# semantica | Semantica  | Knowledge Base | Instagit

Graph-Native Infrastructure for Context and Accountable AI Systems

GitHub Stars: 2.5k

Repository: https://github.com/semantica-agi/semantica

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## Articles

### [How to Track Source Provenance for Entities in Semantica: A Complete Guide](/semantica-agi/semantica/semantica-track-entity-source-provenance)

Learn how to track source provenance for entities in Semantica. Discover how the ProvenanceManager class ensures cryptographic integrity, confidence scores, and full lineage chains for your knowledge graph data.

- Tags: how-to-guide
- Published: 2026-09-13

### [How to Build a Causal Decision Chain with Provenance in Semantica](/semantica-agi/semantica/semantica-build-causal-decision-chain-provenance)

Learn how to build a causal decision chain with provenance in Semantica. Model decisions, link them with causal edges, and use CausalChainAnalyzer for secure audit trails.

- Tags: how-to-guide
- Published: 2026-09-13

### [Which LLM Providers Are Supported by Semantica's Vendor-Neutral Facade?](/semantica-agi/semantica/semantica-supported-llm-providers)

Explore Semantica's vendor-neutral facade supporting nine LLM providers including OpenAI, Anthropic, and Google Gemini. Standardize LLM access with a unified interface.

- Tags: getting-started
- Published: 2026-09-13

### [Is Semantica Deterministic by Default? LLM Integration and Architecture Explained](/semantica-agi/semantica/semantica-deterministic-llm-integration)

Discover if Semantica is deterministic by default. Learn how its LLM integration and architecture ensure controlled, predictable AI operations for your projects.

- Tags: deep-dive
- Published: 2026-09-13

### [How to Execute a Pipeline Defined with Semantica’s DSL: CLI and YAML Guide](/semantica-agi/semantica/semantica-execute-pipeline-dsl)

Learn to execute pipelines defined with Semantica's DSL using the CLI. Follow this guide to run your workflow via YAML configuration for efficient execution.

- Tags: how-to-guide
- Published: 2026-09-13

### [Available Step Types in Semantica's Pipeline DSL: Complete Reference](/semantica-agi/semantica/semantica-pipeline-dsl-step-types)

Explore Semantica's pipeline DSL step types including built-in, conflict-detection, and custom options. Discover all available steps for your pipelines.

- Tags: api-reference
- Published: 2026-09-13

### [How to Use the Pipeline DSL in Semantica to Compose AI Workflows](/semantica-agi/semantica/semantica-pipeline-dsl-usage)

Learn to compose AI workflows using Semantica's Pipeline DSL. Easily declare steps, configure parameters, and manage dependencies with a fluent, chainable syntax.

- Tags: how-to-guide
- Published: 2026-09-13

### [How Semantica Prevents Silent Overwrites in Data: A Deep Dive into Defensive Architecture](/semantica-agi/semantica/semantica-prevent-silent-overwrites)

Discover how Semantica prevents silent data overwrites using explicit flags, exception handling, and collision detection for robust data integrity.

- Tags: deep-dive
- Published: 2026-09-13

### [Conflict Resolution Strategies in Semantica: Detection and Reconciliation Methods](/semantica-agi/semantica/semantica-conflict-resolution-strategies)

Explore Semantica's eight conflict detection strategies and three resolution approaches for automatic knowledge graph reconciliation. Resolve value, type, relationship, and temporal inconsistencies.

- Tags: deep-dive
- Published: 2026-09-13

### [How Semantica Detects and Resolves Conflicts Before Deduplication](/semantica-agi/semantica/semantica-conflict-detection-resolution)

Learn how Semantica's ConflictDetector and ConflictResolver identify and fix value type temporal and logical clashes before deduplication, ensuring data integrity.

- Tags: how-to-guide
- Published: 2026-09-13

### [How to Swap Vector Store Backends in Semantica Without Code Changes](/semantica-agi/semantica/semantica-swap-vector-store-backends)

Effortlessly swap Semantica vector store backends without code changes. Simply update the backend string and config in the VectorStore façade for seamless integration.

- Tags: how-to-guide
- Published: 2026-09-13

### [What RDF and LPG Graph Stores Does Semantica Support? A Complete Backend Guide](/semantica-agi/semantica/semantica-supported-graph-stores)

Semantica supports Neo4j, FalkorDB, Neptune, AGE for LPG and RDF4J, Blazegraph, Jena, Oxigraph, Anzo for RDF. Explore this backend guide for seamless integration.

- Tags: backend-guide
- Published: 2026-09-13

### [How Semantica Makes Inference Paths Auditable in Its Reasoning Layer](/semantica-agi/semantica/semantica-auditable-inference-paths)

Discover how Semantica makes inference paths auditable. Learn about provenance tracking and immutable logs for transparent AI reasoning. Explore Semantica now.

- Tags: how-to-guide
- Published: 2026-09-13

### [Complete Guide to Reasoning Engines in Semantica: 9 Built-In Inference Strategies](/semantica-agi/semantica/semantica-reasoning-engines)

Explore Semantica's nine reasoning engines and their inference strategies. Discover Rete, SPARQL, Temporal, Ontology, Graph, Datalog, Abductive, Deductive, and Provenance engines for powerful AI reasoning.

- Tags: deep-dive
- Published: 2026-09-13

### [What Format Does Semantica Use for Exporting Provenance Data for Regulatory Compliance?](/semantica-agi/semantica/semantica-provenance-export-format)

Semantica exports provenance data in JSON format for regulatory compliance. Discover how it captures audit trails with timestamps and metadata.

- Tags: faq
- Published: 2026-09-13

### [How Semantica Handles Provenance Tracking for AI Decisions: A Technical Deep Dive](/semantica-agi/semantica/semantica-provenance-tracking)

Discover how Semantica handles provenance tracking for AI decisions, capturing complete data lineage from ingestion to reasoning with pluggable storage. Explore the technical deep dive.

