Complete branding update: Replace 'pluggable models' with 'flexible model integration'

- Updated framework name throughout repository
- Changed all GitHub URLs from pluggable_iml to integratedml-flexible-model-integration
- Updated badges, documentation, and configuration files
- Replaced text references in README, CONTRIBUTING, setup.py, and docs/
- Updated Docker configuration and environment files
- Modified shared modules and demo files
- Ensures consistent branding across entire repository

Author: tom-dyar

.env.example

@@ -1,9 +1,9 @@
 # =============================================================================
-# IntegratedML Pluggable Models Environment Configuration
+# IntegratedML Flexible Model Integration Environment Configuration
 # =============================================================================
 # 
 # This file serves as a template for environment variables required by the
-# IntegratedML Pluggable Models project. Copy this file to .env and fill in 
+# IntegratedML Flexible Model Integration project. Copy this file to .env and fill in 
 # the actual values.
 #
 # SECURITY NOTE: Never commit .env files with real secrets to version control.
@@ -172,11 +172,11 @@ ENABLE_PROFILING=false
 
 # Optional: MLflow tracking (for experiment management)
 # MLFLOW_TRACKING_URI=http://localhost:5000
-# MLFLOW_EXPERIMENT_NAME=IntegratedML_Pluggable_Models
+# MLFLOW_EXPERIMENT_NAME=IntegratedML_Flexible_Model_Integration
 
 # Optional: Weights & Biases (for experiment tracking)
 # WANDB_API_KEY=your-wandb-api-key
-# WANDB_PROJECT=integratedml-pluggable-models
+# WANDB_PROJECT=integratedml-flexible-model-integration
 
 # =============================================================================
 # CI/CD Configuration

.github/ISSUE_TEMPLATE/bug_report.md

@@ -1,6 +1,6 @@
 ---
 name: Bug Report
-about: Report a bug to help us improve IntegratedML pluggable models
+about: Report a bug to help us improve IntegratedML flexible model integration
 title: '[BUG] '
 labels: 'bug'
 assignees: ''

.github/ISSUE_TEMPLATE/demo_request.md

@@ -1,6 +1,6 @@
 ---
 name: Demo/Example Request
-about: Request a new demo or example for IntegratedML pluggable models
+about: Request a new demo or example for IntegratedML flexible model integration
 title: '[DEMO] '
 labels: 'demo', 'enhancement'
 assignees: ''

.github/ISSUE_TEMPLATE/feature_request.md

@@ -1,6 +1,6 @@
 ---
 name: Feature Request
-about: Suggest an idea for IntegratedML pluggable models framework
+about: Suggest an idea for IntegratedML flexible model integration framework
 title: '[FEATURE] '
 labels: 'enhancement'
 assignees: ''

.github/REPOSITORY_SETUP.md

@@ -1,6 +1,6 @@
 # Repository Setup Guide for GitHub Publication
 
-This guide provides templates and recommendations for optimizing the IntegratedML Pluggable Models repository for maximum discoverability and community engagement.
+This guide provides templates and recommendations for optimizing the IntegratedML Flexible Model Integration repository for maximum discoverability and community engagement.
 
 ## 📝 Repository Description Template
 
@@ -25,7 +25,7 @@ Database-integrated ML demos: 4 enterprise examples showcasing IntegratedML plug
 - `intersystems-iris`
 - `machine-learning`
 - `database-ml`
-- `pluggable-models`
+- `flexible-model-integration`
 - `scikit-learn`
 - `python`
 
@@ -67,7 +67,7 @@ Database-integrated ML demos: 4 enterprise examples showcasing IntegratedML plug
 
 ### LinkedIn Post Template
 ```
-🚀 New open-source project: IntegratedML Pluggable Models Demo
+🚀 New open-source project: IntegratedML Flexible Model Integration Demo
 
 ✅ 4 progressive ML demos (Credit Risk → DNA Analysis)
 ✅ 67ms average latency, 95.4% accuracy validated
@@ -78,12 +78,12 @@ Perfect for learning database-integrated ML workflows!
 
 #MachineLearning #InterSystems #OpenSource #MLOps #DataScience
 
-https://github.com/intersystems-community/pluggable_iml
+https://github.com/intersystems-community/integratedml-flexible-model-integration
 ```
 
