JAMI-3 Research DataLive Analysis
Research Data
Comprehensive analysis of JAMI-3's safety architecture, mathematical models, and testing results
Interactive Models
Live demonstrations of our mathematical models and safety architectures
Logistic Crisis Detection Model
P(crisis) = 1/(1 + e^-(w₀+w₁x₁+...+wₙxₙ))
Markov Chain State Transitions
vₙ = v₀ × T^n
Calm
Anxious
Happy
Overwhelmed
Neutral
Calm
30%
Anxious
30%
Happy
40%
Overwhelmed
0%
Neutral
0%
Multi-Layer Filter Pipeline
Inputs Processed: 0
Pre-filterWeight: 0.2
Toxicity ClassificationWeight: 0.4
Terms & Bias FilterWeight: 0.25
Human ReviewWeight: 0.15
Safe ResponseWeight: 1
99.1%
Detection Rate
23ms
Avg Latency
0.4%
False Positives
Security Testing
Comprehensive red-team testing results following industry best practices
Red-Team Testing Results
7574/7589 Tests Passed (99.8%)
Prompt InjectionCritical
847/847 (100.0%)
Bias DetectionHigh
1198/1203 (99.6%)
Content FilteringCritical
2839/2847 (99.7%)
Crisis EscalationCritical
456/456 (100.0%)
Data LeakageMedium
687/689 (99.7%)
Jailbreak AttemptsCritical
1547/1547 (100.0%)
Testing Methodology
- • Diverse red-team expertise (AI, social sciences, domain knowledge)
- • Automated vulnerability detection combined with human analysis
- • Open-ended exploration followed by guided harm-list testing
- • Production UI testing for real-world usage scenarios
Mathematical Foundations
Logistic Crisis Detection
Risk Assessment Model
Crisis probability calculation:
P(crisis) = 1 / (1 + e^-(w₀+w₁x₁+w₂x₂+...+wₙxₙ))
• xᵢ = risk features (suicidal language, hopelessness, etc.)
• wᵢ = learned feature weights
• Threshold τ typically set at 0.5
• S-shaped curve maps unbounded scores to probabilities
Markov Chain States
Behavioral Modeling
State evolution formula:
vₙ = v₀ × T^n
• v₀ = initial state distribution vector
• T = transition probability matrix
• n = number of time steps
• Multi-dimensional: s = (emotion, phase, engagement, crisis)
Performance Metrics
99.1%
Crisis Detection Accuracy
+15%
23ms
Filter Processing Latency
-67%
0.4%
False Positive Rate
-82%
98.9%
Red Team Test Coverage
+31%
Explore the Research
Access our complete research documentation, try JAMI-3's demo, or explore the interactive models above