- Tags: deep-dive
- Published: 2026-09-13

### [How to Trace the Ancestry of a Decision in Semantica: Complete API Guide](/semantica-agi/semantica/semantica-trace-decision-ancestry)

Trace decision ancestry in Semantica using the context function. Build lineage graphs of related entities, policies, and past decisions with our complete API guide.

- Tags: api-reference
- Published: 2026-09-13

### [What Are the Available Relationship Types for Linking Decisions in Semantica?](/semantica-agi/semantica/semantica-decision-relationship-types)

Discover Semantica's flexible relationship types for linking decisions. Define custom semantic edges like precedes or causes. Explore the possibilities today.

- Tags: api-reference
- Published: 2026-09-13

### [How Semantica's Decision Intelligence Layer Works: Semantic-Structural Hybrid Architecture](/semantica-agi/semantica/semantica-decision-intelligence-layer)

Discover how Semantica's decision intelligence layer leverages a hybrid architecture of semantic and structural embeddings to record, search, and explain business decisions effectively.

- Tags: deep-dive
- Published: 2026-09-13

### [Understanding the ContextGraph state_at() Method in Semantica](/semantica-agi/semantica/semantica-contextgraph-state_at-method)

Explore Semantica's ContextGraph state_at() method. Get a temporal snapshot of your graph at any timestamp, filtering nodes and edges by validity windows. Learn more today.

- Tags: deep-dive
- Published: 2026-09-13

### [How Semantica Handles Bi-Temporal Facts in the ContextGraph: A Complete Guide](/semantica-agi/semantica/semantica-contextgraph-bi-temporal-facts)

Semantica manages bi-temporal facts in ContextGraph with four timestamps for validity and history. Achieve point-in-time snapshots, audit trails, and temporal reasoning.

- Tags: how-to-guide
- Published: 2026-09-13

### [Main Components of the Semantica AI Pipeline: A Complete Technical Breakdown](/semantica-agi/semantica/semantica-ai-pipeline-components)

Explore the ten core building blocks of the Semantica AI pipeline including its DSL, validator, orchestrator, and integrations. Get a complete technical breakdown.

- Tags: deep-dive
- Published: 2026-09-13

### [How Semantica's ContextGraph Differs from Standard RAG Stacks: 8 Key Architectural Differences](/semantica-agi/semantica/semantica-contextgraph-vs-rag)

Discover how Semantica's ContextGraph goes beyond standard RAG stacks. Explore 8 key architectural differences, including unified semantic search and causal modeling, for advanced AI applications.

- Tags: architecture
- Published: 2026-09-13

### [What Is Semantica AGI and How Does It Solve the Black-Box RAG Problem?](/semantica-agi/semantica/what-is-semantica-agi)

Semantica AGI provides open-source infrastructure for LLMs solving the black-box RAG problem by creating queryable Context Graphs from fragmented data with immutable provenance.

- Tags: deep-dive
- Published: 2026-09-13

### [How to Export Audit Trails in W3C PROV-O Format Using Semantica](/semantica-agi/semantica/how-to-export-audit-trails-in-w3c-prov-o-format-using-semantica)

Easily export audit trails in W3C PROV-O format using Semantica's export function or CLI. Supports Turtle, N-Triples, and JSON-LD serialization for seamless data integration.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Implement an End-to-End GraphRAG Pipeline with Semantica: A Complete Guide](/semantica-agi/semantica/how-to-implement-an-end-to-end-graphrag-pipeline-with-semantica)

Learn how to implement an end-to-end GraphRAG pipeline with Semantica. Discover a modular architecture combining vector stores, knowledge graphs, and memory for advanced retrieval.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Control Progress Bar Display in Semantica (Disable/Force)](/semantica-agi/semantica/how-to-control-progress-bar-display-in-semantica)

Learn how to control progress bar display in Semantica. Disable or force the console progress bar using environment variables or programmatically toggle the ProgressTracker.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Verify Your Semantica Installation Using `semantica doctor`](/semantica-agi/semantica/how-to-verify-semantica-installation-using-semantica-doctor)

Verify your Semantica installation with `semantica doctor`. This tool performs a health check on your Python version, backend, API keys, and config for actionable insights.

- Tags: how-to-guide
- Published: 2026-09-12

### [Semantica CLI, REST API, and MCP Access Surfaces: A Complete Technical Guide](/semantica-agi/semantica/what-are-the-different-access-surfaces-for-semantica)

Explore Semantica's CLI, REST API, and MCP access surfaces in this technical guide. Learn how to leverage Semantica's core functionality through multiple interfaces for seamless integration.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Build and Execute a Custom Pipeline with PipelineBuilder and ExecutionEngine in Semantica](/semantica-agi/semantica/how-to-build-and-execute-a-custom-pipeline-with-pipelinebuilder-and-executionengine)

Build and execute custom pipelines in Semantica using PipelineBuilder and ExecutionEngine. Define steps, manage dependencies, and leverage parallel processing for efficient runtime orchestration.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Use the Declarative Pipeline DSL in Semantica for Data Processing](/semantica-agi/semantica/how-to-use-the-declarative-pipeline-dsl-in-semantica-for-data-processing)

Master Semantica's declarative pipeline DSL to build efficient data processing workflows. Define steps, manage dependencies, and enable parallel execution with ease.

- Tags: how-to-guide
- Published: 2026-09-12

### [What RDF and LPG Graph Stores Are Compatible with Semantica](/semantica-agi/semantica/what-rdf-and-lpg-graph-stores-are-compatible-with-semantica)

Discover which RDF and LPG graph stores are compatible with Semantica. Explore supported databases like Neo4j, RDF4J, Neptune, Blazegraph, and more for your graph data needs.

- Tags: compatibility-list
- Published: 2026-09-12

### [How to Configure Different Vector Backends (FAISS, Qdrant, etc.) in Semantica](/semantica-agi/semantica/how-to-configure-different-vector-backends-in-semantica)

Easily configure vector backends like FAISS and Qdrant in Semantica using environment variables or constructor arguments. Switch seamlessly between storage options for your AI applications.

