Intelligence Engine · v1.0 · Powered by DigestIQ ML

The Digestive
Intelligence Engine

Six proprietary ML models trained on synthesized GI physiology data — processing raw sensor telemetry into calibrated wellness scores, then narrated by AI into human-centered insights.

Intelligence Pipeline

Signal Processing

Raw sensor telemetry ingested, noise-filtered, time-synchronized, and decomposed into biological feature vectors for ML consumption.

pH Normalization Transit Windowing Noise Filtering

ML Scoring Models

Six TensorFlow.js neural networks compute wellness scores from feature vectors. Models train on synthetic GI data and improve with real sessions.

TensorFlow.js Dense Networks 6 Models

LLM Narrative Layer

Structured ML outputs fed to Llama 3.3 70B via DigestIQ Intelligence API. Converts scores into calm, scientifically responsible wellness narratives.

Safety Layer Non-diagnostic Structured Input

Digestive Data Ontology

The complete taxonomy of measurable biological signals processed by the DigestIQ engine.

Primary Signals
Derived Metrics

ML Training System

Watch six neural networks train in real-time on synthetic GI physiology data — right in your browser.

Training Control Panel

Ready to train · 6 models · Synthetic GI dataset

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Training Samples
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Feature Dimensions
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Epochs Trained
Avg Accuracy
Training Loss Curve
Training Log
DigestIQ ML Engine initialized
TensorFlow.js v4.17 loaded
Awaiting data generation...

6 Scoring Engines

Run a live session through the ML pipeline and watch all six engines compute your scores in real time.

Session Input Simulator

3D Biological Observability

Living 3D representations of your digestive intelligence. Drag to rotate. Scroll to zoom. Click a score to explore.

Intelligence Orb
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Digestive Intelligence Score
Drag to rotate
Transit Flow
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Transit Efficiency Score
pH · Temperature Field
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Digestive Stability Score
Session History Galaxy
28 Sessions
Longitudinal Intelligence
WebGL · Three.js · GPU-accelerated

AI Wellness Narratives

Structured ML scores narrated into calm, scientifically responsible wellness insights by DigestIQ Intelligence.

Generate Session Narrative

DigestIQ Intelligence Engine processes your ML scores and generates a personalized wellness observation.

Non-diagnostic
Safety Layer Active
Explainable AI
Wellness Only
DigestIQ Intelligence Engine
Ready to generate your wellness insight
Click "Generate Insight" above to receive a personalized wellness narrative based on your current ML scores. The DigestIQ Intelligence Engine will analyze your session data and produce a calm, scientifically responsible wellness observation — powered by our proprietary AI pipeline.

AI Safety Architecture

LLM Prompt Architecture Transparent