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 9 July 2026, 04:25 UTC 262 domains 5,210 directed edges 131,036 experiments 14 communities

Prometheus has routed 131,036 experiments across 262 research domains — 20,093 of them in the last seven days10 — joined by 5,210 directed routing edges2 — 7.62% of all possible connections, organised into 14 communities detected from inquiry flow alone.1 Alongside the routing graph, 40,070 cross-domain transfer events and 19,979 synthesis outputs have been tracked.

Attention is heavily concentrated (traffic Gini 0.777): the 3 hub domains9 — machine_learning, auto, network_science — hold 18.39% of all experiments. 162 domains are net exporters of inquiry, 97 net importers, and 44% of routing relationships run in both directions. The busiest bridge between communities is calibration (betweenness 0.080), which is also the strongest influence sink — everything routes through it.

Where transfers carry scored outcomes (16,106 verdicts on 2,820 edges4), they confirm at 82%, 8 points above the 74% 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 0.11 — the loop discounts its own optimism by 7.1×.5

The epistemic ladder6 currently holds 172 established and 75 replicated claims, with 1,283 in dispute and 21,683 candidates awaiting independent retest; statistics leads the promoted tiers with 18 established claims. Under adversarial attack, claims survive at 47% (324 survived, 370 broken; 1,185 narrowed — partial breaks that spawn boundary questions rather than verdicts).

131,036
Experiments
20,093 in the last 7 days
262
Domains
14 communities
5,210
Routing edges
7.62% of possible · 44% reciprocated
40,070
Transfer events
2,863 edges carry transfers
82%
Transfer confirm rate
base rate 74%
0.77
Traffic Gini
experiment Gini 0.76
18.39%
In hub domains
3 hubs · clustering 0.2791
172 / 75
Established / Replicated
1,283 disputed

§1 The routing graph

size
labels
scroll to zoom · drag to pan · click a node to inspect
Auto 26Machine Learning 28Cross Domain Prediction 25Ml Theory 25Physics 34Network Science 18Biology 30Injection Detection 16Materials Science 22Metrics Benchmarking 4Chemistry 16Agent Systems 10Finance 5Metabolomics 3 all · none
Fig. 1 262 domains, drawn with the 1,500 heaviest of 4,764 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.

AMLCDPMTPNSBIDMSMBCASFM
AutoA
Machine LearningML
Cross Domain PredictionCDP
Ml TheoryMT
PhysicsP
Network ScienceNS
BiologyB
Injection DetectionID
Materials ScienceMS
Metrics BenchmarkingMB
ChemistryC
Agent SystemsAS
FinanceF
MetabolomicsM
Fig. 2 Community-to-community routing weight, log-shaded (deepest cell = 1,761 routing weight). Hover any cell for exact values.
Communities by experiment volume click headers to sort
CommunityDomainsExperimentsShare RetentionConfirmLargest members
Auto2621,477 16.4%14%73%auto, statistics, calibration, pharmacogenomics…
Machine Learning2818,283 14.0%22%71%machine_learning, nlp, optimization, llm_general…
Cross Domain Prediction2514,872 11.3%17%80%cross_domain_prediction, complex_systems, biophysics, interpretability…
Ml Theory2514,436 11.0%17%70%ml_theory, meta_analysis, ensemble_methods, neuroscience…
Physics3413,931 10.6%28%76%physics, soil_science, quantum_computing, physical_dynamics…
Network Science1810,876 8.3%14%71%network_science, adversarial_ml, epidemiology, infrastructure…
Biology3010,621 8.1%22%77%biology, medicine, ecology, regulatory…
Injection Detection1610,208 7.8%20%76%injection_detection, security, cybersecurity, safety…
Materials Science226,280 4.8%21%71%materials_science, manufacturing, engineering, protein_structure…
Metrics Benchmarking43,672 2.8%6%65%metrics_benchmarking, benchmark, astronomy, code_analysis
Chemistry163,246 2.5%18%82%chemistry, pharmacology, biochemistry, stochastic_thermodynamics…
Agent Systems101,908 1.5%14%63%agent_systems, organizational_behavior, sensor_fusion, distributed_aggregation…
Finance51,139 0.9%10%68%finance, financial_trading, defi, market_microstructure…
Metabolomics386 0.1%14%65%metabolomics, proteomics, glycobiology

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
1calibration0.0801connector
2robustness0.0285pathway
3physics0.0252pathway
4bias0.0246pathway
5complexity0.0217pathway
6optimization0.0211pathway
7biology0.0163pathway
8cross_domain_prediction0.0142pathway
9compression0.0131pathway
10classification0.0121pathway
11statistics0.0095peripheral
12chemistry0.0077peripheral
Influence sinks — PageRank
#DomainPageRank
1calibration0.04972
2robustness0.04213
3machine_learning0.03546
4cross_domain_prediction0.03279
5nlp0.02925
6bias0.02624
7complexity0.02603
8classification0.02569
9physics0.02335
10compression0.02260
11optimization0.02227
12auto0.01811
Volume — experiments ★ hub
#DomainExpsShare
1machine_learning ★8,9256.8%
2auto ★8,3516.4%
3network_science ★6,8165.2%
4cross_domain_prediction6,2274.8%
5physics5,8514.5%
6statistics4,5973.5%
7ml_theory4,1153.1%
8injection_detection4,0593.1%
9materials_science3,4252.6%
10biology3,4012.6%
11medicine2,8182.2%
12metrics_benchmarking2,5992.0%
Flow imbalance net = out − in
DomainNetout / in
net exporters
auto+1,6172,132 / 515
machine_learning+1,2932,104 / 811
injection_detection+400602 / 202
calibration+3972,346 / 1,949
ml_theory+395862 / 467
physics+3611,062 / 701
net importers
robustness-1,166461 / 1,627
classification-859171 / 1,030
nlp-756255 / 1,011
complexity-689279 / 968
compression-556434 / 990
vision-51294 / 606
Momentum — last 7 days heat = share of lifetime10
Domain7d30dHeat
auto6,1758,35074%
machine_learning1,1258,68113%
physics1,1144,86919%
network_science8866,77213%
ml_theory7093,99517%
statistics5354,45012%
medicine4022,25714%
soil_science3281,00730%
security3111,92815%
cross_domain_prediction2744,9634%
psychology26187130%
quantization23857441%

