System Architecture

The Science
of HEUMIN.

We don't just "plan meals". We built a parametric nutrition engine that calculates your biochemical needs with medical precision.

Your Daily
Diet Schedule

A context-aware interface that respects time. The dashboard automatically surfaces the right meal at the right time, reducing cognitive load.

  • Time-Window Detection
    Dynamic UI updates based on local time
  • Visual Macro Breakdown
    See protein/carb/fat targets per meal
  • One-Tap Completion
    Mark meals as done with a single tap
Protocol Active

Protocol Details

TODAY
2450
Kcal
180g
Pro
220g
Carb
65g
Fat

Breakfast Protocol

Oats & Whey Isolate

08:00

Lunch Module

Chicken Breast & Rice

13:00

Dinner Sequence

Salmon & Asparagus

19:00
System Initialization

Parametric
Generator

AWAITING INPUT
Weight Loss Phase 1ID_8X29B
PRACTICAL
GOURMET
$
150.00
25
MIN
Initialize

Parametric
Generation

Our AI isn't just a text generator. It's a constraint-solver that optimizes for 15+ variables simultaneously, including budget, prep-time, and flavor profile.

  • Budget-Aware Constraints
    Low ($), Moderate ($$), High ($$$)
  • Temporal Optimization
    Filter meals by <15m, <30m, <60m prep time
  • Complexity Grading
    From 'One-Pot' to 'Gourmet Chef'

Logistic
Efficiency

Kitchen management behaves like a supply chain. New plans trigger an automated aggregation of ingredients, sorted by supermarket aisle.

  • Inventory Aggregation
    Combines duplicates (2 recipes need onions → 2 onions)
  • Aisle-Logic Sorting
    Produce → Dairy → Protein → Pantry flow
  • Cost Estimation
    Predicts checkout price based on averages

Acquisition List

Consolidated inventory requirements.

Refresh Data
Fresh Spinach
2 bags
Chicken Breast
1.2 kg
Avocados
4 units
Brown Rice
500g
Olive Oil
1 bottle
Biometric System

Human
Metrics

METRIC

Weight

SENSOR_01

84.5kg

Target

SENSOR_02

78.0kg

Height

SENSOR_03

182cm

Body Fat

SENSOR_04

18.5%
Mifflin-St Jeor EquationACTIVE
TDEE = (10 × weight + 6.25 × height - 5 × age + 5) × activity

Metabolic
Fingerprinting

We don't guess calorie targets. We use the Mifflin-St Jeor equation adjusted for your specific activity multipliers to calculate your exact TDEE and BMR.

  • Biometric Data Analysis
    Height, Weight, Age, Gender calibration
  • Activity Coefficient
    Sedentary to Extra Active multipliers
  • Dynamic Recalibration
    Updates as you log new measurements

Dietary
Safety Net

Your allergies and dietary restrictions are treated as hard constraints. Our system will never suggest ingredients that could harm you.

  • Allergy Database
    12+ common allergens tracked and avoided
  • Cross-Contamination Awareness
    Flags hidden ingredients in processed foods
  • Religious & Ethical
    Halal, Kosher, Vegetarian, Vegan support
Safety Constraints

Active Exclusions

GlutenDairyPeanutsShellfish

Dietary Protocols

High ProteinLow CarbMediterranean

Health Goals

Weight LossMuscle GainEnergy

Nutrition,
Solved.

Join thousands of users who have transformed their diet with AI-powered precision meal planning.