From c3ba6541a86dfed5e3b8bf52e5aad31cc2e12762 Mon Sep 17 00:00:00 2001
From: KaifAhmad1 <your.email@example.com>
Date: Tue, 21 Oct 2025 15:14:34 +0530
Subject: [PATCH] Rebrand from SemantiCore to Semantica

- Updated all package references from semanticore to semantica
- Updated all class names from SemantiCore to Semantica
- Renamed logo files: SemantiCore Logo.png -> Semantica Logo.png
- Renamed logo files: SemantiCore Logo Dark.png -> Semantica Logo Dark.png
- Renamed roadmap file: SemantiCore_Development_Roadmap.md -> Semantica_Development_Roadmap.md
- Updated all URLs, links, and documentation references
- Updated all code examples and installation instructions
- Maintained all functionality while updating branding
---
 CONTRIBUTING.md                               |  34 ++--
 CodeExamples.md                               |  86 +++++-----
 LatestReadme.md                               |  22 +--
 Overview.md                                   |  54 +++----
 README.md                                     |  52 +++---
 ...e Logo Dark.png => Semantica Logo Dark.png | Bin
 SemantiCore Logo.png => Semantica Logo.png    | Bin
 ...map.md => Semantica_Development_Roadmap.md |  34 ++--
 Update_Readme.md                              | 148 +++++++++---------
 9 files changed, 215 insertions(+), 215 deletions(-)
 rename SemantiCore Logo Dark.png => Semantica Logo Dark.png (100%)
 rename SemantiCore Logo.png => Semantica Logo.png (100%)
 rename SemantiCore_Development_Roadmap.md => Semantica_Development_Roadmap.md (98%)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index d1e1dc67..2354152c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,6 +1,6 @@
-# 🤝 Contributing to SemantiCore
+# 🤝 Contributing to Semantica
 
-Thank you for your interest in contributing to SemantiCore! This document provides guidelines and information for contributors.
+Thank you for your interest in contributing to Semantica! This document provides guidelines and information for contributors.
 
 ## 🎯 How to Contribute
 
@@ -23,8 +23,8 @@ Thank you for your interest in contributing to SemantiCore! This document provid
 ### **Development Setup**
 ```bash
 # Fork and clone the repository
-git clone https://github.com/YOUR_USERNAME/semanticore.git
-cd semanticore
+git clone https://github.com/YOUR_USERNAME/semantica.git
+cd semantica
 
 # Create virtual environment
 python -m venv venv
@@ -57,15 +57,15 @@ git checkout -b fix/your-bug-fix
 pytest
 
 # Run with coverage
-pytest --cov=semanticore
+pytest --cov=semantica
 
 # Run linting
-flake8 semanticore/
-mypy semanticore/
+flake8 semantica/
+mypy semantica/
 
 # Format code
-black semanticore/
-isort semanticore/
+black semantica/
+isort semantica/
 ```
 
 ### **4. Commit Your Changes**
@@ -137,7 +137,7 @@ test(extraction): add tests for entity extraction
 ### **Writing Tests**
 ```python
 import pytest
-from semanticore.processors.document.pdf_processor import PDFProcessor
+from semantica.processors.document.pdf_processor import PDFProcessor
 
 class TestPDFProcessor:
     def setup_method(self):
@@ -230,7 +230,7 @@ What actually happened.
 **Environment**
 - OS: [e.g., Windows 10, macOS 12.0]
 - Python version: [e.g., 3.9.7]
-- SemantiCore version: [e.g., 0.1.0]
+- Semantica version: [e.g., 0.1.0]
 
 **Additional Information**
 Any other relevant information.
@@ -273,15 +273,15 @@ Contributors will be recognized in:
 
 ## 📞 Getting Help
 
-- **Discussions**: [GitHub Discussions](https://github.com/semanticore/semanticore/discussions)
-- **Issues**: [GitHub Issues](https://github.com/semanticore/semanticore/issues)
-- **Discord**: [Community Discord](https://discord.gg/semanticore)
-- **Email**: team@semanticore.io
+- **Discussions**: [GitHub Discussions](https://github.com/semantica/semantica/discussions)
+- **Issues**: [GitHub Issues](https://github.com/semantica/semantica/issues)
+- **Discord**: [Community Discord](https://discord.gg/semantica)
+- **Email**: team@semantica.io
 
 ## 📄 License
 
-By contributing to SemantiCore, you agree that your contributions will be licensed under the MIT License.
+By contributing to Semantica, you agree that your contributions will be licensed under the MIT License.
 
 ---
 
-Thank you for contributing to SemantiCore! 🚀 
\ No newline at end of file
+Thank you for contributing to Semantica! 🚀 
\ No newline at end of file
diff --git a/CodeExamples.md b/CodeExamples.md
index ffa2b096..0ede254a 100644
--- a/CodeExamples.md
+++ b/CodeExamples.md
@@ -4,27 +4,27 @@
 
 ```bash
 # Complete installation with all format support
-pip install "semanticore[all]"
+pip install "semantica[all]"
 
 # Lightweight installation
-pip install semanticore
+pip install semantica
 
 # Specific format support
-pip install "semanticore[pdf,web,feeds,office]"
+pip install "semantica[pdf,web,feeds,office]"
 
 # Development installation
-git clone https://github.com/semanticore/semanticore.git
-cd semanticore
+git clone https://github.com/semantica/semantica.git
+cd semantica
 pip install -e ".[dev]"
 ```
 
 ### ⚡ 30-Second Demo: From Any Format to Knowledge
 
 ```python
-from semanticore import SemantiCore
+from semantica import Semantica
 
 # Initialize with preferred providers
-core = SemantiCore(
+core = Semantica(
     llm_provider="openai",
     embedding_model="text-embedding-3-large",
     vector_store="pinecone",
@@ -61,7 +61,7 @@ results = knowledge_base.query("What are the key financial trends?")
 Process complex document formats with semantic understanding:
 
 ```python
-from semanticore.processors import DocumentProcessor
+from semantica.processors import DocumentProcessor
 
 # Initialize document processor
 doc_processor = DocumentProcessor(
@@ -89,7 +89,7 @@ for content in [pdf_content, docx_content, pptx_content]:
 Real-time web content and feed processing:
 
 ```python
-from semanticore.processors import WebProcessor, FeedProcessor
+from semantica.processors import WebProcessor, FeedProcessor
 
 # Web content processor
 web_processor = WebProcessor(
@@ -131,7 +131,7 @@ async for item in feed_processor.stream_items():
 Handle structured and semi-structured data formats:
 
 ```python
-from semanticore.processors import StructuredDataProcessor
+from semantica.processors import StructuredDataProcessor
 
 # Initialize structured data processor
 structured_processor = StructuredDataProcessor(
@@ -158,7 +158,7 @@ for data in [json_data, csv_data, yaml_data, xml_data]:
 Process email archives and compressed files:
 
 ```python
-from semanticore.processors import EmailProcessor, ArchiveProcessor
+from semantica.processors import EmailProcessor, ArchiveProcessor
 
 # Email processing
 email_processor = EmailProcessor(
@@ -192,7 +192,7 @@ for content in archive_contents:
 Specialized processing for academic and scientific content:
 
 ```python
-from semanticore.processors import AcademicProcessor
+from semantica.processors import AcademicProcessor
 
 # Academic content processor
 academic_processor = AcademicProcessor(
@@ -223,7 +223,7 @@ for content in [latex_content, bibtex_content, jats_content]:
 Generate RDF triples from any content automatically:
 