§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 74%transfer mean 82%auto → calibration: 408 transfers, 71% confirmedmachine_learning → calibration: 305 transfers, 78% confirmedmachine_learning → robustness: 245 transfers, 78% confirmedmachine_learning → nlp: 241 transfers, 86% confirmedauto → compression: 182 transfers, 84% confirmedauto → robustness: 174 transfers, 77% confirmedmachine_learning → optimization: 161 transfers, 80% confirmedmachine_learning → vision: 158 transfers, 78% confirmedmachine_learning → complexity: 156 transfers, 84% confirmedmachine_learning → classification: 150 transfers, 85% confirmednetwork_science → robustness: 137 transfers, 77% confirmedml_theory → calibration: 132 transfers, 75% confirmedmachine_learning → rl: 130 transfers, 77% confirmedstatistics → calibration: 124 transfers, 80% confirmedauto → classification: 121 transfers, 82% confirmedinjection_detection → jailbreak: 118 transfers, 81% confirmedauto → nlp: 109 transfers, 82% confirmedchemistry → pharmacokinetics: 108 transfers, 99% confirmedstatistics → bias: 105 transfers, 92% confirmedmachine_learning → bias: 104 transfers, 80% confirmednetwork_science → infrastructure: 98 transfers, 75% confirmedcross_domain_prediction → compression: 94 transfers, 97% confirmedpsychology → bias: 92 transfers, 73% confirmedauto → complexity: 90 transfers, 86% confirmedauto → bias: 85 transfers, 82% confirmedauto → optimization: 85 transfers, 79% confirmedstatistics → robustness: 80 transfers, 88% confirmedml_theory → robustness: 79 transfers, 81% confirmedcalibration → robustness: 75 transfers, 82% confirmedmachine_learning → quantization: 74 transfers, 64% confirmedcross_domain_prediction → robustness: 72 transfers, 96% confirmedinformation_theory → compression: 70 transfers, 85% confirmedauto → security: 70 transfers, 80% confirmedauto → quantization: 69 transfers, 66% confirmedml_theory → vision: 69 transfers, 88% confirmedml_theory → quantization: 66 transfers, 76% confirmedcross_domain_prediction → physics: 66 transfers, 89% confirmedphysics → thermoelectric: 65 transfers, 87% confirmedphysics → biology: 60 transfers, 91% confirmedcross_domain_prediction → complexity: 60 transfers, 92% confirmedinjection_detection → robustness: 59 transfers, 86% confirmedinjection_detection → security: 59 transfers, 79% confirmedinjection_detection → safety: 58 transfers, 76% confirmedml_theory → complexity: 58 transfers, 76% confirmedauto → vision: 58 transfers, 80% confirmedml_theory → optimization: 58 transfers, 82% confirmedadversarial_ml → robustness: 57 transfers, 69% confirmedmachine_learning → compression: 56 transfers, 88% confirmedcalibration → optimization: 56 transfers, 71% confirmedauto → embedding: 55 transfers, 87% confirmedml_theory → compression: 55 transfers, 82% confirmedcross_domain_prediction → biology: 55 transfers, 91% confirmedmotor_learning → optimization: 55 transfers, 82% confirmedml_theory → classification: 54 transfers, 91% confirmedml_theory → nlp: 54 transfers, 84% confirmedchemistry → pharmacology: 54 transfers, 100% confirmedauto → automotive: 52 transfers, 78% confirmedcross_domain_prediction → calibration: 51 transfers, 90% confirmedinjection_detection → classification: 51 transfers, 87% confirmedphysics → chemistry: 50 transfers, 83% confirmedstatistics → classification: 49 transfers, 80% confirmedml_theory → bias: 49 transfers, 71% confirmedinjection_detection → nlp: 48 transfers, 73% confirmedadversarial_ml → nlp: 45 transfers, 88% confirmedcalibration → nlp: 44 transfers, 87% confirmedbiology → compression: 43 transfers, 95% confirmedphysics → statistics: 42 transfers, 80% confirmedphysics → engineering: 41 transfers, 78% confirmedcross_domain_prediction → classification: 41 transfers, 85% confirmedphysics → robustness: 41 transfers, 88% confirmedcross_domain_prediction → nlp: 41 transfers, 92% confirmedpsychology → calibration: 40 transfers, 86% confirmedmotor_learning → rl: 40 transfers, 79% confirmedauto → physics: 39 transfers, 84% confirmedauto → safety: 39 transfers, 92% confirmedphysics → optimization: 38 transfers, 82% confirmedcomplex_systems → compression: 38 transfers, 97% confirmedbiology → regulatory: 38 transfers, 69% confirmedsecurity → robustness: 37 transfers, 78% confirmedecology → biodiversity: 36 transfers, 60% confirmedphysics → calibration: 35 transfers, 82% confirmedsecurity → classification: 34 transfers, 94% confirmedcalibration → bias: 33 transfers, 69% confirmedcalibration → classification: 33 transfers, 75% confirmedphysics → coordination: 33 transfers, 59% confirmedsecurity → jailbreak: 33 transfers, 78% confirmedmedicine → bias: 32 transfers, 78% confirmedml_theory → rl: 32 transfers, 81% confirmedmaterials_science → engineering: 31 transfers, 90% confirmedsafety → robustness: 31 transfers, 86% confirmedphysics → bias: 31 transfers, 80% confirmedcross_domain_prediction → engineering: 31 transfers, 100% confirmedphysics → benchmark: 31 transfers, 93% confirmedmachine_learning → statistics: 30 transfers, 88% confirmedreinforcement_learning → rl: 30 transfers, 70% confirmedsecurity → safety: 30 transfers, 62% confirmednetwork_science → compression: 30 transfers, 93% confirmedecology → climate: 30 transfers, 83% confirmedauto → engineering: 30 transfers, 87% confirmedinterpretability → compression: 29 transfers, 100% confirmedmedicine → safety: 28 transfers, 79% confirmedcomplex_systems → coordination: 28 transfers, 81% confirmedcross_domain_prediction → climate: 28 transfers, 100% confirmedbiology → robustness: 28 transfers, 75% confirmedeconomics → regulatory: 28 transfers, 78% confirmedmetrics_benchmarking → benchmark: 28 transfers, 86% confirmedauto → coordination: 28 transfers, 71% confirmedcalibration → safety: 27 transfers, 85% confirmedstatistics → complexity: 27 transfers, 73% confirmedsecurity → vision: 27 transfers, 92% confirmedmeta_analysis → bias: 26 transfers, 100% confirmedoptimization → rl: 26 transfers, 72% confirmedinjection_detection → compression: 26 transfers, 100% confirmedmachine_learning → engineering: 26 transfers, 96% confirmedevolutionary_computation → optimization: 25 transfers, 60% confirmedbiology → engineering: 25 transfers, 82% confirmedinjection_detection → lexical: 25 transfers, 73% confirmednetwork_science → regulatory: 25 transfers, 96% confirmedcalibration → vision: 24 transfers, 61% confirmedsecurity → nlp: 24 transfers, 74% confirmedauto → rl: 24 transfers, 92% confirmedcognitive_science → bias: 24 transfers, 61% confirmedcross_domain_prediction → math: 24 transfers, 96% confirmedsecurity → calibration: 23 transfers, 100% confirmedastronomy → calibration: 23 transfers, 90% confirmedbiology → ecology: 23 transfers, 100% confirmedcross_domain_prediction → bias: 23 transfers, 96% confirmedinjection_detection → calibration: 23 transfers, 82% confirmedauto → climate: 23 transfers, 100% confirmedinjection_detection → vision: 23 transfers, 86% confirmedmachine_learning → physics: 23 transfers, 81% confirmedphysics → complexity: 23 transfers, 91% confirmedcybersecurity → security: 22 transfers, 68% confirmedphysics → superconductivity: 22 transfers, 55% confirmedstatistics → nlp: 22 transfers, 95% confirmednlp → classification: 22 transfers, 83% confirmedmedicine → microbiome: 