transfers, 73% confirmedcybersecurity → safety: 11 transfers, 80% confirmedbiology → chemistry: 11 transfers, 82% confirmedoptimization → engineering: 11 transfers, 82% confirmedbiophysics → complexity: 11 transfers, 73% confirmedai_governance → benchmark: 11 transfers, 70% confirmedauto → thermoelectric: 11 transfers, 82% confirmedbiology → optimization: 11 transfers, 90% confirmedfinance → climate: 11 transfers, 82% confirmedllm_general → complexity: 11 transfers, 82% confirmednetwork_science → classification: 11 transfers, 73% confirmednlp → tokenization: 11 transfers, 70% confirmedadversarial_ml → calibration: 11 transfers, 73% confirmedastrophysics → physics: 11 transfers, 73% confirmedauto → chemistry: 11 transfers, 73% confirmedauto → cybersecurity: 11 transfers, 100% confirmedbioenergetics → compression: 11 transfers, 100% confirmedchemistry → optimization: 11 transfers, 100% confirmedcross_domain_prediction → embedding: 11 transfers, 100% confirmedcross_domain_prediction → security: 11 transfers, 90% confirmeddim_reduction → embedding: 11 transfers, 82% confirmeddistributed_aggregation → coordination: 11 transfers, 91% confirmedensemble_methods → bias: 11 transfers, 64% confirmedensemble_methods → calibration: 11 transfers, 70% confirmedenzyme_kinetics → toxicology: 11 transfers, 89% confirmedinformation_theory → robustness: 11 transfers, 100% confirmedmeta_analysis → engineering: 11 transfers, 90% confirmedmeta_analysis → statistics: 11 transfers, 91% confirmedmetrics_benchmarking → classification: 11 transfers, 80% confirmedmetrics_benchmarking → jailbreak: 11 transfers, 64% confirmedmetrics_benchmarking → optimization: 11 transfers, 100% confirmedml_theory → physics: 11 transfers, 91% confirmedoptimization → complexity: 11 transfers, 73% confirmedpsychology → safety: 11 transfers, 64% confirmedsignal_processing → quantization: 11 transfers, 100% confirmedtfidf → vision: 11 transfers, 55% confirmedcalibration → physics: 10 transfers, 86% confirmedcosmology → calibration: 10 transfers, 80% confirmedsafety → calibration: 10 transfers, 100% confirmedfinance → bias: 10 transfers, 40% confirmedmachine_learning → fairness: 10 transfers, 90% confirmedoptimization → calibration: 10 transfers, 80% confirmedsafety → jailbreak: 10 transfers, 88% confirmedbiology → physics: 10 transfers, 89% confirmedbiophysics → regulatory: 10 transfers, 50% confirmedinjection_detection → bias: 10 transfers, 67% confirmedinjection_detection → rlhf: 10 transfers, 78% confirmedinterpretability → robustness: 10 transfers, 80% confirmedmedicine → engineering: 10 transfers, 80% confirmedmedicine → oncology: 10 transfers, 70% confirmednetwork_science → optimization: 10 transfers, 75% confirmedsecurity → complexity: 10 transfers, 100% confirmedagent_systems → physics: 10 transfers, 90% confirmedauto → cosmology: 10 transfers, 30% confirmedauto → ecology: 10 transfers, 100% confirmedauto → electronics: 10 transfers, 100% confirmedbiological_recovery → calibration: 10 transfers, 100% confirmedbiology → classification: 10 transfers, 60% confirmedcnc_machining → manufacturing: 10 transfers, 70% confirmedcomplex_systems → biology: 10 transfers, 100% confirmedcomplex_systems → climate: 10 transfers, 100% confirmedcomplex_systems → regulatory: 10 transfers, 100% confirmedcross_domain_prediction → quantization: 10 transfers, 100% confirmedcross_domain_prediction → rl: 10 transfers, 100% confirmedensemble_methods → robustness: 10 transfers, 40% confirmedfinance → healthcare: 10 transfers, 78% confirmedgraduated_scope → classification: 10 transfers, 100% confirmedinformation_theory → quantization: 10 transfers, 80% confirmedinjection_detection → statistics: 10 transfers, 44% confirmedllm_general → bias: 10 transfers, 70% confirmedmachine_learning → reliability: 10 transfers, 80% confirmedmaterials_science → manufacturing: 10 transfers, 80% confirmedmeta_analysis → safety: 10 transfers, 70% confirmedmetrics_benchmarking → rag: 10 transfers, 90% confirmednetwork_science → statistics: 10 transfers, 90% confirmedneuroscience → compression: 10 transfers, 100% confirmedneuroscience → robustness: 10 transfers, 80% confirmednlp → embedding: 10 transfers, 50% confirmedoptics → optimization: 10 transfers, 70% confirmedsafety → vision: 10 transfers, 70% confirmedsignal_processing → complexity: 10 transfers, 80% confirmedstatistics → finance: 10 transfers, 90% confirmedcalibration → security: 9 transfers, 50% confirmedmedicine → statistics: 9 transfers, 56% confirmedchemistry → electrochemistry: 9 transfers, 100% confirmedmathematics → physics: 9 transfers, 100% confirmedphysics → electronics: 9 transfers, 