 ```python
-from semanticore.extraction import TripleExtractor
+from semantica.extraction import TripleExtractor
 
 # Initialize triple extractor
 triple_extractor = TripleExtractor(
@@ -255,7 +255,7 @@ jsonld_format = triple_extractor.to_jsonld(triples)
 Automatically generate ontologies from extracted semantic patterns:
 
 ```python
-from semanticore.ontology import OntologyGenerator
+from semantica.ontology import OntologyGenerator
 
 # Initialize ontology generator
 ontology_gen = OntologyGenerator(
@@ -283,7 +283,7 @@ ontology.save_to_triple_store("http://localhost:9999/blazegraph/sparql")
 Create context-aware embeddings optimized for semantic search:
 
 ```python
-from semanticore.embeddings import SemanticEmbedder
+from semantica.embeddings import SemanticEmbedder
 
 # Initialize semantic embedder
 embedder = SemanticEmbedder(
@@ -316,7 +316,7 @@ results = vector_store.semantic_search(query, top_k=10)
 Monitor and process live data feeds with semantic understanding:
 
 ```python
-from semanticore.streaming import LiveFeedProcessor
+from semantica.streaming import LiveFeedProcessor
 
 # Initialize live feed processor
 feed_processor = LiveFeedProcessor(
@@ -358,7 +358,7 @@ async for feed_item in feed_processor.stream():
 Integrate with popular streaming platforms:
 
 ```python
-from semanticore.streaming import StreamProcessor
+from semantica.streaming import StreamProcessor
 
 # Kafka integration
 kafka_processor = StreamProcessor(
@@ -400,7 +400,7 @@ async for message in kafka_processor.consume():
 ### 🔐 Multi-Format Cybersecurity Intelligence
 
 ```python
-from semanticore.domains.cyber import CyberIntelProcessor
+from semantica.domains.cyber import CyberIntelProcessor
 
 # Initialize cybersecurity processor
 cyber_processor = CyberIntelProcessor(
@@ -435,7 +435,7 @@ cyber_knowledge.export_to_opencti()
 ### 🧬 Biomedical Literature Processing
 
 ```python
-from semanticore.domains.biomedical import BiomedicalProcessor
+from semantica.domains.biomedical import BiomedicalProcessor
 
 # Initialize biomedical processor
 bio_processor = BiomedicalProcessor(
@@ -466,7 +466,7 @@ biomedical_knowledge.export_to_bioportal()
 ### 📊 Financial Data Aggregation & Analysis
 
 ```python
-from semanticore.domains.finance import FinancialProcessor
+from semantica.domains.finance import FinancialProcessor
 
 # Initialize financial processor
 finance_processor = FinancialProcessor(
@@ -502,7 +502,7 @@ financial_knowledge.export_to_refinitiv()
 ### 🚀 Scalable Deployment Options
 
 ```python
-from semanticore.deployment import ScaleManager
+from semantica.deployment import ScaleManager
 
 # Kubernetes deployment configuration
 k8s_config = {
@@ -532,7 +532,7 @@ print(f"Memory usage: {metrics.memory_usage_percent}%")
 ### 🔧 Custom Pipeline Configuration
 
 ```python
-from semanticore.pipeline import PipelineBuilder
+from semantica.pipeline import PipelineBuilder
 
 # Build custom processing pipeline
 pipeline = PipelineBuilder() \
@@ -572,7 +572,7 @@ results = pipeline.process(input_sources)
 ### 📊 Real-Time Analytics Dashboard
 
 ```python
-from semanticore.monitoring import AnalyticsDashboard
+from semantica.monitoring import AnalyticsDashboard
 
 # Initialize analytics dashboard
 dashboard = AnalyticsDashboard(
@@ -604,7 +604,7 @@ dashboard.add_alert(
 ### 🔍 Quality Assurance & Validation
 
 ```python
-from semanticore.quality import QualityAssurance
+from semantica.quality import QualityAssurance
 
 # Initialize quality assurance
 qa = QualityAssurance(
@@ -635,10 +635,10 @@ qa.enable_continuous_monitoring()
 
 ### 📋 Schema-First Knowledge Graph Construction
 
-Unlike other libraries that infer schemas, SemantiCore enforces predefined business schemas:
+Unlike other libraries that infer schemas, Semantica enforces predefined business schemas:
 
 ```python
-from semanticore.schema import SchemaManager, BusinessEntity
+from semantica.schema import SchemaManager, BusinessEntity
 from pydantic import BaseModel
 from typing import List, Optional
 
@@ -671,7 +671,7 @@ schema_manager = SchemaManager()
 schema_manager.register_entities([Employee, Department, Product])
 
 # Process documents with schema enforcement
-core = SemantiCore(schema_manager=schema_manager)
+core = Semantica(schema_manager=schema_manager)
 results = core.process_with_schema("hr_documents/", strict_mode=True)
 
 # Only entities matching your schema are extracted and validated
@@ -685,7 +685,7 @@ print(f"Schema violations: {len(results.violations)}")
 Start with known entities and enhance with automated extraction:
 
 ```python
-from semanticore.knowledge import SeedManager
+from semantica.knowledge import SeedManager
 
 # Initialize with known business entities
 seed_manager = SeedManager()
@@ -715,7 +715,7 @@ print(f"Linked to existing: {len(results.linked_entities)}")
 Automatic deduplication with configurable business rules:
 
 ```python
-from semanticore.deduplication import EntityDeduplicator
+from semantica.deduplication import EntityDeduplicator
 
 # Configure deduplication rules for each entity type
 dedup_config = {
@@ -765,7 +765,7 @@ for merge in results.auto_merged:
 Flag contradictions with complete source tracking:
 
 ```python
-from semanticore.conflicts import ConflictDetector
+from semantica.conflicts import ConflictDetector
 
 # Configure conflict detection rules
 conflict_detector = ConflictDetector(
@@ -819,7 +819,7 @@ resolved_conflicts = conflict_detector.resolve_conflicts(
 Implement custom business logic and constraints:
 
 ```python
-from semanticore.validation import BusinessRuleEngine
+from semantica.validation import BusinessRuleEngine
 