22 transfers, 81% confirmedmetrics_benchmarking → calibration: 22 transfers, 59% confirmedchemistry → electrocatalysis: 22 transfers, 100% confirmedcross_domain_prediction → chemistry: 22 transfers, 91% confirmedinjection_detection → complexity: 22 transfers, 95% confirmedllm_general → vision: 22 transfers, 86% confirmedmaterials_science → physics: 22 transfers, 73% confirmedphysics → climate: 22 transfers, 86% confirmedauto → statistics: 21 transfers, 75% confirmedbiology → complexity: 21 transfers, 90% confirmedsocial_enforcement → bias: 21 transfers, 70% confirmedauto → biology: 21 transfers, 85% confirmedmeta_analysis → complexity: 20 transfers, 80% confirmedstatistics → optimization: 20 transfers, 84% confirmedcognitive_science → complexity: 20 transfers, 79% confirmedmeta_analysis → calibration: 20 transfers, 75% confirmedinjection_detection → engineering: 20 transfers, 90% confirmedagent_systems → coordination: 20 transfers, 68% confirmedoptics → rl: 19 transfers, 67% confirmedcalibration → compression: 19 transfers, 100% confirmedcomplex_systems → robustness: 19 transfers, 83% confirmedinjection_detection → embedding: 19 transfers, 72% confirmedsecurity → embedding: 19 transfers, 68% confirmedauto → economics: 19 transfers, 79% confirmedbiology → microbiome: 19 transfers, 79% confirmedllm_general → rl: 18 transfers, 72% confirmedmeta_analysis → classification: 18 transfers, 81% confirmedquantum_computing → physics: 18 transfers, 78% confirmedsecurity → lexical: 18 transfers, 72% confirmedacoustics → classification: 18 transfers, 94% confirmedadversarial_ml → safety: 18 transfers, 61% confirmedllm_general → math: 18 transfers, 71% confirmedml_theory → safety: 18 transfers, 83% confirmedthermoelectric → electronics: 17 transfers, 100% confirmedcalibration → fairness: 17 transfers, 94% confirmedeconomics → bias: 17 transfers, 76% confirmedastronomy → classification: 17 transfers, 94% confirmedauto → finance: 17 transfers, 65% confirmedcross_domain_prediction → economics: 17 transfers, 88% confirmedmachine_learning → embedding: 17 transfers, 71% confirmedmaterials_science → thermoelectric: 17 transfers, 75% confirmedmeta_analysis → compression: 17 transfers, 100% confirmedmetrics_benchmarking → embedding: 17 transfers, 76% confirmedphysics → spectroscopy: 17 transfers, 93% confirmedcalibration → quantization: 16 transfers, 88% confirmedbiology → calibration: 16 transfers, 69% confirmedcognitive_science → compression: 16 transfers, 100% confirmedgraduated_scope → compression: 16 transfers, 100% confirmedoptics → compression: 16 transfers, 100% confirmedvision → nlp: 16 transfers, 79% confirmedcross_domain_prediction → ecology: 16 transfers, 88% confirmedcross_domain_prediction → optimization: 16 transfers, 93% confirmedcross_domain_prediction → safety: 16 transfers, 100% confirmedeconomics → climate: 16 transfers, 93% confirmedmetrics_benchmarking → safety: 16 transfers, 62% confirmedstatistics → compression: 16 transfers, 87% confirmedtemperature_analysis → calibration: 16 transfers, 93% confirmedstatistics → physics: 15 transfers, 87% confirmedcalibration → complexity: 15 transfers, 79% confirmedllm_general → calibration: 15 transfers, 80% confirmedadversarial_ml → vision: 15 transfers, 86% confirmednetwork_science → coordination: 15 transfers, 80% confirmedauto → reliability: 15 transfers, 87% confirmedchemistry → engineering: 15 transfers, 93% confirmedmachine_learning → math: 15 transfers, 86% confirmedmedicine → regulatory: 15 transfers, 67% confirmedsignal_processing → robustness: 15 transfers, 43% confirmedastrophysics → spectroscopy: 15 transfers, 86% confirmedbiology → biodiversity: 15 transfers, 73% confirmedbiology → economics: 15 transfers, 100% confirmedcross_domain_prediction → neuroscience: 15 transfers, 100% confirmedinterpretability → calibration: 15 transfers, 92% confirmedsecurity → engineering: 15 transfers, 100% confirmedsignal_processing → classification: 15 transfers, 87% confirmedcomplex_systems → complexity: 14 transfers, 92% confirmedauto → manufacturing: 14 transfers, 86% confirmedinformation_theory → complexity: 14 transfers, 93% confirmedmachine_learning → safety: 14 transfers, 73% confirmednlp → vision: 14 transfers, 92% confirmedagent_systems → biology: 14 transfers, 86% confirmedastronomy → spectroscopy: 14 transfers, 86% confirmedbiology → climate: 14 transfers, 93% confirmedcognitive_science → calibration: 14 transfers, 79% confirmeddeep_learning → vision: 14 transfers, 83% confirmedmachine_learning → biology: 14 transfers, 85% confirmedmaterials_science → classification: 14 transfers, 83% confirmedmedicine → classification: 14 transfers, 57% confirmedmeta_analysis → physics: 14 transfers, 79% confirmedml_theory → math: 14 transfers, 79% confirmedneural_networks → robustness: 14 transfers, 75% confirmedphysics → classification: 14 transfers, 100% confirmedcalibration → interpretability: 13 transfers, 83% confirmedsafety → calibration: 13 transfers, 100% confirmedensemble_methods → classification: 13 transfers, 50% confirmedoptimization → robustness: 13 transfers, 92% confirmedchemistry → biology: 13 transfers, 92% confirmedmetrics_benchmarking → robustness: 13 transfers, 77% confirmednetwork_science → embedding: 13 transfers, 69% confirmedphysics → compression: 13 transfers, 85% confirmedpsychology → robustness: 13 transfers, 91% confirmedcomplex_systems → infrastructure: 13 transfers, 92% confirmedmeta_analysis → safety: 13 transfers, 75% confirmednetwork_science → bias: 13 transfers, 92% confirmedregulatory → safety: 13 transfers, 92% confirmedcalibration → automotive: 12 transfers, 55% confirmedmanufacturing → calibration: 12 transfers, 40% confirmedfinance → calibration: 12 transfers, 91% confirmedpsychology → economics: 12 transfers, 91% confirmedai_governance → rl: 12 transfers, 67% confirmedastronomy → benchmark: 12 transfers, 100% confirmedbiology → bias: 12 transfers, 75% confirmedmaterials_science → chemistry: 12 transfers, 100% confirmedphysics → embedding: 12 transfers, 67% confirmedbiology → medicine: 12 transfers, 100% confirmedcognitive_science → sociology: 12 transfers, 100% confirmedmachine_learning → arithmetic: 12 transfers, 83% confirmedmedicine → calibration: 12 transfers, 90% confirmednetwork_science → complexity: 12 transfers, 92% confirmedai_governance → bias: 12 transfers, 75% confirmedauto → benchmark: 12 transfers, 83% confirmedbiochemistry → pharmacokinetics: 12 transfers, 100% confirmedbiochemistry → toxicology: 12 transfers, 