100% confirmedstatistics → security: 9 transfers, 88% confirmedauto → infrastructure: 9 transfers, 67% confirmedphysics → optics: 9 transfers, 100% confirmedsafety → rl: 9 transfers, 89% confirmedstatistics → reliability: 9 transfers, 78% confirmedbiology → neuroscience: 9 transfers, 100% confirmedcondensed_matter → engineering: 9 transfers, 78% confirmedinformation_theory → classification: 9 transfers, 89% confirmedmachine_learning → benchmark: 9 transfers, 56% confirmedml_theory → economics: 9 transfers, 78% confirmedml_theory → interpretability: 9 transfers, 89% confirmednlp → complexity: 9 transfers, 100% confirmedoptimization → bias: 9 transfers, 89% confirmedpaleontology → physics: 9 transfers, 86% confirmedpsychology → complexity: 9 transfers, 78% confirmedquantum_computing → hardware: 9 transfers, 89% confirmedadversarial_ml → complexity: 9 transfers, 78% confirmedauto → optics: 9 transfers, 78% confirmedbiomedical_informatics → calibration: 9 transfers, 88% confirmedchemistry → biochemistry: 9 transfers, 100% confirmedchemistry → complexity: 9 transfers, 78% confirmedcross_domain_prediction → cybersecurity: 9 transfers, 100% confirmeddeep_learning → robustness: 9 transfers, 67% confirmedepidemiology → climate: 9 transfers, 100% confirmedinformation_theory → nlp: 9 transfers, 100% confirmedmaterials_science → complexity: 9 transfers, 86% confirmedmaterials_science → coordination: 9 transfers, 75% confirmedmaterials_science → optimization: 9 transfers, 89% confirmedmedicine → optimization: 9 transfers, 78% confirmedml_theory → embedding: 9 transfers, 89% confirmedoptimization → nlp: 9 transfers, 56% confirmedphysics → reliability: 9 transfers, 67% confirmedsignal_processing → optimization: 9 transfers, 89% confirmedstatistics → safety: 9 transfers, 89% confirmedcalibration → manufacturing: 8 transfers, 83% confirmedquantization → calibration: 8 transfers, 38% confirmedcalibration → benchmark: 8 transfers, 75% confirmedoptics → radiology: 8 transfers, 62% confirmedmetabolomics → proteomics: 8 transfers, 75% confirmedadversarial_ml → optimization: 8 transfers, 100% confirmedcross_domain_prediction → finance: 8 transfers, 75% confirmedmathematics → complexity: 8 transfers, 75% confirmednetwork_science → calibration: 8 transfers, 50% confirmedneural_networks → compression: 8 transfers, 62% confirmedoptics → quantization: 8 transfers, 88% confirmedoptimization → vision: 8 transfers, 50% confirmedphysics → quantization: 8 transfers, 88% confirmedsecurity → compression: 8 transfers, 62% confirmedai_governance → optimization: 8 transfers, 62% confirmedauto → agriculture: 8 transfers, 29% confirmedbiomedical_informatics → classification: 8 transfers, 86% confirmedbiometric_authentication → calibration: 8 transfers, 43% confirmedbiophysics → bias: 8 transfers, 75% confirmedbiophysics → compression: 8 transfers, 62% confirmedbiophysics → optimization: 8 transfers, 88% confirmedcalibration → reliability: 8 transfers, 88% confirmedchemistry → toxicology: 8 transfers, 100% confirmedcognitive_science → economics: 8 transfers, 100% confirmedcomplex_systems → bias: 8 transfers, 88% confirmedcondensed_matter → superconductivity: 8 transfers, 88% confirmedcondensed_matter → thermoelectric: 8 transfers, 100% confirmedcross_domain_prediction → mathematics: 8 transfers, 100% confirmedcross_domain_prediction → vision: 8 transfers, 88% confirmeddistributed_aggregation → optimization: 8 transfers, 88% confirmedeconomics → safety: 8 transfers, 88% confirmedfinance → cybersecurity: 8 transfers, 100% confirmedimmunology → immunotherapy: 8 transfers, 88% confirmedmachine_learning → genomics: 8 transfers, 88% confirmedmaterials_science → calibration: 8 transfers, 75% confirmedmedicine → pharmacology: 8 transfers, 88% confirmedmeta_analysis → biology: 8 transfers, 100% confirmedmetrics_benchmarking → complexity: 8 transfers, 50% confirmedmetrics_benchmarking → nlp: 8 transfers, 50% confirmedmetrics_benchmarking → vision: 8 transfers, 50% confirmedml_theory → statistics: 8 transfers, 57% confirmedmotor_learning → physics: 8 transfers, 88% confirmednetwork_science → nlp: 8 transfers, 88% confirmedorganizational_behavior → calibration: 8 transfers, 38% confirmedsafety → finance: 8 transfers, 100% confirmedsignal_processing → bias: 8 transfers, 88% confirmedsocial_enforcement → coordination: 8 transfers, 75% confirmedstatistics → biology: 8 transfers, 100% confirmedstatistics → climate: 8 transfers, 100% confirmedthermoelectric → optimization: 8 transfers, 88% confirmedmedicine → nlp: 7 transfers, 50% confirmedcalibration → finance: 7 transfers, 67% confirmedcalibration → rl: 7 transfers, 