 # Define business rules
 rules = BusinessRuleEngine()
@@ -878,7 +878,7 @@ for violation in validation_report.violations:
 Built-in UI for reviewing and resolving conflicts:
 
 ```python
-from semanticore.ui import ConflictResolutionDashboard
+from semantica.ui import ConflictResolutionDashboard
 
 # Start interactive dashboard
 dashboard = ConflictResolutionDashboard(
@@ -912,18 +912,18 @@ knowledge_graph.apply_resolutions(resolved_data)
 
 ### 🎓 Learning Resources
 
-- **📚 [Documentation](https://semanticore.readthedocs.io/)** - Comprehensive guides and API reference
-- **🎯 [Tutorials](https://semanticore.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
-- **💡 [Examples Repository](https://github.com/semanticore/examples)** - Real-world implementation examples
-- **🎥 [Video Tutorials](https://youtube.com/semanticore)** - Visual learning content
-- **📖 [Blog](https://blog.semanticore.io/)** - Latest updates and best practices
+- **📚 [Documentation](https://semantica.readthedocs.io/)** - Comprehensive guides and API reference
+- **🎯 [Tutorials](https://semantica.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
+- **💡 [Examples Repository](https://github.com/semantica/examples)** - Real-world implementation examples
+- **🎥 [Video Tutorials](https://youtube.com/semantica)** - Visual learning content
+- **📖 [Blog](https://blog.semantica.io/)** - Latest updates and best practices
 
 ### 💬 Community Support
 
-- **💬 [Discord Community](https://discord.gg/semanticore)** - Real-time chat and support
-- **🐙 [GitHub Discussions](https://github.com/semanticore/semanticore/discussions)** - Community Q&A
-- **📧 [Mailing List](https://groups.google.com/g/semanticore)** - Announcements and updates
-- **🐦 [Twitter](https://twitter.com/semanticore)** - Latest news and tips
+- **💬 [Discord Community](https://discord.gg/semantica)** - Real-time chat and support
+- **🐙 [GitHub Discussions](https://github.com/semantica/semantica/discussions)** - Community Q&A
+- **📧 [Mailing List](https://groups.google.com/g/semantica)** - Announcements and updates
+- **🐦 [Twitter](https://twitter.com/semantica)** - Latest news and tips
 
 ### 🏢 Enterprise Support
 
@@ -943,7 +943,7 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
 ## 🙏 Acknowledgments
 
 - **🧠 Research Community** - Built upon cutting-edge research in NLP and semantic web
-- **🤝 Open Source Contributors** - Hundreds of contributors making SemantiCore better
+- **🤝 Open Source Contributors** - Hundreds of contributors making Semantica better
 - **🏢 Enterprise Partners** - Real-world feedback and requirements shaping development
 - **🎓 Academic Institutions** - Research collaborations and validation
 
@@ -953,6 +953,6 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
 
 **🚀 Ready to transform your data into intelligent knowledge?**
 
-[Get Started Now](https://semanticore.readthedocs.io/quickstart/) • [View Examples](https://github.com/semanticore/examples) • [Join Community](https://discord.gg/semanticore)
+[Get Started Now](https://semantica.readthedocs.io/quickstart/) • [View Examples](https://github.com/semantica/examples) • [Join Community](https://discord.gg/semantica)
 
 </div>
diff --git a/LatestReadme.md b/LatestReadme.md
index 5a10de9e..f8f1942a 100644
--- a/LatestReadme.md
+++ b/LatestReadme.md
@@ -1,4 +1,4 @@
-# 🧠 SemantiCore
+# 🧠 Semantica
 
 > **The AI-Native Semantic Layer & Knowledge Engineering Toolkit**
 > Modular • Agentic • RAG-Ready • Real-Time • Extensible • Open-Source
@@ -9,7 +9,7 @@
 
 In an AI-native world dominated by intelligent agents, automation pipelines, and reasoning systems, **raw documents are no longer enough**. To enable deep understanding, reasoning, memory, and automation — you need a **semantic core**.
 
-**SemantiCore** is your central, extensible, open-source framework for transforming messy, unstructured data into **machine-understandable**, **queryable**, and **actionable** knowledge.
+**Semantica** is your central, extensible, open-source framework for transforming messy, unstructured data into **machine-understandable**, **queryable**, and **actionable** knowledge.
 
 ---
 
@@ -30,7 +30,7 @@ In an AI-native world dominated by intelligent agents, automation pipelines, and
 ## 📦 Installation
 
 ```bash
-git clone https://github.com/semanticores/semcore.git
+git clone https://github.com/semanticas/semcore.git
 cd semcore
 pip install -e .[all]  # Includes extras like UI, Whisper, Neo4j, etc.
 ```
@@ -413,31 +413,31 @@ semantic_results = pipeline.query(
 ### Quick Start
 ```bash
 # Basic installation
-pip install semanticore
+pip install semantica
 
 # Full installation with all features
-pip install semanticore[all]
+pip install semantica[all]
 
 # Specific modules
-pip install semanticore[graphs,vectors,ui]
+pip install semantica[graphs,vectors,ui]
 ```
 
 ### Docker Deployment
 ```bash
 # Start complete stack
-docker-compose up -d semanticore-stack
+docker-compose up -d semantica-stack
 
 # Custom configuration
-docker run -v ./config:/app/config semanticore:latest
+docker run -v ./config:/app/config semantica:latest
 ```
 
 ### Kubernetes
 ```bash
 # Deploy with Helm
-helm install semanticore ./charts/semanticore
+helm install semantica ./charts/semantica
 
 # Scale processing nodes
-kubectl scale deployment semanticore-workers --replicas=10
+kubectl scale deployment semantica-workers --replicas=10
 ```
 
 ---
@@ -493,7 +493,7 @@ Attribution appreciated. Collaborative forks encouraged.
 
 > Let's build the semantic backbone of the AI-native world.
 
-SemantiCore is not just a toolkit — it's a **movement** toward AI systems that reason, explain, and learn from structured, semantic knowledge.
+Semantica is not just a toolkit — it's a **movement** toward AI systems that reason, explain, and learn from structured, semantic knowledge.
 
 **Connect. Contribute. Collaborate.**
 
diff --git a/Overview.md b/Overview.md
index aeeea0f0..4d74fd4e 100644
--- a/Overview.md
+++ b/Overview.md
@@ -1,12 +1,12 @@
-# 🚀 SemantiCore: The Ultimate Knowledge Engineering Toolkit
+# 🚀 Semantica: The Ultimate Knowledge Engineering Toolkit
 
 > **"Transform Unstructured Data into Semantic Layers: Build Enterprise Knowledge Graphs with Engineering Precision"**
 
 ---
 
-## 🎯 **What is SemantiCore?**
+## 🎯 **What is Semantica?**
 
-SemantiCore is a comprehensive toolkit for Knowledge Engineering and Semantic Layer construction. It transforms unstructured data into structured, queryable semantic layers with built-in quality controls, conflict detection, and full provenance tracking. Built for data engineers, knowledge engineers, and semantic architects.
+Semantica is a comprehensive toolkit for Knowledge Engineering and Semantic Layer construction. It transforms unstructured data into structured, queryable semantic layers with built-in quality controls, conflict detection, and full provenance tracking. Built for data engineers, knowledge engineers, and semantic architects.
 
 ---
 
@@ -32,7 +32,7 @@ SemantiCore is a comprehensive toolkit for Knowledge Engineering and Semantic La
 
 ```
 ┌─────────────────────────────────────────────────────────────┐
-│                SemantiCore Knowledge Engineering Toolkit    │
+│                Semantica Knowledge Engineering Toolkit    │
 ├─────────────────────────────────────────────────────────────┤
 │  📊 Semantic Dashboard  │  🔧 Engineering CLI  │  📈 Quality Monitor │
 ├─────────────────────────────────────────────────────────────┤
@@ -99,9 +99,9 @@ graph LR
 
 ### 1. **Load Unstructured Data**
 ```python
-from semanticore import SemantiCore
+from semantica import Semantica
 
-core = SemantiCore()
+core = Semantica()
 core.ingest_unstructured_data("./documents/", "./emails/", "./databases/")
 ```
 
@@ -171,7 +171,7 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
 
 ---
 
-## 💡 **Why Choose SemantiCore for Knowledge Engineering?**
+## 💡 **Why Choose Semantica for Knowledge Engineering?**
 