- Tags: how-to-guide
- Published: 2026-09-12

### [How Semantica Supports Polyglot Storage for Vector and Graph Databases](/semantica-agi/semantica/how-does-semantica-support-polyglot-storage-for-vector-and-graph-databases)

Semantica enables polyglot storage for vector and graph databases with a unified abstraction layer. Swap databases seamlessly without code changes.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Analyze the Impact of a Decision Using Semantica: 4-Layer Workflow](/semantica-agi/semantica/how-to-analyze-the-impact-of-a-decision-using-semantica)

Analyze decision impact with Semantica. Discover downstream effects using semantic-structural vectors for rapid precedent retrieval and graph exploration.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Find Similar Decisions in Semantica: Complete Guide to Vector-Based Precedent Retrieval](/semantica-agi/semantica/how-to-find-similar-decisions-in-semantica)

Easily find similar decisions in Semantica using vector-based precedent retrieval. Learn how to use find precedents or similar to functions for semantic and structural similarity.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Trace Decision Chains Using Semantica's ContextGraph](/semantica-agi/semantica/how-to-trace-decision-chains-using-semanticas-contextgraph)

Learn how to trace decision chains with Semantica's ContextGraph. Our method uses depth-first search and cycle detection to map AI-driven decisions and causal chains.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Add Causal Relationships Between Decisions in Semantica](/semantica-agi/semantica/how-to-add-causal-relationships-between-decisions-in-semantica)

Learn how to add causal relationships between decisions in Semantica using ContextGraph.add_causal_relationship(). Understand source, target, and relationship types like CAUSED or INFLUENCED.

- Tags: how-to-guide
- Published: 2026-09-12

### [How to Record and Manage Decisions in Semantica's ContextGraph: MCP Tools Explained](/semantica-agi/semantica/how-to-record-and-manage-decisions-within-semanticas-contextgraph)

Discover how to record manage and trace decisions in Semantica's ContextGraph using MCP tools. Learn to leverage JSON-Schema for provenance and efficient querying of your decision data.

- Tags: how-to-guide
- Published: 2026-09-12

### [Semantica ContextGraph and AgentContext Interfaces: Architecture and Usage Guide](/semantica-agi/semantica/what-are-the-key-interfaces-in-the-semantica-codebase-like-contextgraph-and-agentcontext)

Explore Semantica's ContextGraph and AgentContext interfaces. Understand the architecture and usage of this in-memory knowledge graph and AI agent façade for unified memory, retrieval, and decision tracking.

- Tags: architecture
- Published: 2026-09-12

### [How to Integrate LLMs with Semantica's Optional Modules: A Complete Guide](/semantica-agi/semantica/how-to-integrate-llms-with-semanticas-optional-modules)

Integrate LLMs with Semantica seamlessly. Install LLM extras and use AI-powered extraction for entities and relations. Enhance your core installation without bloat.

- Tags: how-to-guide
- Published: 2026-09-12

### [Can Semantica Reasoning Engines Work Without an LLM?](/semantica-agi/semantica/can-semanticas-reasoning-engines-work-without-an-llm)

Discover if Semantica's reasoning engines can function without an LLM. Learn how rule-based inference over knowledge graphs provides independent conclusions from structured facts.

- Tags: deep-dive
- Published: 2026-09-12

### [How Semantica Validates Ontology Rules Using SHACL: A Complete Technical Guide](/semantica-agi/semantica/how-does-semantica-validate-ontology-rules-using-shacl)

Learn how Semantica validates ontology rules with SHACL. Discover the process of generating SHACL shapes from OWL and executing them against RDF data using pySHACL for robust validation.

- Tags: how-to-guide
- Published: 2026-09-12

### [How Semantica Detects and Handles Conflicts Before Merging Data](/semantica-agi/semantica/how-are-conflicts-detected-and-handled-in-semantica-before-data-merge)

Semantica detects and handles data conflicts before merging by grouping entities by URI and scanning for divergences. Resolve label conflicts automatically for cleaner data.

- Tags: how-to-guide
- Published: 2026-09-12

### [Provenance in Semantica Knowledge Graph: Immutable Data Lineage and Source Tracking](/semantica-agi/semantica/what-is-the-role-of-provenance-in-semanticas-knowledge-graph)

Discover how Semantica's Knowledge Graph uses provenance for immutable data lineage and source tracking. Securely record origin, transformations, and integrity with SHA-256 hash chains and PROV-O.

- Tags: deep-dive
- Published: 2026-09-12

### [How Semantica Ensures Explainability in AI Systems: Architecture and Implementation](/semantica-agi/semantica/how-does-semantica-ensure-explainability-in-ai-systems)

Discover how Semantica ensures AI explainability with its multi-layered architecture. Access reasoning paths, causal chains, and decision provenance through our APIs.

- Tags: architecture
- Published: 2026-09-12

### [Architecture of Semantica for Context and Accountable AI: A Knowledge-Graph-First Design](/semantica-agi/semantica/what-is-the-architecture-of-semantica-for-context-and-accountable-ai)

Explore Semantica's knowledge-graph-first architecture for accountable AI. Discover how its layered pipeline delivers traceable, auditable AI decisions with semantic entity extraction and provenance.

- Tags: architecture
- Published: 2026-09-12

### [Triplet Extraction Handling Temporal and Provenance Metadata in Semantica AGI](/semantica-agi/semantica/triplet-extraction-handling-temporal-and-provenance-metadata)

Discover how Semantica AGI's modular pipeline extracts triplets from text, enriching them with temporal and provenance metadata for robust knowledge representation.

- Tags: deep-dive
- Published: 2026-09-11

### [Configuring Graph Storage Backends for RDF vs Labeled Property Graphs in Semantica](/semantica-agi/semantica/configuring-graph-storage-backends-for-rdf-vs-labeled-property-graphs)

Learn to configure graph storage backends for RDF and labeled property graphs in Semantica. Easily switch between storage types with the GraphStore abstraction and a single backend parameter.