86% confirmedoptimization → physics: 7 transfers, 71% confirmedsafety → security: 7 transfers, 100% confirmedphysics → acoustics: 7 transfers, 86% confirmedphysics → finance: 7 transfers, 71% confirmedauto → regulatory: 7 transfers, 71% confirmedbiology → interpretability: 7 transfers, 100% confirmedeconomics → statistics: 7 transfers, 29% confirmedadversarial_ml → security: 7 transfers, 71% confirmednlp → calibration: 7 transfers, 86% confirmedastrophysics → bias: 7 transfers, 86% confirmedcompression → embedding: 7 transfers, 50% confirmedcosmology → bias: 7 transfers, 86% confirmedcross_domain_prediction → coordination: 7 transfers, 100% confirmeddistributed_aggregation → robustness: 7 transfers, 86% confirmedecology → bias: 7 transfers, 71% confirmedeconomics → healthcare: 7 transfers, 86% confirmedfinance → compression: 7 transfers, 80% confirmedfinance → rl: 7 transfers, 43% confirmednetwork_science → physics: 7 transfers, 86% confirmedneural_networks → bias: 7 transfers, 67% confirmedneuroscience → classification: 7 transfers, 71% confirmedoptimization → quantization: 7 transfers, 100% confirmedagent_systems → security: 7 transfers, 100% confirmedai_governance → healthcare: 7 transfers, 57% confirmedai_governance → vision: 7 transfers, 86% confirmedatmospheric_science → climate: 7 transfers, 71% confirmedauto → arithmetic: 7 transfers, 83% confirmedauto → genomics: 7 transfers, 86% confirmedauto → healthcare: 7 transfers, 100% confirmedauto → medicine: 7 transfers, 57% confirmedauto → pharmacology: 7 transfers, 71% confirmedbiological_recovery → optimization: 7 transfers, 71% confirmedbiophysics → classification: 7 transfers, 86% confirmedbiophysics → robustness: 7 transfers, 50% confirmedcalibration → rag: 7 transfers, 71% confirmedcomplex_systems → calibration: 7 transfers, 86% confirmedcomplex_systems → cybersecurity: 7 transfers, 71% confirmedcross_domain_prediction → psychology: 7 transfers, 57% confirmedcross_domain_prediction → regulatory: 7 transfers, 100% confirmedcross_domain_prediction → statistics: 7 transfers, 86% confirmeddistributed_aggregation → biology: 7 transfers, 71% confirmeddistributed_aggregation → compression: 7 transfers, 86% confirmedeconomics → compression: 7 transfers, 83% confirmedfinance → classification: 7 transfers, 57% confirmedinformation_theory → calibration: 7 transfers, 83% confirmedlabel_noise → robustness: 7 transfers, 43% confirmedmachine_learning → jailbreak: 7 transfers, 71% confirmedmachine_learning → neuroscience: 7 transfers, 86% confirmedmachine_learning → tokenization: 7 transfers, 83% confirmedmeta_analysis → embedding: 7 transfers, 86% confirmedml_theory → coordination: 7 transfers, 57% confirmedmotor_learning → neuroscience: 7 transfers, 71% confirmedneural_networks → optimization: 7 transfers, 57% confirmedphysical_dynamics → physics: 7 transfers, 100% confirmedsafety → complexity: 7 transfers, 86% confirmedsignal_processing → compression: 7 transfers, 83% confirmedsocial_enforcement → rlhf: 7 transfers, 71% confirmedsocial_enforcement → safety: 7 transfers, 100% confirmedsoil_science → climate: 7 transfers, 100% confirmedsoil_science → physics: 7 transfers, 86% confirmedstatistics → fairness: 7 transfers, 83% confirmedtfidf → calibration: 7 transfers, 71% confirmedcalibration → pharmacogenomics: 6 transfers, 60% confirmedcalibration → electrochemistry: 6 transfers, 100% confirmedfairness → bias: 6 transfers, 83% confirmedcybersecurity → infrastructure: 6 transfers, 67% confirmedoptics → physics: 6 transfers, 83% confirmedelectronics → thermoelectric: 6 transfers, 100% confirmedpsychology → psychophysics: 6 transfers, 100% confirmedpsychophysics → psychology: 6 transfers, 67% confirmedelectrochemistry → calibration: 6 transfers, 83% confirmedmotor_learning → complexity: 6 transfers, 67% confirmedai_governance → complexity: 6 transfers, 83% confirmedmedicine → healthcare: 6 transfers, 100% confirmedai_governance → safety: 6 transfers, 83% confirmedbiophysics → engineering: 6 transfers, 100% confirmedcybersecurity → robustness: 6 transfers, 100% confirmedenergy_systems → safety: 6 transfers, 100% confirmedinterpretability → vision: 6 transfers, 100% confirmedmeta_analysis → robustness: 6 transfers, 83% confirmedml_theory → biology: 6 transfers, 100% confirmedmotor_learning → bias: 6 transfers, 100% confirmedphysics → hardware: 6 transfers, 67% confirmedsecurity → bias: 6 transfers, 67% confirmedsecurity → statistics: 6 transfers, 67% confirmedagent_systems → compression: 6 transfers, 83% confirmedagent_systems → optimization: 6 transfers, 83% confirmedai_governance → math: 6 transfers, 83% confirmedai_governance → robustness: 6 transfers, 83% confirmedastronomy → climate: 6 transfers, 100% confirmedauto → deliberation: 6 transfers, 67% confirmedauto → tokenization: 6 transfers, 100% confirmedbiology → immunotherapy: 6 transfers, 80% confirmedbiology → sociology: 6 transfers, 100% confirmedbiophysics → arithmetic: 6 transfers, 100% confirmedchemistry → pharmaceutical: 6 transfers, 80% confirmedcognitive_science → interpretability: 6 transfers, 83% confirmedcomplex_systems → security: 6 transfers, 83% confirmedcosmology → statistics: 6 transfers, 67% confirmedcross_domain_prediction → benchmark: 6 transfers, 100% confirmedcross_domain_prediction → jailbreak: 6 transfers, 83% confirmedcross_domain_prediction → medicine: 6 transfers, 67% confirmedcybersecurity → nlp: 6 transfers, 83% confirmeddefense_in_depth → security: 6 transfers, 60% confirmeddim_reduction → calibration: 6 transfers, 50% confirmeddim_reduction → vision: 6 transfers, 67% confirmeddistributed_aggregation → deliberation: 6 transfers, 83% confirmedeconomics → coordination: 6 transfers, 83% confirmedgenomics → complexity: 6 transfers, 100% confirmedgenomics → compression: 6 transfers, 100% confirmedgranular_flows → robustness: 6 transfers, 50% confirmedheterogeneous_catalysis → electrocatalysis: 6 transfers, 67% confirmedllm_general → logic: 6 transfers, 50% confirmedmathematics → optimization: 6 transfers, 80% confirmedmedicine → complexity: 6 transfers, 83% confirmedmeta_analysis → compression: 6 transfers, 100% confirmedmetabolomics → genomics: 6 transfers, 67% confirmedmetrics_benchmarking → bias: 6 transfers, 50% confirmedmetrics_benchmarking → physics: 6 transfers, 100% confirmedml_theory → fairness: 6 transfers, 83% confirmedmotor_learning → biology: 6 transfers, 100% confirmedneural_networks → calibration: 6 transfers, 83% confirmedneural_networks → rl: 6 transfers, 100% confirmedneuroscience → psychology: 6 transfers, 100% confirmedoptimization → classification: 6 transfers, 50% confirmedphysics → arithmetic: 6 transfers, 67% confirmedphysics → infrastructure: 6 transfers, 83% confirmedphysics → regulatory: 6 transfers, 100% confirmedpsychology → statistics: 6 transfers, 67% confirmedquantum_computing → chemistry: 6 transfers, 100% confirmedquantum_computing → complexity: 6 transfers, 67% confirmedquantum_computing → engineering: 6 transfers, 100% confirmedquantum_computing → statistics: 6 transfers, 83% confirmedregulatory → classification: 6 transfers, 67% confirmedsafety → classification: 6 transfers, 80% confirmedsignal_processing → calibration: 6 transfers, 100% confirmedsignal_processing → embedding: 6 transfers, 60% confirmedsoil_science → oceanography: 6 transfers, 50% confirmedstatistics → embedding: 6 transfers, 100% confirmedstatistics → engineering: 6 transfers, 33% confirmedtechnology_law → regulatory: 6 transfers, 83% confirmedtfidf → engineering: 6 transfers, 33% confirmedtime_series_forecasting → classification: 6 transfers, 33% confirmedtokenization → compression: 6 transfers, 83% confirmedcalibration → statistics: 5 transfers, 100% confirmedcalibration → psychology: 5 transfers, 100% confirmedsafety → cybersecurity: 5 transfers, 100% confirmedeconomics → psychology: 5 transfers, 100% confirmedcalibration → biology: 5 transfers, 40% confirmedelectronics → physics: 5 transfers, 80% confirmedgene_therapy → engineering: 5 transfers, 100% confirmedpaleoanthropology → paleontology: 5 transfers, 100% confirmedphysics → manufacturing: 5 transfers, 60% confirmedsuperconductivity → physics: 5 transfers, 80% confirmedcalibration → climate: 5 transfers, 60% confirmedstatistics → epidemiology: 5 transfers, 100% confirmedbiophysics → biology: 5 transfers, 80% confirmedembedding → nlp: 5 transfers, 75% confirmedml_theory → arithmetic: 5 transfers, 80% confirmedauto → rag: 5 transfers, 60% confirmedchemistry → physics: 5 transfers, 100% confirmedclinical_microbiology → bias: 5 transfers, 60% confirmedcross_domain_prediction → infrastructure: 5 transfers, 80% confirmedcross_domain_prediction → optics: 5 transfers, 100% confirmedcybersecurity → classification: 5 transfers, 100% confirmedcybersecurity → statistics: 5 transfers, 80% confirmedepidemiology → finance: 5 transfers, 100% confirmedfinance → biology: 5 transfers, 75% confirmedfinance → robustness: 5 transfers, 80% confirmedmathematics → classification: 5 transfers, 80% confirmedmedicine → climate: 5 transfers, 60% confirmedmedicine → radiology: 5 transfers, 80% confirmedneural_networks → classification: 5 transfers, 60% confirmedneural_networks → quantization: 5 transfers, 75% confirmedoptimization → benchmark: 5 transfers, 