 ### ✅ **Knowledge Engineering Advantages**
 - **Semantic Layer Focus** - Purpose-built for building enterprise semantic layers
@@ -181,7 +181,7 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
 - **Provenance & Lineage** - Full audit trail for knowledge engineering processes
 
 ### 🆚 **vs. Knowledge Engineering Alternatives**
-| Feature | SemantiCore | Neo4j | Amazon Neptune | Microsoft Graph | Stardog |
+| Feature | Semantica | Neo4j | Amazon Neptune | Microsoft Graph | Stardog |
 |---------|-------------|-------|----------------|-----------------|---------|
 | **Semantic Layer Construction** | ✅ Native | ❌ Manual | ❌ Limited | ❌ Basic | ⚠️ Partial |
 | **Unstructured Data Processing** | ✅ Full Suite | ❌ Text only | ❌ Limited | ❌ Limited | ⚠️ Basic |
@@ -218,15 +218,15 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
 ## 🤝 **Get Involved**
 
 ### 📚 **Resources**
-- **Documentation**: [docs.semanticore.ai](https://docs.semanticore.ai)
-- **GitHub**: [github.com/semanticore](https://github.com/semanticore)
-- **Discord**: [discord.gg/semanticore](https://discord.gg/semanticore)
-- **Blog**: [blog.semanticore.ai](https://blog.semanticore.ai)
+- **Documentation**: [docs.semantica.ai](https://docs.semantica.ai)
+- **GitHub**: [github.com/semantica](https://github.com/semantica)
+- **Discord**: [discord.gg/semantica](https://discord.gg/semantica)
+- **Blog**: [blog.semantica.ai](https://blog.semantica.ai)
 
 ### 🆘 **Support**
 - **Community**: GitHub Discussions
-- **Enterprise**: [enterprise@semanticore.ai](mailto:enterprise@semanticore.ai)
-- **Sales**: [sales@semanticore.ai](mailto:sales@semanticore.ai)
+- **Enterprise**: [enterprise@semantica.ai](mailto:enterprise@semantica.ai)
+- **Sales**: [sales@semantica.ai](mailto:sales@semantica.ai)
 
 ---
 
@@ -280,14 +280,14 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
 ## 🎬 **Knowledge Engineering Demos**
 
 ### 📹 **Video Demos**
-- [Knowledge Engineering Quick Start](https://youtube.com/semanticore-knowledge-engineering)
-- [Semantic Layer Construction](https://youtube.com/semanticore-semantic-layers)
-- [Enterprise Knowledge Engineering](https://youtube.com/semanticore-enterprise)
+- [Knowledge Engineering Quick Start](https://youtube.com/semantica-knowledge-engineering)
+- [Semantic Layer Construction](https://youtube.com/semantica-semantic-layers)
+- [Enterprise Knowledge Engineering](https://youtube.com/semantica-enterprise)
 
 ### 📚 **Live Examples**
-- [Financial Semantic Layer](https://demo.semanticore.ai/financial-semantic)
-- [Healthcare Knowledge Graph](https://demo.semanticore.ai/healthcare-kg)
-- [Legal Compliance Knowledge Base](https://demo.semanticore.ai/legal-compliance)
+- [Financial Semantic Layer](https://demo.semantica.ai/financial-semantic)
+- [Healthcare Knowledge Graph](https://demo.semantica.ai/healthcare-kg)
+- [Legal Compliance Knowledge Base](https://demo.semantica.ai/legal-compliance)
 
 ---
 
@@ -297,15 +297,15 @@ semantic_analysis = semantic_layer.analyze_relationships("fraud_detection_patter
 
 ---
 
-*Built with ❤️ by the SemantiCore Community*
+*Built with ❤️ by the Semantica Community*
 
 ---
 
 ## 📞 **Contact Knowledge Engineering Team**
 
-- **Website**: [semanticore.ai](https://semanticore.ai)
-- **Email**: [knowledge-engineering@semanticore.ai](mailto:knowledge-engineering@semanticore.ai)
-- **Twitter**: [@semanticore](https://twitter.com/semanticore)
-- **LinkedIn**: [SemantiCore Knowledge Engineering](https://linkedin.com/company/semanticore)
-- **YouTube**: [SemantiCore Knowledge Engineering](https://youtube.com/semanticore)
-- **Discord**: [Knowledge Engineering Community](https://discord.gg/semanticore-ke)
+- **Website**: [semantica.ai](https://semantica.ai)
+- **Email**: [knowledge-engineering@semantica.ai](mailto:knowledge-engineering@semantica.ai)
+- **Twitter**: [@semantica](https://twitter.com/semantica)
+- **LinkedIn**: [Semantica Knowledge Engineering](https://linkedin.com/company/semantica)
+- **YouTube**: [Semantica Knowledge Engineering](https://youtube.com/semantica)
+- **Discord**: [Knowledge Engineering Community](https://discord.gg/semantica-ke)
diff --git a/README.md b/README.md
index 18bfe636..250d45dd 100644
--- a/README.md
+++ b/README.md
@@ -1,31 +1,31 @@
 <div align="center">
 
-<img src="SemantiCore%20Logo.png" alt="SemantiCore Logo" width="300" height="auto">
+<img src="Semantica%20Logo.png" alt="Semantica Logo" width="300" height="auto">
 
-# 🧠 SemantiCore
+# 🧠 Semantica
 
 [![Python 3.8+](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/)
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
-[![PyPI version](https://badge.fury.io/py/semanticore.svg)](https://badge.fury.io/py/semanticore)
-[![Downloads](https://pepy.tech/badge/semanticore)](https://pepy.tech/project/semanticore)
+[![PyPI version](https://badge.fury.io/py/semantica.svg)](https://badge.fury.io/py/semantica)
+[![Downloads](https://pepy.tech/badge/semantica)](https://pepy.tech/project/semantica)
 
 **🚀 Open Source Semantic Layer and Knowledge Engineering Toolkit**
 
 *Transform any unstructured data format into intelligent, structured semantic knowledge graphs, embeddings, and ontologies for LLMs, Agents, RAG systems, and Knowledge Graphs.*
 
-[📖 Documentation](https://semanticore.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Features](#-features) • [🤝 Community](#-community--support) • [🔧 API Reference](https://semanticore.readthedocs.io/api/)
+[📖 Documentation](https://semantica.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Features](#-features) • [🤝 Community](#-community--support) • [🔧 API Reference](https://semantica.readthedocs.io/api/)
 
 </div>
 
 ---
 
-## 🌟 What is SemantiCore?
+## 🌟 What is Semantica?
 
-SemantiCore is the most comprehensive semantic data transformation platform that bridges the gap between raw unstructured data in **any format** and intelligent AI systems. From complex documents to live data feeds, SemantiCore extracts meaning, builds knowledge, and creates intelligent semantic layers that power next-generation AI applications.
+Semantica is the most comprehensive semantic data transformation platform that bridges the gap between raw unstructured data in **any format** and intelligent AI systems. From complex documents to live data feeds, Semantica extracts meaning, builds knowledge, and creates intelligent semantic layers that power next-generation AI applications.
 
 > **"The missing link between your data and AI — turning unstructured chaos into structured, intelligent semantic knowledge."**
 
-### 🎯 Why Choose SemantiCore?
+### 🎯 Why Choose Semantica?
 