100% confirmedcultural_evolution → bias: 12 transfers, 75% confirmeddistributed_aggregation → coordination: 12 transfers, 83% confirmedenzyme_kinetics → pharmacokinetics: 12 transfers, 80% confirmedmedicine → immunotherapy: 12 transfers, 100% confirmedmetrics_benchmarking → jailbreak: 12 transfers, 67% confirmedneuroscience → bias: 12 transfers, 92% confirmedneuroscience → climate: 12 transfers, 92% confirmedoptimization → complexity: 12 transfers, 75% confirmedorganizational_behavior → coordination: 12 transfers, 100% confirmedquantum_computing → optimization: 12 transfers, 82% confirmedsafety → vision: 12 transfers, 67% confirmedsignal_processing → nlp: 12 transfers, 83% confirmedneural_networks → complexity: 11 transfers, 82% confirmedvision → robustness: 11 transfers, 91% confirmedbiophysics → complexity: 11 transfers, 73% confirmedoptimization → calibration: 11 transfers, 82% confirmedsafety → rl: 11 transfers, 91% confirmedadversarial_ml → classification: 11 transfers, 82% confirmedauto → fairness: 11 transfers, 91% confirmedfinance → climate: 11 transfers, 82% confirmednlp → complexity: 11 transfers, 90% confirmedadversarial_ml → calibration: 11 transfers, 73% confirmedastrophysics → physics: 11 transfers, 73% confirmedauto → math: 11 transfers, 82% confirmedbioenergetics → compression: 11 transfers, 100% confirmedchemistry → optimization: 11 transfers, 100% confirmedecology → microbiome: 11 transfers, 82% confirmedensemble_methods → bias: 11 transfers, 64% confirmedenzyme_kinetics → toxicology: 11 transfers, 89% confirmedinformation_theory → quantization: 11 transfers, 82% confirmedinformation_theory → robustness: 11 transfers, 100% confirmedmetrics_benchmarking → classification: 11 transfers, 80% confirmedmetrics_benchmarking → optimization: 11 transfers, 100% confirmedpharmacogenomics → calibration: 11 transfers, 46% confirmedpsychology → safety: 11 transfers, 64% confirmedsignal_processing → quantization: 11 transfers, 100% confirmedbiology → chemistry: 10 transfers, 90% confirmedoptimization → engineering: 10 transfers, 90% confirmedfinance → bias: 10 transfers, 40% confirmedauto → thermoelectric: 10 transfers, 80% confirmedbiophysics → regulatory: 10 transfers, 50% confirmedinterpretability → robustness: 10 transfers, 80% confirmedllm_general → benchmark: 10 transfers, 70% confirmedmedicine → engineering: 10 transfers, 80% confirmedmedicine → oncology: 10 transfers, 70% confirmedagent_systems → physics: 10 transfers, 90% confirmedauto → jailbreak: 10 transfers, 90% confirmedbiological_recovery → calibration: 10 transfers, 100% confirmedbiology → classification: 10 transfers, 60% confirmedbiology → optimization: 10 transfers, 90% confirmedchemistry → complexity: 10 transfers, 80% confirmedcomplex_systems → biology: 10 transfers, 100% confirmedcomplex_systems → climate: 10 transfers, 100% confirmedcomplex_systems → regulatory: 10 transfers, 100% confirmedcosmology → physics: 10 transfers, 44% confirmedcross_domain_prediction → embedding: 10 transfers, 100% confirmedcross_domain_prediction → quantization: 10 transfers, 100% confirmedcross_domain_prediction → rl: 10 transfers, 100% confirmedcross_domain_prediction → security: 10 transfers, 89% confirmeddim_reduction → embedding: 10 transfers, 90% confirmedgraduated_scope → classification: 10 transfers, 100% confirmedinjection_detection → statistics: 10 transfers, 44% confirmedmaterials_science → manufacturing: 10 transfers, 80% confirmedml_theory → physics: 10 transfers, 90% confirmednetwork_science → classification: 10 transfers, 70% confirmednetwork_science → optimization: 10 transfers, 75% confirmednetwork_science → statistics: 10 transfers, 90% confirmedneural_networks → vision: 10 transfers, 78% confirmedneuroscience → compression: 10 transfers, 100% confirmedneuroscience → robustness: 10 transfers, 80% confirmednlp → tokenization: 10 transfers, 78% confirmedoptics → optimization: 10 transfers, 70% confirmedsafety → jailbreak: 10 transfers, 88% confirmedsecurity → optimization: 10 transfers, 100% confirmedstatistics → finance: 10 transfers, 90% confirmedcalibration → physics: 9 transfers, 83% confirmedcalibration → security: 9 transfers, 50% confirmedcalibration → benchmark: 9 transfers, 78% confirmedmedicine → statistics: 9 transfers, 56% confirmedchemistry → electrochemistry: 9 transfers, 100% confirmedphysics → electronics: 9 transfers, 100% confirmedstatistics → security: 9 transfers, 88% confirmedmachine_learning → fairness: 9 transfers, 89% confirmedai_governance → benchmark: 9 transfers, 67% confirmedbiology → neuroscience: 9 transfers, 100% confirmedbiology → physics: 9 transfers, 88% confirmedcondensed_matter → engineering: 9 transfers, 78% confirmedinformation_theory → classification: 9 transfers, 89% confirmedinjection_detection → bias: 9 transfers, 62% confirmedllm_general → complexity: 9 transfers, 89% confirmedllm_general → safety: 9 transfers, 89% confirmedml_theory → economics: 9 transfers, 78% confirmedoptimization → bias: 9 transfers, 89% confirmedpaleontology → physics: 9 transfers, 86% confirmedstatistics → reliability: 9 transfers, 78% confirmedauto → electronics: 9 transfers, 100% confirmedauto → interpretability: 9 transfers, 78% confirmedbiomedical_informatics → calibration: 9 transfers, 88% confirmedchemistry → biochemistry: 9 transfers, 100% confirmedcnc_machining → manufacturing: 9 transfers, 78% confirmedensemble_methods → calibration: 9 transfers, 75% confirmedensemble_methods → robustness: 9 transfers, 33% confirmedepidemiology → climate: 9 transfers, 100% confirmedfinance → healthcare: 9 transfers, 75% confirmedinformation_theory → nlp: 9 transfers, 100% confirmedmachine_learning → reliability: 9 transfers, 78% confirmedmaterials_science → complexity: 9 transfers, 86% confirmedmaterials_science → optimization: 9 transfers, 89% confirmedmedicine → optimization: 9 transfers, 78% confirmedmeta_analysis → biology: 9 transfers, 100% confirmedphysics → optics: 9 transfers, 100% confirmedphysics → reliability: 9 transfers, 67% confirmedsecurity → complexity: 9 transfers, 100% confirmedsocial_enforcement → calibration: 9 transfers, 89% confirmedstatistics → safety: 9 transfers, 89% confirmedsafety → security: 8 transfers, 88% confirmedmathematics → physics: 8 transfers, 100% confirmedauto → infrastructure: 8 transfers, 75% confirmedmeta_analysis → robustness: 8 transfers, 86% confirmedmetabolomics → proteomics: 8 transfers, 75% confirmednlp → robustness: 8 transfers, 75% confirmedauto → lexical: 8 transfers, 86% confirmednetwork_science → calibration: 8 transfers, 50% confirmednetwork_science → physics: 8 transfers, 88% confirmedoptics → quantization: 8 transfers, 88% confirmedoptimization → vision: 8 transfers, 50% confirmedquantum_computing → hardware: 8 transfers, 88% confirmedauto → chemistry: 8 transfers, 75% confirmedauto → cybersecurity: 8 transfers, 100% confirmedauto → psychology: 8 transfers, 38% confirmedbiophysics → bias: 8 transfers, 75% confirmedbiophysics → compression: 8 transfers, 62% confirmedbiophysics → optimization: 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 → cybersecurity: 8 transfers, 100% confirmedcross_domain_prediction → mathematics: 8 transfers, 100% confirmedcross_domain_prediction → vision: 8 transfers, 88% confirmeddeep_learning → robustness: 8 transfers, 75% confirmeddistributed_aggregation → compression: 8 transfers, 75% confirmedfinance → cybersecurity: 8 transfers, 100% confirmedimmunology → immunotherapy: 8 transfers, 88% confirmedllm_general → bias: 8 transfers, 75% confirmedmaterials_science → coordination: 8 transfers, 86% confirmedmathematics → math: 8 transfers, 75% confirmedmedicine → pharmacology: 8 transfers, 88% confirmedmeta_analysis → embedding: 8 transfers, 86% confirmedmeta_analysis → statistics: 8 transfers, 100% confirmedmetrics_benchmarking → complexity: 8 transfers, 50% confirmedmetrics_benchmarking → nlp: 8 transfers, 50% confirmedmetrics_benchmarking → vision: 8 transfers, 50% confirmedml_theory → embedding: 8 transfers, 88% confirmedml_theory → interpretability: 8 transfers, 100% confirmedmotor_learning → physics: 8 transfers, 88% confirmednetwork_science → nlp: 8 transfers, 88% confirmedoptimization → nlp: 8 transfers, 50% confirmedsafety → finance: 8 transfers, 100% confirmedsignal_processing → complexity: 8 transfers, 75% confirmedstatistics → biology: 8 transfers, 100% confirmedstatistics → climate: 8 transfers, 100% confirmedthermoelectric → optimization: 8 transfers, 88% confirmedcalibration → finance: 7 transfers, 67% confirmedcalibration → rl: 7 transfers, 86% confirmedphysics → acoustics: 7 transfers, 86% confirmedphysics → finance: 7 transfers, 71% confirmedbiology → interpretability: 7 transfers, 100% confirmedeconomics → statistics: 7 transfers, 29% confirmedastrophysics → bias: 7 transfers, 86% confirmedauto → regulatory: 7 transfers, 71% confirmedcross_domain_prediction → finance: 7 transfers, 71% confirmedfinance → compression: 7 transfers, 80% confirmedneural_networks → compression: 7 transfers, 71% confirmedneuroscience → classification: 7 transfers, 71% confirmedoptimization → quantization: 7 transfers, 100% confirmedphysics → quantization: 7 transfers, 100% confirmedai_governance → healthcare: 7 transfers, 57% confirmedai_governance → vision: 7 transfers, 86% confirmedauto → arithmetic: 7 transfers, 83% confirmedbiological_recovery → optimization: 7 transfers, 71% confirmedbiomedical_informatics → classification: 7 transfers, 83% confirmedbiophysics → classification: 7 transfers, 86% confirmedbiophysics → robustness: 7 transfers, 50% confirmedcalibration → reliability: 7 transfers, 86% confirmedcomplex_systems → calibration: 7 transfers, 86% confirmedcomplex_systems → cybersecurity: 7 transfers, 71% confirmedcomputer_science → rl: 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% confirmedeconomics → compression: 7 transfers, 83% confirmedeconomics → safety: 7 transfers, 100% confirmedfinance → classification: 7 transfers, 57% confirmedinformation_theory → calibration: 7 transfers, 83% confirmedmachine_learning → genomics: 7 transfers, 100% confirmedmachine_learning → neuroscience: 7 transfers, 86% confirmedmachine_learning → tokenization: 7 transfers, 83% confirmedmaterials_science → calibration: 7 transfers, 71% confirmedmathematics → complexity: 7 transfers, 71% confirmedmeta_analysis → engineering: 7 transfers, 83% confirmedmotor_learning → neuroscience: 7 transfers, 71% confirmednlp → embedding: 7 transfers, 57% confirmedsignal_processing → embedding: 7 transfers, 50% confirmedsocial_enforcement → safety: 7 transfers, 100% confirmedsoil_science → climate: 7 transfers, 100% confirmedstatistics → fairness: 7 transfers, 83% confirmedcalibration → pharmacogenomics: 6 transfers, 60% confirmedcalibration → electrochemistry: 6 transfers, 100% confirmedmedicine → nlp: 6 transfers, 40% confirmedfairness → bias: 6 transfers, 83% confirmedquantization → calibration: 6 transfers, 33% confirmedelectronics → thermoelectric: 6 transfers, 100% confirmedoptimization → physics: 6 transfers, 83% confirmedoptics → radiology: 6 transfers, 67% confirmedpsychology → psychophysics: 6 transfers, 100% confirmedmotor_learning → complexity: 6 transfers, 67% confirmedsafety → nlp: 6 transfers, 83% confirmedai_governance → complexity: 6 transfers, 83% confirmedmedicine → healthcare: 6 transfers, 100% confirmednlp → calibration: 6 transfers, 83% confirmedai_governance → safety: 6 transfers, 83% confirmedbiophysics → engineering: 6 transfers, 100% confirmedcross_domain_prediction → coordination: 6 transfers, 100% confirmedeconomics → healthcare: 6 transfers, 83% confirmedenergy_systems → safety: 6 transfers, 100% confirmedneural_networks → bias: 6 transfers, 80% confirmedpsychology → neuroscience: 6 transfers, 67% confirmedadversarial_ml → complexity: 6 transfers, 83% confirmedadversarial_ml → compression: 6 transfers, 100% confirmedagent_systems → compression: 6 transfers, 83% confirmedagent_systems → optimization: 6 transfers, 83% confirmedagent_systems → security: 6 transfers, 100% confirmedai_governance → optimization: 6 transfers, 50% confirmedai_governance → robustness: 6 transfers, 83% confirmedastronomy → climate: 6 transfers, 100% confirmedatmospheric_science → climate: 6 transfers, 83% confirmedauto → agriculture: 6 transfers, 50% confirmedauto → ecology: 6 transfers, 100% confirmedauto → tokenization: 6 transfers, 100% 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% confirmedcontrol_theory → bias: 6 transfers, 100% confirmedcosmology → statistics: 6 transfers, 67% confirmedcross_domain_prediction → benchmark: 6 transfers, 100% confirmedcross_domain_prediction → medicine: 6 transfers, 67% 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% confirmeddistributed_aggregation → optimization: 6 transfers, 67% confirmeddistributed_aggregation → robustness: 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% confirmedlabel_noise → robustness: 6 transfers, 50% confirmedmachine_learning → jailbreak: 6 transfers, 67% confirmedmedicine → biology: 6 transfers, 