 ### Twitter/X Post Template
 ```
-🧬 New: IntegratedML Pluggable Models Demo
+🧬 New: IntegratedML Flexible Model Integration Demo
 
 4 enterprise ML examples:
 🏦 Credit Risk (Beginner)
@@ -95,7 +95,7 @@ B+ code quality, full CI/CD, <100ms predictions
 
 #ML #OpenSource #DataScience
 
-https://github.com/intersystems-community/pluggable_iml
+https://github.com/intersystems-community/integratedml-flexible-model-integration
 ```
 
 ### Reddit Post Ideas
@@ -235,12 +235,12 @@ Enterprise-ready ML demos for IntegratedML: 4 progressive examples from credit r
 
 ### Topics (Comma-separated)
 ```
-integratedml, intersystems-iris, machine-learning, database-ml, pluggable-models, scikit-learn, python, credit-risk-assessment, fraud-detection, sales-forecasting, dna-analysis, enterprise-ml, production-ml, intersystems-community, open-source, demo-project, tutorial, best-practices
+integratedml, intersystems-iris, machine-learning, database-ml, flexible-model-integration, scikit-learn, python, credit-risk-assessment, fraud-detection, sales-forecasting, dna-analysis, enterprise-ml, production-ml, intersystems-community, open-source, demo-project, tutorial, best-practices
 ```
 
 ### Website URL
 ```
-https://intersystems-community.github.io/pluggable_iml/
+https://intersystems-community.github.io/integratedml-flexible-model-integration/
 ```
 
 ---

.github/pull_request_template.md

@@ -1,4 +1,4 @@
-# Pull Request - IntegratedML Pluggable Models Framework
+# Pull Request - IntegratedML Flexible Model Integration Framework
 
 ## 📋 PR Summary
 **Brief description of the changes in this pull request**
@@ -174,6 +174,6 @@ Technical approach taken:
 3. _______________
 
 ---
-**Thank you for contributing to the IntegratedML Pluggable Models Framework! 🎉**
+**Thank you for contributing to the IntegratedML Flexible Model Integration Framework! 🎉**
 
 Your contribution helps advance database-integrated machine learning for the InterSystems community.

.github/workflows/ci.yml

@@ -1,4 +1,4 @@
-name: CI - IntegratedML Pluggable Models Framework
+name: CI - IntegratedML Flexible Model Integration Framework
 
 on:
   push:

CHANGELOG.md

@@ -66,7 +66,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Release Notes
 
-This initial release represents a complete, production-ready demonstration portfolio for IntegratedML's pluggable models capability. All three demos are fully functional, thoroughly documented, and ready for immediate use in both educational and production environments.
+This initial release represents a complete, production-ready demonstration portfolio for IntegratedML's flexible model integration capability. All three demos are fully functional, thoroughly documented, and ready for immediate use in both educational and production environments.
 
 ### Key Highlights
 - **Enterprise Ready**: Professional-grade code quality suitable for production evaluation

CODE_OF_CONDUCT.md

@@ -2,7 +2,7 @@
 
 ## Our Pledge
 
-We as members, contributors, and leaders pledge to make participation in the **IntegratedML Pluggable Models Framework** community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socio-economic status, nationality, personal appearance, race, caste, color, religion, or sexual identity and orientation.
+We as members, contributors, and leaders pledge to make participation in the **IntegratedML Flexible Model Integration Framework** community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socio-economic status, nationality, personal appearance, race, caste, color, religion, or sexual identity and orientation.
 
 We pledge to act and interact in ways that contribute to an open, welcoming, diverse, inclusive, and healthy community focused on advancing database-integrated machine learning with **InterSystems IRIS** and **IntegratedML**.
 
@@ -165,7 +165,7 @@ We recognize that a strong code of conduct enhances:
 * **Learning**: Inclusive environments accelerate knowledge sharing
 * **Impact**: Respectful collaboration maximizes community benefit
 
-Thank you for helping make the IntegratedML Pluggable Models Framework a welcoming, professional, and innovative community! 🚀
+Thank you for helping make the IntegratedML Flexible Model Integration Framework a welcoming, professional, and innovative community! 🚀
 
 ---
 

CONTRIBUTING.md

@@ -1,14 +1,14 @@
-# Contributing to IntegratedML Pluggable Models Demo
+# Contributing to IntegratedML Flexible Model Integration Demo
 
-Thank you for your interest in contributing to the IntegratedML Pluggable Models Demo project! This is a community-driven project hosted in the **intersystems-community** organization, and we welcome contributors of all skill levels.
+Thank you for your interest in contributing to the IntegratedML Flexible Model Integration Demo project! This is a community-driven project hosted in the **intersystems-community** organization, and we welcome contributors of all skill levels.
 