 <table>
 <tr>
@@ -166,27 +166,27 @@ SemantiCore is the most comprehensive semantic data transformation platform that
 
 ```bash
 # Complete installation with all format support
-pip install "semanticore[all]"
+pip install "semantica[all]"
 
 # Lightweight installation
-pip install semanticore
+pip install semantica
 
 # Specific format support
-pip install "semanticore[pdf,web,feeds,office]"
+pip install "semantica[pdf,web,feeds,office]"
 
 # Development installation
-git clone https://github.com/semanticore/semanticore.git
-cd semanticore
+git clone https://github.com/semantica/semantica.git
+cd semantica
 pip install -e ".[dev]"
 ```
 
 ### ⚡ 30-Second Demo: From Any Format to Knowledge
 
 ```python
-from semanticore import SemantiCore
+from semantica import Semantica
 
 # Initialize with preferred providers
-core = SemantiCore(
+core = Semantica(
     llm_provider="openai",
     embedding_model="text-embedding-3-large",
     vector_store="pinecone",
@@ -299,17 +299,17 @@ results = knowledge_base.query("What are the key financial trends?")
 ## 🤝 Community & Support
 
 ### 🎓 **Learning Resources**
-- **📚 [Documentation](https://semanticore.readthedocs.io/)** - Comprehensive guides and API reference
-- **🎯 [Tutorials](https://semanticore.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
-- **💡 [Examples Repository](https://github.com/semanticore/examples)** - Real-world implementation examples
-- **🎥 [Video Tutorials](https://youtube.com/semanticore)** - Visual learning content
-- **📖 [Blog](https://blog.semanticore.io/)** - Latest updates and best practices
+- **📚 [Documentation](https://semantica.readthedocs.io/)** - Comprehensive guides and API reference
+- **🎯 [Tutorials](https://semantica.readthedocs.io/tutorials/)** - Step-by-step tutorials for common use cases
+- **💡 [Examples Repository](https://github.com/semantica/examples)** - Real-world implementation examples
+- **🎥 [Video Tutorials](https://youtube.com/semantica)** - Visual learning content
+- **📖 [Blog](https://blog.semantica.io/)** - Latest updates and best practices
 
 ### 💬 **Community Support**
-- **💬 [Discord Community](https://discord.gg/semanticore)** - Real-time chat and support
-- **🐙 [GitHub Discussions](https://github.com/semanticore/semanticore/discussions)** - Community Q&A
-- **📧 [Mailing List](https://groups.google.com/g/semanticore)** - Announcements and updates
-- **🐦 [Twitter](https://twitter.com/semanticore)** - Latest news and tips
+- **💬 [Discord Community](https://discord.gg/semantica)** - Real-time chat and support
+- **🐙 [GitHub Discussions](https://github.com/semantica/semantica/discussions)** - Community Q&A
+- **📧 [Mailing List](https://groups.google.com/g/semantica)** - Announcements and updates
+- **🐦 [Twitter](https://twitter.com/semantica)** - Latest news and tips
 
 ### 🏢 **Enterprise Support**
 - **🎯 Professional Services** - Custom implementation and consulting
@@ -328,7 +328,7 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
 ## 🙏 Acknowledgments
 
 - **🧠 Research Community** - Built upon cutting-edge research in NLP and semantic web
-- **🤝 Open Source Contributors** - Hundreds of contributors making SemantiCore better
+- **🤝 Open Source Contributors** - Hundreds of contributors making Semantica better
 - **🏢 Enterprise Partners** - Real-world feedback and requirements shaping development
 - **🎓 Academic Institutions** - Research collaborations and validation
 
@@ -338,6 +338,6 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
 
 **🚀 Ready to transform your data into intelligent knowledge?**
 
-[Get Started Now](https://semanticore.readthedocs.io/quickstart/) • [View Examples](https://github.com/semanticore/examples) • [Join Community](https://discord.gg/semanticore)
+[Get Started Now](https://semantica.readthedocs.io/quickstart/) • [View Examples](https://github.com/semantica/examples) • [Join Community](https://discord.gg/semantica)
 
 </div>
diff --git a/SemantiCore Logo Dark.png b/Semantica Logo Dark.png
similarity index 100%
rename from SemantiCore Logo Dark.png
rename to Semantica Logo Dark.png
diff --git a/SemantiCore Logo.png b/Semantica Logo.png
similarity index 100%
rename from SemantiCore Logo.png
rename to Semantica Logo.png
diff --git a/SemantiCore_Development_Roadmap.md b/Semantica_Development_Roadmap.md
similarity index 98%
rename from SemantiCore_Development_Roadmap.md
rename to Semantica_Development_Roadmap.md
index 46a895aa..bb632dc5 100644
--- a/SemantiCore_Development_Roadmap.md
+++ b/Semantica_Development_Roadmap.md
@@ -1,12 +1,12 @@
-# SemantiCore — Modules, Features, Roadmap & Visuals
+# Semantica — Modules, Features, Roadmap & Visuals
 
-> **Purpose:** A concise engineering guide listing every module, feature, responsibilities, recommended tech, and visual diagrams to help you design, implement, and ship the SemantiCore open‑source semantic toolkit.
+> **Purpose:** A concise engineering guide listing every module, feature, responsibilities, recommended tech, and visual diagrams to help you design, implement, and ship the Semantica open‑source semantic toolkit.
 
 ---
 
 ## 1. High-level overview
 
-SemantiCore transforms raw, multi-format input into semantic knowledge (triples, ontologies, graphs, embeddings) suitable for RAG, multi-agent systems, GraphRAG, and domain-specific AI pipelines. The architecture is modular, pluggable, and cloud-native.
+Semantica transforms raw, multi-format input into semantic knowledge (triples, ontologies, graphs, embeddings) suitable for RAG, multi-agent systems, GraphRAG, and domain-specific AI pipelines. The architecture is modular, pluggable, and cloud-native.
 
 ---
 
@@ -17,16 +17,16 @@ Each module is a self-contained package with a clear public API.
 1. **core**
 
    * **Responsibilities:** orchestration, pipeline runner, configuration, plugin registry, lifecycle management.
-   * **Exports:** `SemantiCore`, `PipelineBuilder`, `Config`, `PluginManager`.
+   * **Exports:** `Semantica`, `PipelineBuilder`, `Config`, `PluginManager`.
    * **Submodules:** 
      - **orchestrator:** Pipeline coordination, task scheduling, resource management
      - **config_manager:** YAML/JSON config parsing, environment variables, validation
      - **plugin_registry:** Dynamic plugin loading, version compatibility, dependency resolution
      - **lifecycle:** Startup/shutdown hooks, health checks, graceful degradation
    * **Functions:**
-     - `SemantiCore.initialize()` - Setup all modules and connections
-     - `SemantiCore.run_pipeline()` - Execute complete processing pipeline
-     - `SemantiCore.get_status()` - Return system health and metrics
+     - `Semantica.initialize()` - Setup all modules and connections
+     - `Semantica.run_pipeline()` - Execute complete processing pipeline
+     - `Semantica.get_status()` - Return system health and metrics
      - `PipelineBuilder.add_step()` - Add processing step to pipeline
      - `PipelineBuilder.set_parallelism()` - Configure parallel execution
      - `Config.validate()` - Validate configuration against schema
@@ -1419,7 +1419,7 @@ agents         ████       4
 ```mermaid
 gantt
     dateFormat  YYYY-MM-DD
-    title SemantiCore high-level roadmap
+    title Semantica high-level roadmap
     section MVP
     Core & Ingest       :done, a1, 2025-01-01, 45d
     Parsing & Chunking  :done, a2, after a1, 30d
@@ -1486,7 +1486,7 @@ gantt
 /docs/
 /examples/
 /infra/k8s/
-/helm/semanticore/
+/helm/semantica/
 /.github/workflows/
 