50% confirmedmeta_analysis → nlp: 6 transfers, 67% confirmedmetabolomics → genomics: 6 transfers, 67% confirmedmetrics_benchmarking → physics: 6 transfers, 100% confirmedml_theory → coordination: 6 transfers, 67% confirmedml_theory → statistics: 6 transfers, 80% confirmedmotor_learning → biology: 6 transfers, 100% confirmedneural_networks → rl: 6 transfers, 100% confirmedneuroscience → psychology: 6 transfers, 100% confirmednlp → safety: 6 transfers, 67% confirmedphysics → arithmetic: 6 transfers, 67% confirmedphysics → infrastructure: 6 transfers, 83% confirmedphysics → regulatory: 6 transfers, 100% 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% confirmedsignal_processing → compression: 6 transfers, 80% confirmedsignal_processing → optimization: 6 transfers, 83% confirmedsocial_enforcement → coordination: 6 transfers, 67% confirmedsoil_science → oceanography: 6 transfers, 50% confirmedstatistics → embedding: 6 transfers, 100% confirmedstatistics → engineering: 6 transfers, 33% confirmedtechnology_law → regulatory: 6 transfers, 83% confirmedtokenization → compression: 6 transfers, 83% confirmedcalibration → statistics: 5 transfers, 100% confirmedcalibration → manufacturing: 5 transfers, 100% confirmedcalibration → psychology: 5 transfers, 100% confirmedsafety → cybersecurity: 5 transfers, 100% confirmedcybersecurity → safety: 5 transfers, 75% 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% confirmedpsychophysics → psychology: 5 transfers, 80% confirmedstatistics → epidemiology: 5 transfers, 100% confirmedbiophysics → biology: 5 transfers, 80% confirmedcomputer_science → optimization: 5 transfers, 60% confirmedembedding → nlp: 5 transfers, 75% confirmedadversarial_ml → optimization: 5 transfers, 100% confirmedchemistry → physics: 5 transfers, 100% confirmedcompression → embedding: 5 transfers, 25% confirmedcosmology → bias: 5 transfers, 80% confirmedcross_domain_prediction → infrastructure: 5 transfers, 80% confirmedcross_domain_prediction → sociology: 5 transfers, 100% confirmedecology → bias: 5 transfers, 60% confirmedepidemiology → finance: 5 transfers, 100% confirmedfinance → biology: 5 transfers, 75% confirmedfinance → robustness: 5 transfers, 80% confirmedmachine_learning → benchmark: 5 transfers, 60% confirmedmedicine → climate: 5 transfers, 60% confirmedml_theory → biology: 5 transfers, 100% confirmedphysics → hardware: 5 transfers, 60% confirmedpsychology → complexity: 5 transfers, 100% confirmedpsychophysics → neuroscience: 5 transfers, 80% confirmedsafety → classification: 5 transfers, 100% confirmedsecurity → bias: 5 transfers, 60% confirmedsecurity → compression: 5 transfers, 60% confirmedsecurity → statistics: 5 transfers, 80% confirmedsignal_processing → security: 5 transfers, 80% confirmedsocial_enforcement → climate: 5 transfers, 80% confirmedstatistics → genomics: 5 transfers, 80% confirmedadversarial_ml → security: 5 transfers, 60% confirmedai_governance → fairness: 5 transfers, 60% confirmedai_governance → math: 5 transfers, 80% confirmedart_history → bias: 5 transfers, 80% confirmedastronomy → chemistry: 5 transfers, 60% confirmedastrophysics → classification: 5 transfers, 100% confirmedauto → healthcare: 5 transfers, 100% confirmedauto → medicine: 5 transfers, 40% confirmedauto → pharmacology: 5 transfers, 80% confirmedbiological_recovery → robustness: 5 transfers, 100% confirmedbiology → immunotherapy: 5 transfers, 75% confirmedbiology → psychology: 5 transfers, 100% confirmedbiophysics → coordination: 5 transfers, 75% confirmedcalibration → ecology: 5 transfers, 100% confirmedclinical_microbiology → bias: 5 transfers, 60% confirmedcognitive_science → biology: 5 transfers, 100% confirmedcomplex_systems → optimization: 5 transfers, 80% confirmedcross_domain_prediction → jailbreak: 5 transfers, 80% confirmedcross_domain_prediction → manufacturing: 5 transfers, 100% confirmedcybersecurity → vision: 5 transfers, 80% confirmeddeep_learning → calibration: 5 transfers, 40% confirmeddim_reduction → nlp: 5 transfers, 40% confirmeddistributed_aggregation → physics: 5 transfers, 100% confirmedecology → infrastructure: 5 transfers, 100% confirmedeconomics → coordination: 5 transfers, 80% 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% confirmedinformation_theory → optimization: 5 transfers, 80% confirmedinterpretability → engineering: 5 transfers, 100% confirmedinterpretability → sociology: 5 transfers, 100% confirmedinterpretability → vision: 5 transfers, 100% confirmedlegal_reasoning → compression: 5 transfers, 100% confirmedllm_general → logic: 5 transfers, 60% confirmedmachine_learning → economics: 5 transfers, 100% confirmedmachine_learning → security: 5 transfers, 100% confirmedmedicine → complexity: 5 transfers, 80% confirmedmetrics_benchmarking → bias: 5 transfers, 60% confirmedmetrics_benchmarking → lexical: 5 transfers, 100% confirmedmetrics_benchmarking → quantization: 5 transfers, 80% confirmedml_theory → engineering: 5 transfers, 75% confirmedmotor_learning → bias: 5 transfers, 100% 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% confirmedoptimization → embedding: 5 transfers, 80% confirmedphase_transitions → statistics: 5 transfers, 100% confirmedphysical_dynamics → physics: 5 transfers, 100% confirmedphysics → math: 5 transfers, 80% confirmedphysics → rl: 5 transfers, 80% confirmedphysics → vision: 5 transfers, 80% confirmedpsychology → fairness: 5 transfers, 60% confirmedpsychology → medicine: 5 transfers, 100% confirmedregulatory → pharmaceutical: 5 transfers, 80% confirmedreinforcement_learning → optimization: 5 transfers, 67% confirmedsafety → complexity: 5 transfers, 80% confirmedsafety → fairness: 5 transfers, 100% confirmedsignal_processing → bias: 5 transfers, 80% confirmedsoil_science → physics: 5 transfers, 80% confirmedspeech_recognition → nlp: 5 transfers, 80% confirmedstatistics → vision: 5 transfers, 80% confirmedtime_series_forecasting → classification: 5 transfers, 40% confirmedtime_series_forecasting → embedding: 5 transfers, 75% confirmedtokenization → robustness: 5 transfers, 100% confirmedurban_systems → infrastructure: 5 transfers, 80% confirmedoptics → physics: 4 transfers, 75% confirmedinterpretability → optimization: 4 transfers, 100% confirmedcompression → bias: 4 transfers, 100% confirmedelectrochemistry → calibration: 4 transfers, 100% confirmedinterpretability → neuroscience: 4 transfers, 100% confirmedsuperconductivity → physics: 4 transfers, 75% confirmedcalibration → climate: 4 transfers, 75% confirmedeconomics → manufacturing: 4 