DIATRIBE

Constraint-Distribution Primitive
Universal constraint-density analysis across 30+ languages, 15+ scripts, and multiple modalities
🌍 Multilingual
🎭 Cross-Cultural
📜 Script-Aware
🎤 Multimodal
Documentation

🔬 Live Constraint Analysis

Analyze constraint-density in real-time across languages and modalities

Analyzing constraint patterns...

Aperture Score
Unbound (0) Aperture (50) Saturate (100)
⚖️
Analyzing...
Processing constraint patterns...
Saturation Signal
0
Over-constraint indicators
Dissolution Signal
0
Under-constraint indicators
Drift Magnitude
0.00
Distance from aperture
Confidence
0%
Classification certainty
📚 Try Example Texts
English - Saturated
"You must always do this. Never ever do that..."
High Constraint
English - Dissolved
"um... like... you know... maybe..."
Low Constraint
Arabic - Saturated
"يجب أن تفعل هذا دائماً. لا تفعل ذلك أبداً..."
مقيد للغاية
Chinese - Saturated
"你必须总是这样做。永远不要那样做..."
高约束
Japanese - Saturated
"必ずこれをしなければならない。絶対にあれをしてはいけない..."
高制約
🌍
Universal Tokenization
Automatic detection and adaptation across 30+ languages and 15+ scripts including Latin, Arabic, Chinese, Japanese, Korean, Cyrillic, Devanagari, and more.
🎭
Cross-Cultural Awareness
Language family-specific emotional charge detection. Understands that Japanese uses softness markers, Arabic uses repetition for emphasis, and Yoruba uses tonal marks.
📜
Script-Aware Processing
Intelligent handling of RTL scripts (Arabic, Hebrew), no-whitespace languages (Chinese, Japanese, Thai), particle analysis, and diacritic detection.
🎤
Multimodal Analysis
Analyze voice transcripts (pacing, pauses, pitch) and code structure (nesting, repetition, completeness) in addition to standard text analysis.
⚖️
Aperture Stabilization
Automatically modulate constraint-density to bring over-constrained (saturated) or under-constrained (dissolved) text into the healthy mid-bandwidth aperture zone.
🔒
Hermetic & Deterministic
No external dependencies. Same input always produces same output. Pure functional analysis with cryptographic signature generation for caching and verification.