- Tags: deep-dive
- Published: 2026-09-11

### [Relationship Between GraphBuilder, GraphAnalyzer, and GraphStore in Semantica](/semantica-agi/semantica/relationship-between-graphbuilder-graphanalyzer-and-graphstore)

Understand the relationship between Semantica's GraphBuilder, GraphAnalyzer, and GraphStore. Learn how these components enable flexible knowledge graph operations with Neo4j, Stardog, or Jena.

- Tags: internals
- Published: 2026-09-11

### [How Time Travel Works in Semantica: Using state_at() for Temporal Graph Snapshots](/semantica-agi/semantica/how-does-time-travel-work-with-semantic-graph-state_at-snapshots)

Explore time travel in Semantica with state_at() snapshots. Learn how to access historical graph states for temporal analysis and debugging. Understand graph validity windows.

- Tags: how-to-guide
- Published: 2026-09-11

### [How to Export Knowledge Graphs to RDF, Parquet, and Cypher Formats in Semantica](/semantica-agi/semantica/exporting-knowledge-graphs-to-rdf-parquet-and-cypher-formats)

Learn how to export knowledge graphs to RDF, Parquet, and Cypher formats using Semantica's modular exporter framework. Easily serialize your data for various applications.

- Tags: how-to-guide
- Published: 2026-09-11

### [Policy Engine for Evaluating Decision Rules Against Compliance Frameworks: Semantica Implementation Guide](/semantica-agi/semantica/policy-engine-for-evaluating-decision-rules-against-compliance-frameworks)

Explore Semantica's policy engine for evaluating decision rules against compliance frameworks. Implement real-time validation and predictive impact analysis for robust enterprise governance.

- Tags: how-to-guide
- Published: 2026-09-11

### [Entity-Aware Chunking for Preserving Named Entities in Semantica](/semantica-agi/semantica/entity-aware-chunking-for-preserving-named-entities)

Semantica's entity-aware chunking keeps named entities intact for better GraphRAG and knowledge graph pipelines. Preserve semantic units for accurate relationship extraction.

- Tags: deep-dive
- Published: 2026-09-11

### [Retrieving Context with Vector and Graph Traversal in AgentContext: A Complete Guide](/semantica-agi/semantica/retrieving-context-with-vector-and-graph-traversal-in-agentcontext)

Learn to retrieve context with vector and graph traversal in AgentContext. Master hybrid retrieval and optimize results with hybrid_alpha for semantica-agi/semantica.

- Tags: how-to-guide
- Published: 2026-09-11

### [Community Detection Methods in Semantica: Louvain vs. Other Algorithms](/semantica-agi/semantica/community-detection-methods-louvain-vs-others)

Explore community detection methods in Semantica, comparing Louvain with Leiden, Label Propagation, and more. Discover our unified dispatcher API for flexible graph analysis.

- Tags: comparison
- Published: 2026-09-11

### [Calculating Centrality Algorithms in Semantica: Degree, Betweenness, and Closeness](/semantica-agi/semantica/calculating-centrality-algorithms-degree-betweenness-closeness)

Learn to calculate centrality algorithms like degree, betweenness, and closeness in Semantica. Discover how Semantica leverages NetworkX or pure Python BFS for efficient graph analysis.

- Tags: how-to-guide
- Published: 2026-09-11

### [OWL Generation vs SHACL Validation in Semantica's Ontology Module](/semantica-agi/semantica/owl-generation-vs-shacl-validation-in-semantic-ontology-module)

Explore OWL generation versus SHACL validation in Semantica's ontology module. Understand how Semantica's pipeline enforces constraints and generates valid ontologies efficiently.

- Tags: comparison
- Published: 2026-09-11

### [Provenance Tracking with W3C PROV-O in Semantica: A Complete Implementation Guide](/semantica-agi/semantica/provenance-tracking-with-w3c-prov-o-in-semantica)

Implement W3C PROV-O provenance tracking with Semantica. Explore dual storage, cryptographic integrity, and RDF export for complete data lineage auditability. Get the complete guide.

- Tags: how-to-guide
- Published: 2026-09-11

### [Implementing Multi-Agent Shared Context with Agno Integration: A Complete Guide](/semantica-agi/semantica/implementing-multi-agent-shared-context-with-agno-integration)

Learn to implement multi-agent shared context using Agno integration in Semantica. This guide details thread-safe knowledge graph access for unified memory and role-scoped views.

- Tags: how-to-guide
- Published: 2026-09-11

### [Exposing Context Graph and Decision Tools via the Semantica MCP Server](/semantica-agi/semantica/exposing-context-graph-and-decision-tools-via-the-mcp-server)

Expose context graph and decision tools via the Semantica MCP server. Integrate external AI tools to manipulate entities, relationships, and decision records using a JSON-RPC 2.0 interface and standardized tool handlers.

- Tags: how-to-guide
- Published: 2026-09-11

### [Implementing Hybrid Search: Dense Vectors and Sparse Retrieval in Semantica](/semantica-agi/semantica/implementing-hybrid-search-dense-vectors-and-sparse-retrieval)

Master hybrid search by combining dense vectors and sparse retrieval in Semantica. Achieve precise, context-aware results balancing semantic relevance and filtering.

- Tags: how-to-guide
- Published: 2026-09-11

### [Internal Architecture of Semantica's PipelineBuilder DSL: Core Components and Data Flow](/semantica-agi/semantica/internal-architecture-of-semantica-pipelinebuilder-dsl)

Explore Semantica's PipelineBuilder DSL internal architecture. Understand core components like Pipeline, PipelineStep, and PipelineBuilder for declarative DAG workflow creation and execution.

- Tags: internals
- Published: 2026-09-11

### [Distinguishing Value, Type, and Relationship Conflicts in Semantica](/semantica-agi/semantica/distinguishing-conflict-types-value-type-and-relationship-conflicts)

Understand Semantica's conflict detection. Learn to distinguish value, type, and relationship conflicts using the ConflictDetector class for robust data management.