60% confirmedphysics → cosmology: 5 transfers, 80% confirmedpsychology → neuroscience: 5 transfers, 80% confirmedpsychophysics → neuroscience: 5 transfers, 80% confirmedsafety → bias: 5 transfers, 80% confirmedsignal_processing → security: 5 transfers, 80% confirmedsocial_enforcement → climate: 5 transfers, 80% confirmedstatistics → genomics: 5 transfers, 80% confirmedtransfer_learning → nlp: 5 transfers, 80% confirmedadversarial_ml → compression: 5 transfers, 100% confirmedadversarial_ml → rlhf: 5 transfers, 40% confirmedai_governance → fairness: 5 transfers, 60% confirmedart_history → bias: 5 transfers, 80% confirmedastronomy → chemistry: 5 transfers, 60% confirmedastrophysics → classification: 5 transfers, 100% confirmedauto → hardware: 5 transfers, 80% confirmedauto → psychophysics: 5 transfers, 50% confirmedauto → superconductivity: 5 transfers, 20% confirmedbiological_recovery → robustness: 5 transfers, 100% confirmedbiology → psychology: 5 transfers, 100% confirmedbiophysics → coordination: 5 transfers, 75% confirmedcalibration → ecology: 5 transfers, 100% confirmedcalibration → jailbreak: 5 transfers, 100% confirmedcognitive_science → biology: 5 transfers, 100% confirmedcomplex_systems → optimization: 5 transfers, 80% confirmedcontrol_theory → bias: 5 transfers, 100% confirmedcontrol_theory → robustness: 5 transfers, 80% confirmedcross_domain_prediction → deliberation: 5 transfers, 40% confirmedcross_domain_prediction → manufacturing: 5 transfers, 100% confirmedcybersecurity → vision: 5 transfers, 80% confirmeddeep_learning → calibration: 5 transfers, 40% confirmeddeepfake_detection → robustness: 5 transfers, 100% confirmeddict_methodology → bias: 5 transfers, 100% confirmeddim_reduction → nlp: 5 transfers, 40% confirmeddistributed_aggregation → physics: 5 transfers, 100% confirmedecology → infrastructure: 5 transfers, 100% confirmedenzyme_kinetics → engineering: 5 transfers, 80% confirmedepidemiology → chemistry: 5 transfers, 100% confirmedepidemiology → ecology: 5 transfers, 100% confirmedfuel_cell_membrane → physics: 5 transfers, 100% confirmedgenomics → physics: 5 transfers, 100% confirmedimage_forensics → compression: 5 transfers, 100% confirmedinformation_theory → optimization: 5 transfers, 80% confirmedinterpretability → engineering: 5 transfers, 100% confirmedinterpretability → sociology: 5 transfers, 100% confirmedlabel_noise → calibration: 5 transfers, 60% confirmedllm_general → classification: 5 transfers, 80% confirmedllm_general → jailbreak: 5 transfers, 80% confirmedmachine_learning → economics: 5 transfers, 100% confirmedmachine_learning → interpretability: 5 transfers, 80% confirmedmachine_learning → security: 5 transfers, 100% confirmedmedicine → biology: 5 transfers, 60% confirmedmeta_analysis → nlp: 5 transfers, 80% confirmedmetrics_benchmarking → lexical: 5 transfers, 100% confirmedmetrics_benchmarking → quantization: 5 transfers, 80% confirmedml_theory → engineering: 5 transfers, 75% confirmedmotor_learning → coordination: 5 transfers, 100% confirmednetwork_science → biology: 5 transfers, 60% confirmednetwork_science → ecology: 5 transfers, 100% confirmednetwork_science → finance: 5 transfers, 60% confirmednetwork_science → marketing: 5 transfers, 100% confirmedneuroscience → economics: 5 transfers, 80% confirmedneuroscience → regulatory: 5 transfers, 100% confirmednonlinear_dynamics → physics: 5 transfers, 60% confirmedpeer_review → calibration: 5 transfers, 60% confirmedphase_transitions → statistics: 5 transfers, 100% confirmedphysics → math: 5 transfers, 80% confirmedphysics → nlp: 5 transfers, 80% confirmedphysics → rl: 5 transfers, 80% confirmedphysics → vision: 5 transfers, 80% confirmedpsychology → fairness: 5 transfers, 60% confirmedpsychology → medicine: 5 transfers, 100% confirmedpsychology → rl: 5 transfers, 75% confirmedquantum_computing → classification: 5 transfers, 100% confirmedregulatory → pharmaceutical: 5 transfers, 80% confirmedreinforcement_learning → optimization: 5 transfers, 67% confirmedremote_sensing → classification: 5 transfers, 100% confirmedsatisfiability → optimization: 5 transfers, 60% confirmedsecurity → rag: 5 transfers, 80% confirmedsensor_fusion → robustness: 5 transfers, 75% confirmedsoil_science → chemistry: 5 transfers, 80% confirmedspeech_recognition → classification: 5 transfers, 80% confirmedspeech_recognition → nlp: 5 transfers, 80% confirmedstatistics → vision: 5 transfers, 80% confirmedtime_series_forecasting → embedding: 5 transfers, 75% confirmedtokenization → robustness: 5 transfers, 100% confirmedtolerance_scaling → manufacturing: 5 transfers, 80% confirmedurban_systems → infrastructure: 5 