 🆕 /packages/template_manager/
@@ -1520,9 +1520,9 @@ gantt
 ## 12. Example API usage (reference)
 
 ```python
-from semanticore import SemantiCore
+from semantica import Semantica
 
-core = SemantiCore(
+core = Semantica(
     config_path="./config.yaml",
     llm_provider="local",
     vector_store="faiss"
@@ -1535,14 +1535,14 @@ print(kb.search("key trends"))
 ### 🆕 **NEW API EXAMPLES FOR KNOWLEDGE GRAPH QUALITY**
 
 ```python
-from semanticore import SemantiCore
-from semanticore.template_manager import TemplateRegistry
-from semanticore.seed_manager import SeedManager
-from semanticore.semantic_deduplicator import SemanticDeduplicator
-from semanticore.conflict_detector import ConflictDetector
+from semantica import Semantica
+from semantica.template_manager import TemplateRegistry
+from semantica.seed_manager import SeedManager
+from semantica.semantic_deduplicator import SemanticDeduplicator
+from semantica.conflict_detector import ConflictDetector
 
 # Initialize with quality modules
-core = SemantiCore(
+core = Semantica(
     config_path="./config.yaml",
     template_manager=TemplateRegistry("./templates/"),
     seed_manager=SeedManager("./seed_data/"),
diff --git a/Update_Readme.md b/Update_Readme.md
index 8e9e4be2..9283496d 100644
--- a/Update_Readme.md
+++ b/Update_Readme.md
@@ -1,33 +1,33 @@
-# 🧠 SemantiCore
+# 🧠 Semantica
 
 <div align="center">
 
 [![Python 3.8+](https://img.shields.io/badge/python-3.8+-blue.svg?style=for-the-badge&logo=python&logoColor=white)](https://www.python.org/downloads/)
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg?style=for-the-badge)](https://opensource.org/licenses/MIT)
-[![PyPI version](https://badge.fury.io/py/semanticore.svg?style=for-the-badge)](https://badge.fury.io/py/semanticore)
-[![Downloads](https://pepy.tech/badge/semanticore?style=for-the-badge)](https://pepy.tech/project/semanticore)
-[![Docker](https://img.shields.io/badge/docker-ready-blue?style=for-the-badge&logo=docker&logoColor=white)](https://hub.docker.com/r/semanticore/semanticore)
+[![PyPI version](https://badge.fury.io/py/semantica.svg?style=for-the-badge)](https://badge.fury.io/py/semantica)
+[![Downloads](https://pepy.tech/badge/semantica?style=for-the-badge)](https://pepy.tech/project/semantica)
+[![Docker](https://img.shields.io/badge/docker-ready-blue?style=for-the-badge&logo=docker&logoColor=white)](https://hub.docker.com/r/semantica/semantica)
 [![Kubernetes](https://img.shields.io/badge/kubernetes-ready-326CE5?style=for-the-badge&logo=kubernetes&logoColor=white)](https://kubernetes.io/)
-[![GitHub stars](https://img.shields.io/github/stars/semanticore/semanticore?style=for-the-badge)](https://github.com/semanticore/semanticore)
-[![Contributors](https://img.shields.io/github/contributors/semanticore/semanticore?style=for-the-badge)](https://github.com/semanticore/semanticore/graphs/contributors)
+[![GitHub stars](https://img.shields.io/github/stars/semantica/semantica?style=for-the-badge)](https://github.com/semantica/semantica)
+[![Contributors](https://img.shields.io/github/contributors/semantica/semantica?style=for-the-badge)](https://github.com/semantica/semantica/graphs/contributors)
 
 **🚀 The Ultimate Open Source Toolkit for building Semantic Layers for AI**
 
 *Transform any data format into intelligent, contextual knowledge graphs, embeddings, and semantic structures that power next-generation AI applications, RAG systems, and intelligent agents.*
 
-[📖 Documentation](https://semanticore.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Examples](#-examples) • [🤝 Community](#-community) • [🔧 API Reference](https://semanticore.readthedocs.io/api/)
+[📖 Documentation](https://semantica.readthedocs.io/) • [🚀 Quick Start](#-quick-start) • [💡 Examples](#-examples) • [🤝 Community](#-community) • [🔧 API Reference](https://semantica.readthedocs.io/api/)
 
 </div>
 
 ---
 
-## 🌟 What is SemantiCore?
+## 🌟 What is Semantica?
 
-SemantiCore is the most comprehensive open-source semantic intelligence platform that transforms raw, unstructured data from **any source** into intelligent, contextual knowledge. Built for developers, researchers, and enterprises, it bridges the gap between chaotic data and AI-ready semantic understanding.
+Semantica is the most comprehensive open-source semantic intelligence platform that transforms raw, unstructured data from **any source** into intelligent, contextual knowledge. Built for developers, researchers, and enterprises, it bridges the gap between chaotic data and AI-ready semantic understanding.
 
 > **"The missing link between your data and AI — turning unstructured chaos into structured, intelligent semantic knowledge."**
 
-### 🎯 Why Choose SemantiCore?
+### 🎯 Why Choose Semantica?
 
 <table>
 <tr>
@@ -68,7 +68,7 @@ SemantiCore is the most comprehensive open-source semantic intelligence platform
 
 ## 🔧 Core Modules Overview
 
-SemantiCore is built with a modular architecture that provides comprehensive semantic intelligence capabilities:
+Semantica is built with a modular architecture that provides comprehensive semantic intelligence capabilities:
 
 ### 📊 **Data Processing Modules**
 - **[Document Processor](#-document-processing-module)** - PDF, DOCX, XLSX, PPTX, LaTeX, EPUB and more
@@ -126,27 +126,27 @@ SemantiCore is built with a modular architecture that provides comprehensive sem
 
 ```bash
 # Complete installation with all modules
-pip install "semanticore[all]"
+pip install "semantica[all]"
 
 # Lightweight core installation
-pip install semanticore
+pip install semantica
 
 # Specific module support
-pip install "semanticore[pdf,web,feeds,office,scientific]"
+pip install "semantica[pdf,web,feeds,office,scientific]"
 
 # Development installation
-git clone https://github.com/semanticore/semanticore.git
-cd semanticore
+git clone https://github.com/semantica/semantica.git
+cd semantica
 pip install -e ".[dev]"
 ```
 
 ### ⚡ Transform Any Data in 60 Seconds
 
 ```python
-from semanticore import SemantiCore
+from semantica import Semantica
 
 # Initialize with your preferred providers
-core = SemantiCore(
+core = Semantica(
     llm_provider="openai",  # or "anthropic", "huggingface", "ollama"
     embedding_model="text-embedding-3-large",
     vector_store="pinecone",  # or "weaviate", "chroma", "qdrant"
@@ -202,7 +202,7 @@ for result in results:
 Handle complex document formats with full semantic understanding:
 
 ```python
-from semanticore.processors import DocumentProcessor
+from semantica.processors import DocumentProcessor
 
