🔧 OptiMoldIQ

Intelligent Plastic Molding Planner

Multi-agent architecture for streamlined plastic molding optimization

🐍 Python 🤖 Multi-Agent System 📊 Data Analytics 🏭 Manufacturing Optimization 📈 Predictive Analysis ⚡ Real-time Monitoring
61K+
Production Records
6.2K
Internal Orders
694
Plastic Products
251
Unique Molds
49
Molding Machines
27
Months of Data
DataPipelineOrchestrator
Collects distributed monthly data, consolidates, and loads into shared database. Handles both dynamic and static data sources.
ValidationOrchestrator
Performs cross-checks including PO validation, static data verification, and dynamic field validation.
OrderProgressTracker
Aggregates production per machine/shift, maps back to purchase orders, and flags mismatches.
MoldStabilityIndexCalculator
Generates comprehensive stability assessments for manufacturing molds through multi-dimensional analysis.
MoldMachineFeatureWeightCalculator
Analyzes production patterns to determine optimal weights for planning priority matrices.
HybridSuggestOptimizer
Combines multiple optimization strategies for optimal production configurations.
PendingProcessor
Two-tier optimization system using greedy algorithms for pending order assignments.
AnalyticsOrchestrator
Tracks data changes and performs multi-level analytics across different time periods for deeper insights.
TaskOrchestrator
Coordinates resin, mold, machine, quality, maintenance, and yield optimization tasks.
🎯 Define Reward Function → 📚 Train on Historical Data → ⚡ Real-time Optimization
DashBoardBuilder
Creates interactive dashboard for real-time monitoring and decision support with comprehensive visualization.
🎨 UI Wireframes → 🔗 API Integration → 📊 Live Dashboard

🏆 Project Milestones

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Milestone 01: Core Data Pipeline Agents
DataPipelineOrchestrator, ValidationOrchestrator, OrderProgressTracker
July 2025
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Milestone 02: Initial Production Planning System
Historical insights, production optimization, and pending assignments
August 2025
⏳
In Progress: Analytics & Dashboard Development
AnalyticsOrchestrator and DashBoardBuilder implementation
Q3 2025

Get Involved

Interested in contributing to OptiMoldIQ or learning more about intelligent manufacturing optimization?

🔗 GitHub Repository 📧 Contact Developer