transfers, 67% confirmedcalibration → embedding: 4 transfers, 75% confirmedinterpretability → safety: 4 transfers, 100% confirmedoptimization → safety: 4 transfers, 50% confirmedadversarial_ml → embedding: 4 transfers, 50% 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% confirmedcybersecurity → calibration: 4 transfers, 100% confirmedcybersecurity → robustness: 4 transfers, 100% confirmedensemble_methods → complexity: 4 transfers, 100% confirmedmaterials_science → optics: 4 transfers, 75% confirmedmathematics → classification: 4 transfers, 75% confirmedmedicine → radiology: 4 transfers, 75% confirmedneural_networks → classification: 4 transfers, 50% confirmedneural_networks → quantization: 4 transfers, 67% confirmedneuroscience → complexity: 4 transfers, 100% confirmedphysics → cosmology: 4 transfers, 75% confirmedpsychology → healthcare: 4 transfers, 75% confirmedsafety → bias: 4 transfers, 75% confirmedsignal_processing → statistics: 4 transfers, 100% confirmedadversarial_ml → statistics: 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 → optimization: 4 transfers, 100% confirmedastronomy → seismology: 4 transfers, 100% confirmedastrophysics → chemistry: 4 transfers, 100% confirmedauto → deliberation: 4 transfers, 100% confirmedauto → genomics: 4 transfers, 100% confirmedauto → hardware: 4 transfers, 75% confirmedauto → optics: 4 transfers, 100% confirmedauto → pharmacogenomics: 4 transfers, 100% confirmedautonomous_vehicles → compression: 4 transfers, 25% 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 → safety: 4 transfers, 75% confirmedbiophysics → spectroscopy: 4 transfers, 100% confirmedcalibration → jailbreak: 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% confirmedcomputer_science → complexity: 4 transfers, 100% confirmedcomputer_science → safety: 4 transfers, 75% confirmedcontrol_theory → optimization: 4 transfers, 75% confirmedcontrol_theory → robustness: 4 transfers, 75% 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 → optics: 4 transfers, 100% confirmedcross_domain_prediction → pharmacokinetics: 4 transfers, 100% confirmedcross_domain_prediction → reliability: 4 transfers, 100% confirmedcybersecurity → classification: 4 transfers, 100% confirmedcybersecurity → nlp: 4 transfers, 75% confirmeddeep_learning → optimization: 4 transfers, 100% confirmeddefense_in_depth → calibration: 4 transfers, 75% confirmeddiffusion_models → statistics: 4 transfers, 33% confirmeddim_reduction → jailbreak: 4 transfers, 100% confirmeddim_reduction → safety: 4 transfers, 75% 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% confirmedensemble_methods → security: 4 transfers, 100% 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 → compression: 4 transfers, 100% confirmedinformation_theory → physics: 4 transfers, 75% confirmedinformation_theory → security: 4 transfers, 100% confirmedinformation_theory → vision: 4 transfers, 75% confirmedinjection_detection → tokenization: 4 transfers, 100% confirmedlinear_algebra → calibration: 4 transfers, 100% confirmedllm_general → jailbreak: 4 transfers, 75% confirmedllm_general → quantization: 4 transfers, 75% 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% confirmedmathematics → biology: 4 transfers, 100% confirmedmathematics → nlp: 4 transfers, 100% confirmedmathematics → optimization: 4 transfers, 67% confirmedmedicine → genomics: 4 transfers, 75% confirmedmedicine → pharmacokinetics: 4 transfers, 75% confirmedmeta_analysis → optimization: 4 transfers, 75% confirmedmetrics_benchmarking → fairness: 4 transfers, 75% confirmedmetrics_benchmarking → security: 4 transfers, 75% confirmedml_theory → genomics: 4 transfers, 67% confirmedmotor_imagery_bci → classification: 4 transfers, 75% confirmedmotor_learning → robustness: 4 transfers, 50% confirmednetwork_science → climate: 4 transfers, 100% confirmednetwork_science → reliability: 4 transfers, 100% confirmednetwork_science → vision: 4 transfers, 100% confirmedneural_networks → calibration: 4 transfers, 75% confirmedneuroscience → ecology: 4 transfers, 100% confirmedneuroscience → medicine: 4 transfers, 100% confirmedneuroscience → rl: 4 transfers, 25% confirmednlp → jailbreak: 4 transfers, 100% confirmednonlinear_dynamics → physics: 4 transfers, 50% confirmedoptics → engineering: 4 transfers, 75% confirmedoptimization → chemistry: 4 transfers, 75% confirmedoptimization → classification: 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% confirmedpeer_review → calibration: 4 transfers, 75% confirmedphase_transitions → calibration: 4 transfers, 100% confirmedphysics → nlp: 4 transfers, 75% confirmedpsychology → climate: 4 transfers, 100% confirmedpsychology → rl: 4 transfers, 67% confirmedquantum_computing → classification: 4 transfers, 100% confirmedremote_sensing → calibration: 4 transfers, 75% confirmedrl → calibration: 4 transfers, 100% confirmedsafety → embedding: 4 transfers, 75% confirmedsafety → math: 4 transfers, 75% confirmedsatisfiability → optimization: 4 transfers, 50% confirmedseismology → classification: 4 transfers, 100% confirmedsensor_fusion → coordination: 4 transfers, 67% confirmedsensor_fusion → robustness: 4 transfers, 67% confirmedsignal_processing → calibration: 4 transfers, 100% confirmedsignal_processing → vision: 4 transfers, 75% confirmedsocial_enforcement → complexity: 4 transfers, 75% confirmedsocial_enforcement → psychology: 4 transfers, 75% confirmedsoil_science → biology: 4 transfers, 50% confirmedsoil_science → biophysics: 4 transfers, 75% confirmedsoil_science → chemistry: 4 transfers, 75% confirmedspeech_recognition → classification: 4 transfers, 75% confirmedstatistical_mechanics → physics: 4 transfers, 100% confirmedstatistics → arithmetic: 4 transfers, 100% confirmedstochastic_thermodynamics → optimization: 4 transfers, 67% confirmedthermoelectric → engineering: 4 transfers, 100% confirmedthermoelectric → photovoltaics: 4 transfers, 100% confirmedtolerance_scaling → manufacturing: 4 transfers, 75% confirmedtoxicology → pharmacokinetics: 4 transfers, 100% confirmedtransfer_learning → complexity: 4 transfers, 50% confirmedvision → complexity: 4 transfers, 100% confirmedbias → psychology: 3 transfers, 100% confirmedcalibration → medicine: 3 transfers, 33% confirmedstatistics → medicine: 3 transfers, 100% confirmedsecurity → cybersecurity: 3 transfers, 33% confirmedtokenization → nlp: 3 transfers, 100% confirmedcybersecurity → infrastructure: 3 transfers, 67% confirmedbias → nlp: 3 transfers, 67% confirmedcalibration → agriculture: 3 transfers, 