- Tags: deep-dive
- Published: 2026-09-11

### [Scalable Entity Deduplication with Fuzzy Matching in Semantica](/semantica-agi/semantica/scalable-entity-deduplication-with-fuzzy-matching-in-semantica)

Discover scalable entity deduplication with fuzzy matching in Semantica. Our engine uses vector similarity and Union-Find to efficiently identify duplicate entities in knowledge graphs.

- Tags: how-to-guide
- Published: 2026-09-11

### [Rete vs Datalog vs SPARQL Reasoning in Semantica: A Technical Comparison](/semantica-agi/semantica/differences-between-rete-datalog-and-sparql-reasoning-in-semantica.reasoning)

Explore Rete Datalog and SPARQL reasoning in Semantica. Understand their technical differences for efficient inference and integration in your AI projects.

- Tags: deep-dive
- Published: 2026-09-11

### [Configuring Bi-Temporal Fact Tracking in Semantica: Valid-Time vs Recorded-At](/semantica-agi/semantica/configuring-bi-temporal-fact-tracking-in-semantica-valid_time-vs-recorded_at)

Master bi-temporal fact tracking in Semantica. Learn to configure valid-time versus recorded-at for precise temporal reasoning and audit trails. Enhance your AGI development.

- Tags: how-to-guide
- Published: 2026-09-11

### [How Semantica's ContextGraph Performs Causal Chain Analysis: BFS Traversal and Edge Semantics](/semantica-agi/semantica/how-does-semantic-contextgraph-perform-causal-chain-analysis)

Discover how Semantica's ContextGraph performs causal chain analysis using BFS traversal and edge semantics. Understand causal relationships with clear distance metadata.

- Tags: deep-dive
- Published: 2026-09-11

### [How to Perform SPARQL Reasoning Across RDF Triple Stores with Semantica](/semantica-agi/semantica/semantica-sparql-reasoning-rdf-triple-stores)

Learn how to perform SPARQL reasoning across RDF triple stores using Semantica. Discover how its TripletStore facade and SPARQLReasoner derive implicit knowledge from your data.

- Tags: how-to-guide
- Published: 2026-09-10

### [How Semantica Handles Entity Resolution and Deduplication at Scale](/semantica-agi/semantica/semantica-entity-resolution-deduplication-scale)

Discover how Semantica scales entity resolution and deduplication using parallel pipelines, similarity scoring, and union-find for massive knowledge graphs. Achieve linear-ith scalability.

- Tags: how-to-guide
- Published: 2026-09-10

### [Semantica's Strategies for Conflict Detection and Resolution: A Technical Deep Dive](/semantica-agi/semantica/semantica-conflict-detection-resolution-strategies)

Explore Semantica's technical strategies for conflict detection and resolution. Discover seven methods and strategies for reconciling inconsistencies in multi-source knowledge graphs from the semantica-agi/semantica repository.

- Tags: deep-dive
- Published: 2026-09-10

### [How Semantica's Rete Rule Engine Detects Compliance Patterns: A Technical Deep Dive](/semantica-agi/semantica/semantica-rete-rule-engine-compliance-pattern-detection)

Discover how Semantica's Rete Rule Engine detects compliance patterns. Learn about Alpha and Beta nodes, token propagation, and variable unification for efficient rule matching.

- Tags: deep-dive
- Published: 2026-09-10

### [How to Perform Causal Chain Analysis in Semantica's ContextGraph](/semantica-agi/semantica/semantica-causal-chain-analysis-contextgraph)

Learn to perform causal chain analysis in Semantica's ContextGraph. Discover how to store decisions and traverse causal relationships using get_causal_chain() and CausalChainAnalyzer.

- Tags: how-to-guide
- Published: 2026-09-10

### [Bi-Temporal Facts and Time Travel Queries in Semantica: A Complete Guide](/semantica-agi/semantica/semantica-bi-temporal-facts-time-travel-queries-purpose)

Explore bi-temporal facts and time travel queries in Semantica. Learn how to track relationship validity and system records to reconstruct historical knowledge graph states.

- Tags: deep-dive
- Published: 2026-09-10

### [How to Track and Audit AI Decisions with Semantica: A Complete Technical Guide](/semantica-agi/semantica/semantica-track-audit-ai-decisions)

Learn to track and audit AI decisions with Semantica. Use its decision-intelligence stack to record, query, and analyze AI choices for complete audit trails. Get the technical guide.

- Tags: how-to-guide
- Published: 2026-09-10

### [How Semantica Performs Path Finding in Graphs: A Deep Dive into the PathFinder Engine](/semantica-agi/semantica/semantica-path-finding-graphs)

Explore Semantica's PathFinder engine for efficient graph path finding. Discover Dijkstra, A*, BFS, and Yen's k-shortest algorithms for multi-hop reasoning and knowledge graph traversal.

- Tags: deep-dive
- Published: 2026-09-10

### [How to Find Communities in a Semantica Knowledge Graph: Complete Guide](/semantica-agi/semantica/semantica-find-communities-knowledge-graph)

Discover communities in Semantica knowledge graphs with CommunityDetector. Explore Louvain, Leiden, Label Propagation, and k-clique algorithms for structured node assignments and modularity.

- Tags: how-to-guide
- Published: 2026-09-10

### [How Semantica Computes Betweenness Centrality: NetworkX vs. Pure-Python Implementation](/semantica-agi/semantica/semantica-compute-betweenness-centrality)

Semantica computes betweenness centrality using NetworkX or a pure-Python BFS. Discover how Semantica optimizes network analysis for flexibility and performance in your projects.

- Tags: deep-dive
- Published: 2026-09-10

### [Centrality Measures in Semantica: Degree, PageRank, and Graph Analysis](/semantica-agi/semantica/semantica-centrality-measures-available)

Explore centrality measures in Semantica including Degree, PageRank, and more. Analyze your knowledge graph with powerful built-in tools for deeper insights.