 # Initialize with comprehensive extraction capabilities
 doc_processor = DocumentProcessor(
@@ -257,7 +257,7 @@ for content in [pdf_content, docx_content, pptx_content, xlsx_content]:
 Real-time web content and feed processing with semantic understanding:
 
 ```python
-from semanticore.processors import WebProcessor, FeedProcessor
+from semantica.processors import WebProcessor, FeedProcessor
 
 # Advanced web content processor
 web_processor = WebProcessor(
@@ -324,7 +324,7 @@ async for item in feed_processor.stream_items():
 Transform structured and semi-structured data into semantic knowledge:
 
 ```python
-from semanticore.processors import StructuredDataProcessor
+from semantica.processors import StructuredDataProcessor
 
 # Initialize with intelligent schema detection
 structured_processor = StructuredDataProcessor(
@@ -384,7 +384,7 @@ unified_graph = core.merge_data_graphs([item['triples'] for item in processed_da
 Advanced context building and preservation across all data sources:
 
 ```python
-from semanticore.context import ContextEngineer
+from semantica.context import ContextEngineer
 
 # Initialize context engineering system
 context_engineer = ContextEngineer(
@@ -446,7 +446,7 @@ for result in contextual_results:
 Create context-aware embeddings optimized for semantic understanding:
 
 ```python
-from semanticore.embeddings import SemanticEmbedder
+from semantica.embeddings import SemanticEmbedder
 
 # Initialize advanced semantic embedder
 embedder = SemanticEmbedder(
@@ -523,7 +523,7 @@ for result in search_results:
 Automatically construct intelligent knowledge graphs from any data:
 
 ```python
-from semanticore.graph import KnowledgeGraphBuilder
+from semantica.graph import KnowledgeGraphBuilder
 
 # Initialize knowledge graph builder
 graph_builder = KnowledgeGraphBuilder(
@@ -584,7 +584,7 @@ for query in graph_queries:
 Automatically generate SPARQL queries for semantic search:
 
 ```python
-from semanticore.query import SPARQLQueryGenerator
+from semantica.query import SPARQLQueryGenerator
 
 # Initialize SPARQL query generator
 sparql_generator = SPARQLQueryGenerator(
@@ -627,7 +627,7 @@ for nl_query in natural_queries:
 Process real-time data streams with semantic understanding:
 
 ```python
-from semanticore.streaming import StreamProcessor
+from semantica.streaming import StreamProcessor
 
 # Initialize stream processor with multiple platform support
 stream_processor = StreamProcessor(
@@ -642,7 +642,7 @@ stream_processor = StreamProcessor(
 kafka_config = {
     'bootstrap_servers': ['localhost:9092'],
     'topics': ['documents', 'web_content', 'feeds', 'social_media'],
-    'consumer_group': 'semanticore_processors'
+    'consumer_group': 'semantica_processors'
 }
 
 stream_processor.configure_kafka(kafka_config)
@@ -653,7 +653,7 @@ rabbitmq_config = {
     'port': 5672,
     'virtual_host': '/',
     'queues': ['semantic_processing', 'document_analysis'],
-    'exchange': 'semanticore_exchange'
+    'exchange': 'semantica_exchange'
 }
 
 stream_processor.configure_rabbitmq(rabbitmq_config)
@@ -711,7 +711,7 @@ await process_stream_data()
 Monitor live feeds with intelligent content analysis:
 
 ```python
-from semanticore.streaming import LiveFeedMonitor
+from semantica.streaming import LiveFeedMonitor
 
 # Initialize live feed monitor
 feed_monitor = LiveFeedMonitor(
@@ -790,8 +790,8 @@ async for feed_item in feed_monitor.stream_items():
 ### 🔬 Research Paper Analysis Pipeline
 
 ```python
-from semanticore import SemantiCore
-from semanticore.pipelines import ResearchPipeline
+from semantica import Semantica
+from semantica.pipelines import ResearchPipeline
 
 # Initialize research-focused pipeline
 research_pipeline = ResearchPipeline(
@@ -847,7 +847,7 @@ for query in research_queries:
 ### 📊 Business Intelligence Dashboard
 
 ```python
-from semanticore.dashboards import BusinessIntelligenceDashboard
+from semantica.dashboards import BusinessIntelligenceDashboard
 
 # Initialize BI dashboard
 bi_dashboard = BusinessIntelligenceDashboard(
@@ -897,7 +897,7 @@ async for update in bi_dashboard.stream_updates():
 ### 🏥 Healthcare Knowledge System
 
 ```python
-from semanticore.healthcare import HealthcareProcessor
+from semantica.healthcare import HealthcareProcessor
 
 # Initialize healthcare-specific processor
 healthcare_processor = HealthcareProcessor(
@@ -951,7 +951,7 @@ for query in medical_queries:
 ### 🔒 Cybersecurity Threat Intelligence
 
 ```python
-from semanticore.security import CyberSecurityProcessor
+from semantica.security import CyberSecurityProcessor
 
 # Initialize cybersecurity processor
 cyber_processor = CyberSecurityProcessor(
@@ -1011,12 +1011,12 @@ for query in threat_queries:
 ### 🚀 Scalable Deployment
 
 ```python
-from semanticore.deployment import EnterpriseDeployment
+from semantica.deployment import EnterpriseDeployment
 
 # Configure enterprise deployment
 enterprise_config = {
     'kubernetes': {
-        'namespace': 'semanticore-prod',
+        'namespace': 'semantica-prod',
         'replicas': 10,
         'resources': {
             'cpu': '4000m',
@@ -1057,7 +1057,7 @@ print(f"🌐 Active Connections: {metrics.active_connections}")
 ### 🔧 Custom Pipeline Builder
 
 ```python
-from semanticore.pipelines import PipelineBuilder
+from semantica.pipelines import PipelineBuilder
 
 # Build custom enterprise pipeline
 enterprise_pipeline = PipelineBuilder() \
@@ -1133,7 +1133,7 @@ print(f"   ⏱️ Processing Time: {results.processing_time:.2f} seconds")
 ### 📊 Real-Time Analytics Dashboard
 
 ```python
-from semanticore.analytics import AnalyticsDashboard
+from semantica.analytics import AnalyticsDashboard
 
 # Initialize comprehensive analytics dashboard
 analytics = AnalyticsDashboard(
@@ -1200,7 +1200,7 @@ print("📊 Analytics Dashboard started at http://localhost:8080")
 ### 🔍 Quality Assurance System
 
 ```python
-from semanticore.quality import QualityAssurance
+from semantica.quality import QualityAssurance
 
 # Initialize comprehensive quality assurance
 qa_system = QualityAssurance(
@@ -1261,8 +1261,8 @@ qa_system.enable_continuous_monitoring(
 ### ⚙️ Multi-Provider Setup
 
 ```python
-from semanticore import SemantiCore
-from semanticore.config import MultiProviderConfig
+from semantica import Semantica
+from semantica.config import MultiProviderConfig
 
 # Configure multiple providers for redundancy and optimization
 config = MultiProviderConfig({
@@ -1296,7 +1296,7 @@ config = MultiProviderConfig({
     'vector_stores': {
         'primary': {
             'provider': 'pinecone',
-            'index': 'semanticore-prod',
+            'index': 'semantica-prod',
             'environment': 'us-west1-gcp'
         },
         'secondary': {
@@ -1320,7 +1320,7 @@ config = MultiProviderConfig({
 })
 
 # Initialize with multi-provider configuration
-core = SemantiCore(config=config)
+core = Semantica(config=config)
 
 # Automatic failover and load balancing
 core.enable_automatic_failover(
@@ -1333,7 +1333,7 @@ core.enable_automatic_failover(
 ### 🔐 Security & Privacy Configuration
 