67% confirmedcalibration → superconductivity: 3 transfers, 67% confirmedcosmology → calibration: 3 transfers, 100% confirmedoptimization → auto: 3 transfers, 100% confirmedphysics → economics: 3 transfers, 100% confirmedcompression → nlp: 3 transfers, 33% confirmedeconomics → calibration: 3 transfers, 100% confirmedeconomics → finance: 3 transfers, 100% confirmedgene_therapy → optimization: 3 transfers, 100% confirmedbiology → biophysics: 3 transfers, 100% confirmedchemistry → calibration: 3 transfers, 67% confirmedfairness → calibration: 3 transfers, 67% confirmedml_theory → arithmetic: 3 transfers, 100% confirmedml_theory → benchmark: 3 transfers, 67% confirmedphysics → biophysics: 3 transfers, 100% confirmedphysics → medicine: 3 transfers, 100% confirmedregulatory → bias: 3 transfers, 100% confirmedsecurity → manufacturing: 3 transfers, 100% confirmedstatistics → pharmacology: 3 transfers, 100% confirmedastrophysics → calibration: 3 transfers, 100% confirmedastrophysics → compression: 3 transfers, 100% confirmedbiophysics → physics: 3 transfers, 100% confirmedbioprocess → optimization: 3 transfers, 67% confirmedchemistry → coordination: 3 transfers, 67% confirmedcomputer_science → vision: 3 transfers, 100% confirmeddigital_rights_management → drm: 3 transfers, 67% confirmedengineering → optimization: 3 transfers, 100% confirmedfinance → nlp: 3 transfers, 67% confirmedfinance → regulatory: 3 transfers, 100% confirmedgenomics → proteomics: 3 transfers, 100% confirmedheterogeneous_catalysis → engineering: 3 transfers, 67% confirmedinterpretability → fairness: 3 transfers, 100% confirmedlinear_algebra → robustness: 3 transfers, 100% confirmedllm_general → arithmetic: 3 transfers, 0% confirmedllm_general → tokenization: 3 transfers, 100% confirmedmedicine → robustness: 3 transfers, 100% confirmedorganizational_behavior → complexity: 3 transfers, 67% confirmedpomdp → rl: 3 transfers, 100% confirmedsafety → interpretability: 3 transfers, 100% confirmedseismology → physics: 3 transfers, 33% confirmedstatistics → psychology: 3 transfers, 67% confirmedtransfer_learning → nlp: 3 transfers, 67% confirmedadversarial_ml → cybersecurity: 3 transfers, 100% confirmedadversarial_ml → jailbreak: 3 transfers, 100% confirmedadversarial_ml → physics: 3 transfers, 100% confirmedadversarial_ml → rl: 3 transfers, 100% confirmedagent_systems → chemistry: 3 transfers, 100% confirmedagent_systems → economics: 3 transfers, 67% confirmedagent_systems → engineering: 3 transfers, 67% confirmedagent_systems → math: 3 transfers, 50% confirmedagent_systems → rl: 3 transfers, 33% confirmedagent_systems → robustness: 3 transfers, 100% confirmedai_governance → interpretability: 3 transfers, 67% confirmedai_governance → regulatory: 3 transfers, 100% confirmedart_history → complexity: 3 transfers, 100% confirmedastrobiology → chemistry: 3 transfers, 100% confirmedastronomy → bias: 3 transfers, 100% confirmedastronomy → reliability: 3 transfers, 100% confirmedatmospheric_science → calibration: 3 transfers, 100% confirmedatmospheric_science → optimization: 3 transfers, 100% confirmedauto → bioinformatics: 3 transfers, 100% confirmedauto → cosmology: 3 transfers, 67% confirmedauto → neuroscience: 3 transfers, 100% confirmedbenchmark → calibration: 3 transfers, 100% confirmedbiochemistry → chemistry: 3 transfers, 100% confirmedbiochemistry → pharmacology: 3 transfers, 100% confirmedbiological_recovery → safety: 3 transfers, 50% confirmedbiology → linguistics: 3 transfers, 100% confirmedbiology → nlp: 3 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 593 lightest edges are not drawn.
Heaviest cross-domain flows
SourceTargetTransfers
machine_learning→auto352cross
cross_domain_prediction→auto307cross
cross_domain_prediction→network_science289cross
cross_domain_prediction→machine_learning265cross
network_science→auto250cross
statistics→auto208intra
cross_domain_prediction→statistics179cross
cross_domain_prediction→complex_systems177intra
auto→machine_learning171cross
physics→auto159cross
auto→network_science158cross
cross_domain_prediction→ml_theory151cross
cross_domain_prediction→physics150cross
cross_domain_prediction→biology146cross
cross_domain_prediction→information_theory124intra
security→network_science124cross
Highest-confirming edges ≥3 scored transfers
EdgenConfirmNovel
chemistry → pharmacology54100%0%
cross_domain_prediction → engineering31100%100%
interpretability → compression29100%0%
cross_domain_prediction → climate28100%71%
meta_analysis → bias26100%50%
injection_detection → compression26100%—
security → calibration23100%37%
biology → ecology23100%91%
auto → climate23100%100%
chemistry → electrocatalysis22100%—
calibration → compression19100%0%
thermoelectric → electronics17100%50%

Coverage: 2,863 of 5,210 edges carry transfer events; 2,820 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 172 replicated 75 disputed 1,283 candidates 21,683 attack survival 47% (1,185 narrowed, neutral)
Domains by promoted claims yield = (EST+REP) per 1,000 experiments
DomainEstRepDispCandExpsYield
statistics185361,0364,5975.0
physics184271,3965,8513.8
network_science148781,3636,8163.2
auto125151,3278,3512.0
machine_learning9121061,8888,9252.4
medicine9368162,8184.3
astrophysics90118854216.6
astronomy70115640517.3
ml_theory52556674,1151.7
optimization52143102,0123.5
psychology50102888715.7
biology30376653,4010.9
Attack outcomes by domain survival = survived ÷ (survived + broken)
DomainSurvivedNarrowedBrokenSurvival
machine_learning321304343%
statistics261272551%
physics311222258%
network_science251054337%
auto25683145%
complex_systems6481135%
medicine1938676%
optimization838467%
ml_theory10261148%
cross_domain_prediction7231237%
biology623940%
materials_science426544%

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 density7.62%
Global clustering coefficient0.2791
Routing modularity (Q)0.2095
Reciprocated routing pairs43.8%
Self-loops (in-domain follow-ups)0
Traffic Gini / experiment Gini0.769 / 0.757
Hub dependency (traffic touching hubs)18.39%
Worker results / synthesis outputs73,462 / 19,979
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≈21, ~70% of 262 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 9 July 2026, 04:25 UTC
prometheus.db: experiments (131036), worker_results (73462), synthesis_outputs (19979), transfer_tracking (40070)
single file · no external requests · 262 domains · 5,210 edges · regenerate: python update_topology_html.py
companion plates: the topology in three dimensions · what the system found — the discovery shelf