- Tags: deep-dive
- Published: 2026-09-10

### [How to Use Semantica's Graph Analytics Algorithms: A Complete Guide to Centrality and Community Detection](/semantica-agi/semantica/semantica-graph-analytics-algorithms-usage)

Master Semantica's graph analytics algorithms with our complete guide. Learn to use Centrality and Community Detection methods like calculate_pagerank() for powerful insights.

- Tags: how-to-guide
- Published: 2026-09-10

### [Semantica Knowledge Graph Construction: Core Files and Architecture](/semantica-agi/semantica/semantica-key-files-knowledge-graph-construction)

Explore Semantica's knowledge graph construction architecture. Understand the core files and three-layer system for transforming documents into structured data.

- Tags: architecture
- Published: 2026-09-10

### [How to Build a Semantica Knowledge Graph from Pre-Extracted Entities: A Complete Guide](/semantica-agi/semantica/semantica-build-knowledge-graph-pre-extracted-entities)

Learn to build a Semantica knowledge graph from pre-extracted entities. Follow this guide to convert entities to JSON, use GraphTool API, and visualize your graph.

- Tags: how-to-guide
- Published: 2026-09-10

### [How to Use Semantic Similarity for Entity Deduplication in Semantica: A Complete Developer Guide](/semantica-agi/semantica/semantica-semantic-similarity-entity-deduplication)

Learn how to use semantic similarity for entity deduplication in Semantica. This developer guide shows you how to combine metrics for accurate duplicate resolution.

- Tags: how-to-guide
- Published: 2026-09-10

### [Semantica EntityResolver Parameters: Complete Configuration Guide for Knowledge Graph Deduplication](/semantica-agi/semantica/semantica-entityresolver-parameters)

Discover Semantica EntityResolver parameters like strategy, similarity_threshold, and config for effective knowledge graph deduplication. Optimize your data with this complete guide.

- Tags: api-reference
- Published: 2026-09-10

### [How to Enable Temporal Support When Building a Knowledge Graph with Semantica](/semantica-agi/semantica/semantica-enable-temporal-support-knowledge-graph-building)

Learn how to enable temporal support for your Semantica knowledge graph. Easily integrate time-based data by setting enable_temporal=True or using environment variables. Build smarter graphs today.

- Tags: how-to-guide
- Published: 2026-09-10

### [What Is a Bi-Temporal Fact in Semantica? Temporal Knowledge Graph Modeling Explained](/semantica-agi/semantica/semantica-bi-temporal-fact-usage)

Discover bi-temporal facts in Semantica AGI. Learn how this wrapper adds time dimensions to knowledge graphs for point-in-time queries and versioning.

- Tags: deep-dive
- Published: 2026-09-10

### [How Semantica Tracks Provenance in the Knowledge Graph](/semantica-agi/semantica/semantica-provenance-tracking-knowledge-graph)

Semantica tracks knowledge graph provenance with an immutable audit trail recording source, timestamp, and metadata for complete lineage tracing from any graph element.

- Tags: how-to-guide
- Published: 2026-09-10

### [Source Formats Supported by Semantica's Knowledge Graph Builder: The Complete 2024 Guide](/semantica-agi/semantica/semantica-knowledge-graph-builder-source-formats)

Explore Semantica's knowledge graph builder source formats: CSV, JSON, database, and API. Discover how to ingest your data seamlessly in our 2024 guide.

- Tags: how-to-guide
- Published: 2026-09-10

### [How to Build a Knowledge Graph with Semantica from Raw Documents: A Complete Pipeline Guide](/semantica-agi/semantica/how-to-build-knowledge-graph-semantica-raw-documents)

Learn how to build a knowledge graph from raw documents using Semantica. Discover a complete pipeline guide for transforming unstructured text into structured data.

- Tags: how-to-guide
- Published: 2026-09-10

### [How to Use Semantica's CLI for Interacting with the Knowledge Graph: Commands and Implementation](/semantica-agi/semantica/semantica-cli-usage)

Learn to interact with Semantica's knowledge graph using its powerful CLI. Execute graph operations, run Cypher SPARQL queries, and export data directly from your terminal with the kg command.

- Tags: how-to-guide
- Published: 2026-09-09

### [Semantica VectorStore Backends: Complete Guide to Supported Storage Engines](/semantica-agi/semantica/semantica-vectorstore-backends)

Explore Semantica's supported VectorStore backends including FAISS, Weaviate, Qdrant, Pinecone, PgVector, Milvus and more. Access them all through a unified API for efficient data storage.

- Tags: guide
- Published: 2026-09-09

### [How Semantica's Reasoning Layer Works Without LLMs: Symbolic Rule‑Based Inference](/semantica-agi/semantica/semantica-reasoning-without-llms)

Discover how Semantica achieves deterministic logical inference using symbolic rule-based reasoning and chaining without relying on LLMs. Explore pure symbolic algorithms.

- Tags: deep-dive
- Published: 2026-09-09

### [Key Files for Understanding Semantica's Architecture: From Ingestion to Knowledge Graphs](/semantica-agi/semantica/semantica-architecture-key-files)

Explore Semantica's architecture by understanding its key files. Discover entry points in pipeline_builder.py and knowledge_graph.py for ingestion to knowledge graphs.

- Tags: architecture
- Published: 2026-09-09

### [How Semantica Handles Conflict Detection and Deduplication in Data Ingestion](/semantica-agi/semantica/semantica-conflict-detection-deduplication)

Learn how Semantica tackles conflict detection and deduplication in data ingestion. Discover its ConflictDetector and GraphBuilder for resolving contradictions and merging entities seamlessly.

- Tags: how-to-guide
- Published: 2026-09-09

### [What Is the Purpose of `pyproject.toml` in Semantica? A Deep Dive into the Build Configuration](/semantica-agi/semantica/semantica-pyproject-toml-purpose)

Understand the purpose of pyproject.toml in Semantica. This file configures build, packaging, and distribution using PEP 517/518 standards for seamless development.

