184 Trained Models · Median F1: 0.96

ML Model Catalog

Yggdrasil Decision Forests (Gradient Boosted Trees) with WASM inference. <50ms per prediction. No LLMs.

YDF

Yggdrasil Decision Forests

WASM

Edge Inference Runtime

<50ms

Per Prediction

0 LLMs

At Runtime

Attack Detection Models: F1 Scores

Model Groups

Attack Detection

19

Specialized detectors for each vulnerability class

xss_detector F1 0.9901
sqli_detector F1 0.9933
ssrf_detector F1 0.9942
path_traversal_detector F1 0.9961
xxe_detector F1 0.9929
+14 more

Attack Detection — Family

7

Broad-class vulnerability family detectors

False Positive Filters

31

Eliminate noise — only confirmed vulnerabilities proceed

Specialized FP Filters 19 models
Infrastructure FP Filters 4 models
Family & Generic FP Filters 8 models

Routing & Discovery

4

Intelligent scan routing and technology fingerprinting

scan_router Accuracy 99%+
enterprise_classifier F1 0.96+
catch_all_classifier F1 0.89+
tech_stack_fingerprinter Accuracy 98%+

Risk Scoring & Prioritization

10

Rank, score, and predict real-world risk

finding_priority_ranker F1 0.9061
severity_adjuster R² 0.85+
security_posture_scorer R² 0.892
breach_risk_scorer R² 0.847
exploitability_predictor R² 0.89+
+5 more

Threat Intelligence

11

APT attribution, ransomware tracking, exploit forecasting

Cloud Security

14

Cloud misconfiguration detection and risk scoring

cloud_exposure_scorer F1 0.9961

ICS/SCADA

6

Industrial control system safety and vulnerability detection

ics_safety_scorer F1 0.9961

Windows & Active Directory

6

AD/ADCS attack detection and credential analysis

Mobile Security

9

Mobile API, SSO, and native bridge vulnerability detection

API Security

6

API attack classification and threat detection

Fuzzing & DAST

13

Intelligent fuzz target selection and payload generation

fuzz_target_selector_v2 R² 0.9976
fuzz_payload_classifier_v2 F1 1.0
fuzz_payload_generator R² 0.9166
fuzz_sequence_navigator R² 0.9400
fuzz_result_evaluator F1 0.9982

Anomaly Detection

11

Behavioral anomaly detection across web, API, and infrastructure

Report Generation

7

Content classification, headline generation, and remediation ranking for two-persona reports

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