transfers, 80% confirmedvision → compression: 5 transfers, 80% confirmedinterpretability → optimization: 4 transfers, 100% confirmedcalibration → agriculture: 4 transfers, 50% confirmedinterpretability → neuroscience: 4 transfers, 100% confirmedeconomics → calibration: 4 transfers, 100% confirmedeconomics → manufacturing: 4 transfers, 67% confirmedcalibration → embedding: 4 transfers, 75% confirmeddeep_learning → complexity: 4 transfers, 100% confirmedfinance → regulatory: 4 transfers, 100% confirmedinterpretability → safety: 4 transfers, 100% confirmedsafety → nlp: 4 transfers, 100% confirmedadversarial_ml → embedding: 4 transfers, 50% confirmedadversarial_ml → statistics: 4 transfers, 75% confirmedagent_systems → rl: 4 transfers, 33% confirmedai_governance → rlhf: 4 transfers, 100% confirmedauto → rlhf: 4 transfers, 100% confirmedbiochemistry → engineering: 4 transfers, 100% confirmedcalibration → economics: 4 transfers, 100% confirmedcalibration → healthcare: 4 transfers, 33% confirmedchemistry → biophysics: 4 transfers, 100% confirmedcognitive_science → physics: 4 transfers, 50% confirmedcross_domain_prediction → genomics: 4 transfers, 100% confirmedcross_domain_prediction → sociology: 4 transfers, 100% confirmedcybersecurity → calibration: 4 transfers, 100% confirmedengineering → optimization: 4 transfers, 100% confirmedensemble_methods → complexity: 4 transfers, 100% confirmedllm_general → arithmetic: 4 transfers, 0% confirmedmaterials_science → optics: 4 transfers, 75% confirmedneuroscience → complexity: 4 transfers, 100% confirmednlp → robustness: 4 transfers, 75% confirmedpomdp → rl: 4 transfers, 100% confirmedpsychology → healthcare: 4 transfers, 75% confirmedsignal_processing → statistics: 4 transfers, 100% confirmedtfidf → optimization: 4 transfers, 100% confirmedadversarial_ml → jailbreak: 4 transfers, 100% confirmedadversarial_ml → rl: 4 transfers, 100% confirmedagent_systems → deliberation: 4 transfers, 100% confirmedagent_systems → engineering: 4 transfers, 75% confirmedai_governance → engineering: 4 transfers, 75% confirmedart_history → classification: 4 transfers, 75% confirmedart_history → mathematics: 4 transfers, 100% confirmedastrochemistry → chemistry: 4 transfers, 100% confirmedastronomy → bias: 4 transfers, 100% confirmedastronomy → optimization: 4 transfers, 100% confirmedastronomy → seismology: 4 transfers, 100% confirmedastrophysics → chemistry: 4 transfers, 100% confirmedauto → acoustics: 4 transfers, 75% confirmedauto → biochemistry: 4 transfers, 75% confirmedauto → bioinformatics: 4 transfers, 100% confirmedauto → epidemiology: 4 transfers, 75% confirmedauto → neuroscience: 4 transfers, 100% confirmedautonomous_vehicles → compression: 4 transfers, 25% confirmedbenchmark → calibration: 4 transfers, 100% confirmedbiochemistry → regulatory: 4 transfers, 75% confirmedbiochemistry → robustness: 4 transfers, 100% confirmedbioenergetics → robustness: 4 transfers, 75% confirmedbiology → agriculture: 4 transfers, 100% confirmedbiology → coordination: 4 transfers, 100% confirmedbiology → finance: 4 transfers, 100% confirmedbiology → metabolomics: 4 transfers, 67% confirmedbiology → nlp: 4 transfers, 100% confirmedbiology → safety: 4 transfers, 75% confirmedbiophysics → spectroscopy: 4 transfers, 100% confirmedcalibration → math: 4 transfers, 100% confirmedchemical_kinetics → electrochemistry: 4 transfers, 100% confirmedchemistry → combustion: 4 transfers, 100% confirmedchemistry → economics: 4 transfers, 100% confirmedcognitive_science → neuroscience: 4 transfers, 100% confirmedcognitive_science → psychology: 4 transfers, 100% confirmedcomplex_systems → classification: 4 transfers, 100% confirmedcomplex_systems → physics: 4 transfers, 100% confirmedcompression → robustness: 4 transfers, 100% confirmedcross_domain_prediction → astrophysics: 4 transfers, 100% confirmedcross_domain_prediction → auto: 4 transfers, 100% confirmedcross_domain_prediction → hardware: 4 transfers, 100% confirmedcross_domain_prediction → interpretability: 4 transfers, 100% confirmedcross_domain_prediction → mineralogy: 4 transfers, 100% confirmedcross_domain_prediction → neurorehabilitation: 4 transfers, 100% confirmedcross_domain_prediction → pharmacokinetics: 4 transfers, 100% confirmedcross_domain_prediction → reliability: 4 transfers, 100% confirmedcybersecurity → engineering: 4 transfers, 75% confirmeddeep_learning → optimization: 4 transfers, 100% confirmeddefense_in_depth → calibration: 4 transfers, 75% confirmeddiffusion_models → statistics: 4 transfers, 33% confirmeddim_reduction → safety: 4 transfers, 75% confirmeddistributed_aggregation → calibration: 4 