- Tags: deep-dive
- Published: 2026-09-09

### [How to Enable Temporal Features in Semantica's Knowledge Graph Construction](/semantica-agi/semantica/semantica-enable-temporal-kg-construction)

Learn how to enable temporal features in Semantica's knowledge graph construction by passing enable_temporal=True to GraphBuilder. Unlock time-aware edges and historical versioning.

- Tags: how-to-guide
- Published: 2026-09-09

### [Graph Analytics Functions in Semantica: Centrality Algorithms and Knowledge Graph Visualization](/semantica-agi/semantica/semantica-graph-analytics-functions)

Explore Semantica's graph analytics functions: degree, betweenness, closeness, eigenvector, and PageRank centrality algorithms. Visualize your knowledge graphs interactively with Semantica.

- Tags: deep-dive
- Published: 2026-09-09

### [How to Construct a Knowledge Graph from Raw Documents Using Semantica's GraphBuilder](/semantica-agi/semantica/semantica-graphbuilder-build-kg-from-documents)

Easily construct a knowledge graph from raw documents with Semantica's GraphBuilder. Learn how this tool handles NER, relationship extraction, and graph persistence.

- Tags: how-to-guide
- Published: 2026-09-09

### [How to Perform BFS Traversal on a Semantica Graph: Complete Guide](/semantica-agi/semantica/semantica-bfs-graph-traversal)

Learn how to perform BFS traversal on a Semantica graph using get_neighbors for exploration or bfs_shortest_path for shortest paths. Optimize your graph analysis today.

- Tags: how-to-guide
- Published: 2026-09-09

### [What Is a Context Graph in Semantica? Architecture and Implementation Guide](/semantica-agi/semantica/semantica-what-is-a-context-graph)

Discover what a Context Graph in Semantica is. Explore this in-memory knowledge graph's architecture and implementation for storing entities, relationships, and temporal data.

- Tags: architecture
- Published: 2026-09-09

### [How to Find Precedents for Decisions Using AgentContext: A Complete Guide](/semantica-agi/semantica/semantica-agentcontext-find-precedents)

Master finding precedents for decisions with AgentContext. Learn to search vector stores and knowledge graphs for ranked Decision objects in this complete guide to the semantica-agi/semantica repository.

- Tags: how-to-guide
- Published: 2026-09-09

### [How to Use AgentContext for Storing and Retrieving Information in Semantica](/semantica-agi/semantica/semantica-agentcontext-store-retrieve)

Learn to use AgentContext in Semantica to store text, documents, and decisions in a vector store and memory. Retrieve information efficiently with configurable hybrid search.

- Tags: how-to-guide
- Published: 2026-09-09

### [How Semantica's AgentContext Combines Vector Search and Graph Traversal for Hybrid Retrieval](/semantica-agi/semantica/semantica-agentcontext-vector-graph-combination)

Discover how Semantica's AgentContext merges vector search and graph traversal for advanced hybrid retrieval. Learn about its unique ContextRetriever and hybrid alpha weighting.

- Tags: how-to-guide
- Published: 2026-09-09

### [How to Export Decisions to W3C PROV-O Format from Semantica](/semantica-agi/semantica/semantica-export-prov-o)

Export Semantica decisions to W3C PROV-O format using the CLI or API. Serialize decision lineage as RDF triples in Turtle, RDF/XML, or JSON-LD.

- Tags: how-to-guide
- Published: 2026-09-09

### [Supported Relationship Types for Causal Links in Semantica: A Complete Guide](/semantica-agi/semantica/semantica-causal-relationship-types)

Explore Semantica's supported relationship types for causal links: CAUSED, INFLUENCED, and PRECEDENT_FOR. Understand how these ensure valid graph mutations.

- Tags: api-reference
- Published: 2026-09-09

### [How to Record and Analyze AI Decisions in Semantica: A Complete Developer Guide](/semantica-agi/semantica/semantica-record-analyze-ai-decisions)

Learn to record and analyze AI decisions in Semantica. Our guide shows how to use the dual-layer intelligence stack for causal tracing and semantic similarity search. Boost your AI development.

- Tags: how-to-guide
- Published: 2026-09-09

### [How to Integrate Semantica with Existing LLM and Vector Store Investments](/semantica-agi/semantica/semantica-integrate-llm-vector-store)

Integrate Semantica with your current LLM and vector store investments. Leverage Semantica's modular pipeline for seamless connection to your existing AI infrastructure. Learn how today.

- Tags: how-to-guide
- Published: 2026-09-09

### [Deterministic Reasoning Engines in Semantica: Forward Chaining, Rete, Datalog, and Temporal Logic](/semantica-agi/semantica/semantica-deterministic-reasoning-engines)

Explore Semantica's deterministic reasoning engines including forward chaining Rete Datalog and temporal logic for reliable AI outputs. Discover how Semantica ensures consistent results.

- Tags: deep-dive
- Published: 2026-09-09

### [How Semantica Handles Polyglot Storage for Knowledge Graphs: A Technical Deep Dive](/semantica-agi/semantica/semantica-polyglot-storage-options)

Discover how Semantica manages polyglot storage for knowledge graphs. Learn about its unified dictionary representation and pluggable exporters for various formats and vector embedding persistence.

- Tags: deep-dive
- Published: 2026-09-09

### [What Are the Core Components of Semantica’s Architecture?](/semantica-agi/semantica/semantica-architecture-components)

Explore Semantica's architecture, a layered data-to-knowledge pipeline. Discover its 20+ Python packages for ingesting data, extracting triples, and building a queryable knowledge graph with provenance.

- Tags: architecture
- Published: 2026-09-09

### [How to Install Semantica and Its Dependencies: Complete Setup Guide](/semantica-agi/semantica/how-to-install-semantica-and-dependencies)

Easily install Semantica and its dependencies with pip. Follow our complete setup guide to add core functionality and optional extras for your specific workload. Get started now.