 ```python
-from semanticore.security import SecurityConfig
+from semantica.security import SecurityConfig
 
 # Configure comprehensive security settings
 security_config = SecurityConfig({
@@ -1387,8 +1387,8 @@ We welcome contributions from developers, researchers, and domain experts! Here'
 
 ```bash
 # Clone the repository
-git clone https://github.com/semanticore/semanticore.git
-cd semanticore
+git clone https://github.com/semantica/semantica.git
+cd semantica
 
 # Create development environment
 python -m venv venv
@@ -1401,9 +1401,9 @@ pip install -e ".[dev,test,docs]"
 pytest tests/
 
 # Run linting
-flake8 semanticore/
-black semanticore/
-mypy semanticore/
+flake8 semantica/
+black semantica/
+mypy semantica/
 
 # Build documentation
 cd docs/
@@ -1434,35 +1434,35 @@ make html
 ### 📚 Learning Resources
 
 #### 📖 Official Documentation
-- **[Getting Started Guide](https://semanticore.readthedocs.io/getting-started/)** - Complete beginner's guide
-- **[API Reference](https://semanticore.readthedocs.io/api/)** - Comprehensive API documentation
-- **[Architecture Guide](https://semanticore.readthedocs.io/architecture/)** - System architecture and design
-- **[Performance Tuning](https://semanticore.readthedocs.io/performance/)** - Optimization best practices
+- **[Getting Started Guide](https://semantica.readthedocs.io/getting-started/)** - Complete beginner's guide
+- **[API Reference](https://semantica.readthedocs.io/api/)** - Comprehensive API documentation
+- **[Architecture Guide](https://semantica.readthedocs.io/architecture/)** - System architecture and design
+- **[Performance Tuning](https://semantica.readthedocs.io/performance/)** - Optimization best practices
 
 #### 🎓 Tutorials & Examples
-- **[Tutorial Series](https://semanticore.readthedocs.io/tutorials/)** - Step-by-step learning path
-- **[Example Projects](https://github.com/semanticore/examples)** - Real-world implementation examples
-- **[Best Practices](https://semanticore.readthedocs.io/best-practices/)** - Industry best practices guide
-- **[Case Studies](https://semanticore.readthedocs.io/case-studies/)** - Real-world success stories
+- **[Tutorial Series](https://semantica.readthedocs.io/tutorials/)** - Step-by-step learning path
+- **[Example Projects](https://github.com/semantica/examples)** - Real-world implementation examples
+- **[Best Practices](https://semantica.readthedocs.io/best-practices/)** - Industry best practices guide
+- **[Case Studies](https://semantica.readthedocs.io/case-studies/)** - Real-world success stories
 
 #### 🎥 Video Content
-- **[YouTube Channel](https://youtube.com/semanticore)** - Video tutorials and demos
-- **[Webinar Series](https://semanticore.io/webinars)** - Live learning sessions
-- **[Conference Talks](https://semanticore.io/talks)** - Conference presentations and talks
+- **[YouTube Channel](https://youtube.com/semantica)** - Video tutorials and demos
+- **[Webinar Series](https://semantica.io/webinars)** - Live learning sessions
+- **[Conference Talks](https://semantica.io/talks)** - Conference presentations and talks
 
 ### 💬 Community Support
 
 #### 🗨️ Discussion Forums
-- **[Discord Server](https://discord.gg/semanticore)** - Real-time chat and community support
-- **[GitHub Discussions](https://github.com/semanticore/semanticore/discussions)** - Technical discussions and Q&A
-- **[Reddit Community](https://reddit.com/r/semanticore)** - Community discussions and sharing
-- **[Stack Overflow](https://stackoverflow.com/questions/tagged/semanticore)** - Technical questions and answers
+- **[Discord Server](https://discord.gg/semantica)** - Real-time chat and community support
+- **[GitHub Discussions](https://github.com/semantica/semantica/discussions)** - Technical discussions and Q&A
+- **[Reddit Community](https://reddit.com/r/semantica)** - Community discussions and sharing
+- **[Stack Overflow](https://stackoverflow.com/questions/tagged/semantica)** - Technical questions and answers
 
 #### 📧 Communication Channels
-- **[Mailing List](https://groups.google.com/g/semanticore)** - Announcements and updates
-- **[Developer Newsletter](https://semanticore.io/newsletter)** - Monthly development updates
-- **[Twitter](https://twitter.com/semanticore)** - Latest news and quick updates
-- **[LinkedIn](https://linkedin.com/company/semanticore)** - Professional updates and networking
+- **[Mailing List](https://groups.google.com/g/semantica)** - Announcements and updates
+- **[Developer Newsletter](https://semantica.io/newsletter)** - Monthly development updates
+- **[Twitter](https://twitter.com/semantica)** - Latest news and quick updates
+- **[LinkedIn](https://linkedin.com/company/semantica)** - Professional updates and networking
 
 #### 🎉 Community Events
 - **Monthly Meetups** - Local and virtual community meetups
@@ -1542,7 +1542,7 @@ This project is licensed under the **MIT License** - see the [LICENSE](LICENSE)
 ```
 MIT License
 
-Copyright (c) 2024 SemantiCore Contributors
+Copyright (c) 2024 Semantica Contributors
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
@@ -1591,15 +1591,15 @@ SOFTWARE.
 
 ## 🚀 Ready to Transform Your Data?
 
-**Join thousands of developers, researchers, and organizations using SemantiCore to build the next generation of intelligent applications.**
+**Join thousands of developers, researchers, and organizations using Semantica to build the next generation of intelligent applications.**
 
-[![Get Started](https://img.shields.io/badge/Get%20Started-blue?style=for-the-badge&logo=rocket)](https://semanticore.readthedocs.io/quickstart/)
-[![View Examples](https://img.shields.io/badge/View%20Examples-green?style=for-the-badge&logo=github)](https://github.com/semanticore/examples)
-[![Join Community](https://img.shields.io/badge/Join%20Community-purple?style=for-the-badge&logo=discord)](https://discord.gg/semanticore)
+[![Get Started](https://img.shields.io/badge/Get%20Started-blue?style=for-the-badge&logo=rocket)](https://semantica.readthedocs.io/quickstart/)
+[![View Examples](https://img.shields.io/badge/View%20Examples-green?style=for-the-badge&logo=github)](https://github.com/semantica/examples)
+[![Join Community](https://img.shields.io/badge/Join%20Community-purple?style=for-the-badge&logo=discord)](https://discord.gg/semantica)
 
 ### 🌟 Star us on GitHub • 🐦 Follow us on Twitter • 💬 Join our Discord
 
-**[Documentation](https://semanticore.readthedocs.io/) • [GitHub](https://github.com/semanticore/semanticore) • [Discord](https://discord.gg/semanticore) • [Twitter](https://twitter.com/semanticore)**
+**[Documentation](https://semantica.readthedocs.io/) • [GitHub](https://github.com/semantica/semantica) • [Discord](https://discord.gg/semantica) • [Twitter](https://twitter.com/semantica)**
 
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