transfers, 50% confirmeddistributed_systems → deliberation: 4 transfers, 75% confirmedecology → robustness: 4 transfers, 75% confirmedeconomics → defi: 4 transfers, 100% confirmedenergy_systems → infrastructure: 4 transfers, 75% confirmedensemble_methods → safety: 4 transfers, 75% confirmedenzyme_kinetics → pharmacology: 4 transfers, 75% confirmedepidemiology → bias: 4 transfers, 100% confirmedevolutionary_computation → biotechnology: 4 transfers, 50% confirmedfairness → optimization: 4 transfers, 100% confirmedfinance → optimization: 4 transfers, 75% confirmedgenomics → bias: 4 transfers, 100% confirmedgraduated_scope → auto: 4 transfers, 100% confirmedimage_forensics → complexity: 4 transfers, 50% confirmedinformation_theory → physics: 4 transfers, 75% confirmedinformation_theory → security: 4 transfers, 100% confirmedinformation_theory → vision: 4 transfers, 75% confirmedinjection_detection → rag: 4 transfers, 50% confirmedinjection_detection → tokenization: 4 transfers, 100% confirmedlegal_reasoning → complexity: 4 transfers, 75% confirmedlinear_algebra → calibration: 4 transfers, 100% confirmedllm_general → nlp: 4 transfers, 25% confirmedllm_general → quantization: 4 transfers, 75% confirmedllm_general → robustness: 4 transfers, 75% confirmedmachine_learning → chemistry: 4 transfers, 67% confirmedmachine_learning → climate: 4 transfers, 100% confirmedmaterials_science → chromatography: 4 transfers, 100% confirmedmaterials_science → pharmaceutical: 4 transfers, 75% confirmedmaterials_science → reliability: 4 transfers, 100% confirmedmaterials_science → robustness: 4 transfers, 100% confirmedmaterials_science → superconductivity: 4 transfers, 75% confirmedmathematics → biology: 4 transfers, 100% confirmedmathematics → nlp: 4 transfers, 100% confirmedmedicine → genomics: 4 transfers, 75% confirmedmedicine → pharmacokinetics: 4 transfers, 75% confirmedmetrics_benchmarking → fairness: 4 transfers, 75% confirmedmetrics_benchmarking → security: 4 transfers, 75% confirmedml_theory → genomics: 4 transfers, 67% confirmedml_theory → reliability: 4 transfers, 50% confirmedmotor_imagery_bci → classification: 4 transfers, 75% confirmedmotor_learning → calibration: 4 transfers, 75% confirmedmotor_learning → nlp: 4 transfers, 100% confirmedmotor_learning → robustness: 4 transfers, 50% confirmednetwork_science → climate: 4 transfers, 100% confirmednetwork_science → reliability: 4 transfers, 100% confirmednetwork_science → vision: 4 transfers, 100% confirmedneuroscience → ecology: 4 transfers, 100% confirmedneuroscience → medicine: 4 transfers, 100% confirmedneuroscience → optimization: 4 transfers, 50% confirmedneuroscience → rl: 4 transfers, 25% confirmedoptics → engineering: 4 transfers, 75% confirmedoptimization → chemistry: 4 transfers, 75% confirmedoptimization → embedding: 4 transfers, 75% confirmedoptimization → safety: 4 transfers, 50% confirmedorigin_of_life → chemistry: 4 transfers, 50% confirmedpaleontology → bias: 4 transfers, 67% confirmedpaleontology → ecology: 4 transfers, 100% confirmedpaleontology → statistics: 4 transfers, 100% confirmedpharmacogenomics → optimization: 4 transfers, 75% confirmedphase_transitions → calibration: 4 transfers, 100% confirmedpsychology → climate: 4 transfers, 100% confirmedremote_sensing → calibration: 4 transfers, 75% confirmedrl → calibration: 4 transfers, 100% confirmedseismology → classification: 4 transfers, 100% confirmedsensor_fusion → coordination: 4 transfers, 67% confirmedsignal_processing → vision: 4 transfers, 75% confirmedsocial_enforcement → complexity: 4 transfers, 75% confirmedsocial_enforcement → psychology: 4 transfers, 75% confirmedsocial_enforcement → regulatory: 4 transfers, 100% confirmedsoil_science → biology: 4 transfers, 50% confirmedsoil_science → biophysics: 4 transfers, 75% confirmedsoil_science → engineering: 4 transfers, 100% confirmedstatistical_mechanics → physics: 4 transfers, 100% confirmedstatistics → arithmetic: 4 transfers, 100% confirmedstatistics → benchmark: 4 transfers, 75% confirmedstatistics → quantization: 4 transfers, 100% confirmedstochastic_thermodynamics → optimization: 4 transfers, 67% confirmedsupply_chain → logistics: 4 transfers, 100% confirmedsupply_chain → manufacturing: 4 transfers, 50% confirmedtemperature_analysis → climate: 4 transfers, 100% confirmedscored transfers along the edge (log scale)
Fig. 3 Every routing edge with ≥2 scored transfers (900 edges): the more transfers an edge has carried (→), against how often they confirmed (↑). Turquoise points cross communities; grey stay inside one. Point area scales with transfer volume. The 740 lightest edges are not drawn.