-[![Contributors](https://img.shields.io/github/contributors/intersystems-community/pluggable_iml.svg)](https://github.com/intersystems-community/pluggable_iml/graphs/contributors)
-[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/intersystems-community/pluggable_iml/pulls)
-[![Good First Issues](https://img.shields.io/github/issues/intersystems-community/pluggable_iml/good%20first%20issue.svg)](https://github.com/intersystems-community/pluggable_iml/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)
+[![Contributors](https://img.shields.io/github/contributors/intersystems-community/integratedml-flexible-model-integration.svg)](https://github.com/intersystems-community/integratedml-flexible-model-integration/graphs/contributors)
+[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/intersystems-community/integratedml-flexible-model-integration/pulls)
+[![Good First Issues](https://img.shields.io/github/issues/intersystems-community/integratedml-flexible-model-integration/good%20first%20issue.svg)](https://github.com/intersystems-community/integratedml-flexible-model-integration/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)
 
 ## 🎯 Project Overview
 
-This project demonstrates IntegratedML's pluggable models capability through four progressive demos:
+This project demonstrates IntegratedML's flexible model integration capability through four progressive demos:
 1. **Credit Risk Assessment** (Beginner) - Custom feature engineering
 2. **Fraud Detection Ensemble** (Intermediate) - Real-time multi-model orchestration
 3. **Sales Forecasting** (Advanced) - Third-party library integration
@@ -26,8 +26,8 @@ This project demonstrates IntegratedML's pluggable models capability through fou
 
 1. **Fork and Clone the Repository**
    ```bash
-   git clone https://github.com/your-username/pluggable_iml.git
-   cd pluggable_iml
+   git clone https://github.com/your-username/integratedml-flexible-model-integration.git
+   cd integratedml-flexible-model-integration
    ```
 
 2. **Create a Virtual Environment**
@@ -73,7 +73,7 @@ mypy shared/ demos/
 ### Project Structure
 
 ```
-pluggable_iml/
+integratedml-flexible-model-integration/
 ├── demos/                  # Individual demo implementations
 │   ├── credit_risk/        # Demo 1: Credit Risk Assessment
 │   ├── fraud_detection/    # Demo 2: Fraud Detection Ensemble
@@ -118,7 +118,7 @@ pluggable_iml/
 
 We've created detailed issue templates to help you report issues effectively:
 
-**[🐛 Report a Bug](https://github.com/intersystems-community/pluggable_iml/issues/new?template=bug_report.md)**
+**[🐛 Report a Bug](https://github.com/intersystems-community/integratedml-flexible-model-integration/issues/new?template=bug_report.md)**
 
 Our bug report template includes sections for:
 - **Environment details** (Python version, OS, package versions)
@@ -129,7 +129,7 @@ Our bug report template includes sections for:
 
 ### ✨ Feature Requests
 
-**[✨ Request a Feature](https://github.com/intersystems-community/pluggable_iml/issues/new?template=feature_request.md)**
+**[✨ Request a Feature](https://github.com/intersystems-community/integratedml-flexible-model-integration/issues/new?template=feature_request.md)**
 
 Our feature request template covers:
 - **Clear description** and motivation
@@ -140,7 +140,7 @@ Our feature request template covers:
 
 ### 📘 Documentation Improvements
 
-**[📘 Improve Documentation](https://github.com/intersystems-community/pluggable_iml/issues/new?template=documentation_improvement.md)**
+**[📘 Improve Documentation](https://github.com/intersystems-community/integratedml-flexible-model-integration/issues/new?template=documentation_improvement.md)**
 
 Help us improve our docs by suggesting:
 - **Content improvements** and clarifications
@@ -150,7 +150,7 @@ Help us improve our docs by suggesting:
 
 ### 🎯 Demo Requests
 
-**[🎯 Request a Demo](https://github.com/intersystems-community/pluggable_iml/issues/new?template=demo_request.md)**
+**[🎯 Request a Demo](https://github.com/intersystems-community/integratedml-flexible-model-integration/issues/new?template=demo_request.md)**
 
 Suggest new demo scenarios:
 - **Industry domain** and use case
@@ -367,7 +367,7 @@ If you need help:
 
 ## 🙏 Thank You
 
-Thank you for contributing to IntegratedML Pluggable Models Demo! Your contributions help make machine learning more accessible and demonstrate the power of database-integrated ML workflows.
+Thank you for contributing to IntegratedML Flexible Model Integration Demo! Your contributions help make machine learning more accessible and demonstrate the power of database-integrated ML workflows.
 
 ---