Heaviest cross-domain flows
SourceTargetTransfers
machine_learning→auto401intra
cross_domain_prediction→auto320cross
cross_domain_prediction→network_science289cross
network_science→auto281cross
cross_domain_prediction→machine_learning265cross
statistics→auto228cross
ml_theory→auto216intra
auto→machine_learning200intra
physics→auto187cross
auto→network_science180cross
cross_domain_prediction→statistics180cross
cross_domain_prediction→complex_systems177intra
cross_domain_prediction→ml_theory152cross
cross_domain_prediction→physics150cross
cross_domain_prediction→biology146cross
auto→statistics139cross
Highest-confirming edges ≥3 scored transfers
EdgenConfirmNovel
chemistry → pharmacology53100%0%
cross_domain_prediction → engineering31100%100%
interpretability → compression29100%0%
cross_domain_prediction → climate28100%71%
injection_detection → compression26100%—
auto → climate25100%100%
security → calibration24100%26%
biology → ecology23100%91%
chemistry → electrocatalysis23100%—
calibration → compression19100%0%
cross_domain_prediction → safety19100%100%
security → engineering18100%0%

Coverage: 3,102 of 5,560 edges carry transfer events; 3,054 have scored outcomes; 0 are centroid-fallback attributions only.4

§5 Epistemic yield

Traffic is spend; promoted claims are the return. Which domains convert experiments into knowledge that survives independent retest and adversarial attack?

established 140 replicated 58 disputed 1,303 candidates 26,158 attack survival 47% (1,207 narrowed, neutral)
Domains by promoted claims yield = (EST+REP) per 1,000 experiments
DomainEstRepDispCandExpsYield
physics153281,6916,3132.9
network_science106811,5087,0272.3
statistics104371,1554,7453.0
machine_learning9101052,1129,2672.1
auto94182,80412,2991.1
astrophysics90019255016.4
medicine8378732,9013.8
astronomy70116441716.8
ml_theory51561,0084,8151.2
psychology50103239615.2
optimization41143481,9782.5
biology30377053,4700.9
Attack outcomes by domain survival = survived ÷ (survived + broken)
DomainSurvivedNarrowedBrokenSurvival
machine_learning341314642%
statistics341273549%
network_science321074641%
physics331242458%
auto34714145%
complex_systems7481237%
medicine1938773%
optimization840562%
ml_theory14271156%
cross_domain_prediction8241436%
biology6231038%
materials_science429544%

Non-meta science claims only. ESTABLISHED requires ≥1 independent retest and surviving an adversarial attack; DISPUTED claims have an active arbitration path. Attack outcomes are a trichotomy — NARROWED is deliberately neutral and never counts toward either pole.6

§6 Graph structure

Structural constants
Edge density7.77%
Global clustering coefficient0.2773
Routing modularity (Q)0.214
Reciprocated routing pairs43.6%
Self-loops (in-domain follow-ups)0
Traffic Gini / experiment Gini0.774 / 0.759
Hub dependency (traffic touching hubs)15.23%
Worker results / synthesis outputs84,060 / 19,996
100%10%1%1101001,000routing traffic per domain (log) — share of domains with at least that much (log)
Fig. 4 Traffic distribution (complementary CDF, log–log). Heavy-tailed — a few giant domains, a long working tail. The log–log CCDF is convex, not a straight line: a Clauset MLE fit finds at best a truncated tail (α≈1.6 above traffic≈22, ~70% of 267 domains) — not the straight power law an eyeball suggests.

Method notes

  1. Communities are detected by greedy modularity optimisation (Clauset–Newman–Moore style) on the routing graph itself. They group domains that exchange inquiry, not domains that share a textbook shelf — a domain can sit in a “medical” community purely because it trades follow-up questions with medical domains.
  2. An edge s → t aggregates routing events in which work in s queued follow-up inquiry in t (queue additions, transfer suggestions); its weight is the event count. Sources: prometheus.db and the classifier routing logs.
  3. Verdicts come from worker hypothesis_supported flags: confirmed / refuted / unknown. Confirm rates exclude unknowns.
  4. Transfer outcomes are counted per edge where transfer evidence was recorded; confirm rate = confirmed ÷ (confirmed + refuted). Centroid-fallback edges are attribution guesses and carry no scored outcomes.
  5. Raw confidence is what workers self-report (hard-capped at 0.85 by the write path); calibrated confidence re-prices results against historical outcome frequencies. Averages are weighted by per-domain result volume.
  6. Claim tiers are the promotion ladder: CANDIDATE → REPLICATED (≥1 independent retest) → ESTABLISHED (survives an adversarial replication attack). DISPUTED claims carry live contradictions and an active arbitration path. Attack outcomes are a trichotomy — survived / narrowed / broken; a NARROWED result is a partial break that spawns a boundary-mapping question and deliberately counts toward neither pole, so survival rate is survived ÷ (survived + broken). Meta-claims (self-measurement) are excluded.
  7. Gini coefficient: 0 = perfectly even attention, 1 = a single domain holds everything. Computed exactly over per-domain values.
  8. Fruchterman–Reingold force embedding with community-ring seeding and overlap relaxation, computed in Python at report-build time (seed 42). No JavaScript layout engine, no CDN — the file is fully self-contained and works offline.
  9. A hub is any domain holding >5% of total experiments.
  10. Momentum counts experiments whose start time falls in the trailing 7 / 30 days at export-build time; heat is the 7-day count as a share of the domain's lifetime experiments — high heat marks a young or resurgent domain, low heat a legacy stock.
PROMETHEUS · autonomous mechanism-discovery loop · report generated 14 July 2026, 23:30 UTC
prometheus.db: experiments (141586), worker_results (84060), synthesis_outputs (19996), transfer_tracking (48115)
single file · no external requests · 268 domains · 5,560 edges · regenerate: python update_topology_html.py
companion plates: the topology in three dimensions · what the system found — the discovery shelf