- Tags: how-to-guide
- Published: 2026-09-09

### [Graph-Native Infrastructure for AI Systems: 7 Benefits Explained](/semantica-agi/semantica/benefits-graph-native-infrastructure-ai)

Discover 7 benefits of graph-native infrastructure for AI. Semantica offers real-time traversal, provenance tracking, and hybrid semantic retrieval without ORM overhead.

- Tags: best-practices
- Published: 2026-09-08

### [How to Generate Explanations for Inferred Results in Semantica](/semantica-agi/semantica/semantica-generate-explanations-inferred-results)

Learn how to generate explanations for inferred results in Semantica using the ExplanationGenerator class. Get structured explanations with reasoning paths and confidence metadata.

- Tags: how-to-guide
- Published: 2026-09-08

### [How Semantica's TemporalReasoningEngine Handles Time-Aware Inference](/semantica-agi/semantica/semantica-temporalreasoningengine-time-aware-inference)

Discover how Semantica's TemporalReasoningEngine performs time-aware inference by filtering knowledge graphs with dual-timestamped facts and reconstructing consistent temporal slices.

- Tags: deep-dive
- Published: 2026-09-08

### [How to Perform Recursive Queries (Transitive Closure) with Semantica’s DatalogReasoner](/semantica-agi/semantica/semantica-datalog-recursive-queries)

Learn to perform recursive queries like transitive closure using Semantica's DatalogReasoner. Add facts and rules, then compute results with a bottom-up semi-naive fix-point algorithm.

- Tags: how-to-guide
- Published: 2026-09-08

### [How Does the ReteEngine in Semantica Perform Rule Matching?](/semantica-agi/semantica/semantica-reteengine-rule-matching)

Discover how Semantica's ReteEngine performs rule matching using a network of nodes that cache partial matches and incrementally process new facts for efficient condition evaluation.

- Tags: internals
- Published: 2026-09-08

### [Semantica Reasoning Engines: Complete Guide to 9 Built-in Inference Strategies](/semantica-agi/semantica/semantica-reasoning-engines-overview)

Explore Semantica's nine built-in reasoning engines, offering diverse inference strategies like Rete, SPARQL, Temporal, and Datalog. Access powerful AI reasoning via Python or CLI.

- Tags: complete-guide
- Published: 2026-09-08

### [How Semantica Decisions Are Exported as W3C PROV-O RDF](/semantica-agi/semantica/semantica-export-decisions-prov-rdf)

Learn how Semantica decisions export as W3C PROV-O RDF. The ProvenanceManager class creates an RDF graph mapping internal records to PROV-O and serializes it to Turtle, JSON-LD, or N-Triples.

- Tags: how-to-guide
- Published: 2026-09-08

### [How to Check Decision Rules for Policy Compliance in Semantica](/semantica-agi/semantica/semantica-check-decision-rules-compliance)

Check policy compliance in Semantica using ContextGraph.enforce_decision_policy. Evaluate decisions against confidence thresholds, allowed outcomes, and required metadata.

- Tags: how-to-guide
- Published: 2026-09-08

### [How Semantica's Precedent Search Works: Hybrid Vector and Graph Retrieval Explained](/semantica-agi/semantica/semantica-precedent-search-mechanism)

Discover how Semantica's hybrid precedent search merges vector similarity and graph traversal for powerful retrieval. Understand the PRECENDENT_FOR edge and ranked Precedent objects.

- Tags: deep-dive
- Published: 2026-09-08

### [Causal Relationship Types in Semantica's ContextGraph: A Complete Guide](/semantica-agi/semantica/semantica-contextgraph-causal-relationship-types)

Explore Semantica's ContextGraph causal relationship types: CAUSED, INFLUENCED, and PRECEDENT_FOR. Understand how they track decision dependencies for clear insights.

- Tags: how-to-guide
- Published: 2026-09-08

### [How to Record and Audit AI Decisions Using Semantica's ContextGraph](/semantica-agi/semantica/semantica-record-audit-ai-decisions-contextgraph)

Record and audit AI decisions effectively using Semantica's ContextGraph. Learn how to create tamper-evident audit trails with the record_decision API and provenance audit CLI.

- Tags: how-to-guide
- Published: 2026-09-08

### [How Semantica Transforms Unstructured Data into a Knowledge Graph](/semantica-agi/semantica/semantica-unstructured-data-to-knowledge-graph)

Discover how Semantica transforms unstructured data into a knowledge graph using a multi-stage pipeline. Learn about entity extraction, normalization, and graph assembly.

- Tags: how-to-guide
- Published: 2026-09-08

### [How to Use `get_table_lineage()` in Semantica with Unity Catalog](/semantica-agi/semantica/semantica-unity-catalog-table-lineage)

Discover how to use get_table_lineage() in Semantica with Unity Catalog. Fetch upstream and downstream table relationships and column mappings efficiently. Learn more now!

- Tags: how-to-guide
- Published: 2026-09-08

### [How Semantica Preserves Data Lineage from Databricks: A Technical Deep Dive](/semantica-agi/semantica/semantica-preserve-data-lineage-databricks)

Discover how Semantica preserves data lineage from Databricks using a three-layer architecture. Learn about metadata extraction, versioned records, and API exposure.

- Tags: deep-dive
- Published: 2026-09-08

### [How to Ingest Data from Databricks into Semantica's Knowledge Graph](/semantica-agi/semantica/semantica-ingest-databricks-knowledge-graph)

Easily ingest data from Databricks into Semantica's knowledge graph. Learn how to use the DatabricksIngestor class to transform your data into Semantica documents efficiently.

- Tags: how-to-guide
- Published: 2026-09-08

### [Semantica Codebase Submodules: Modular Architecture Guide](/semantica-agi/semantica/semantica-codebase-submodule-organization)

Explore how the Semantica codebase utilizes 18 submodules for a modular architecture. Discover the stages of its knowledge-graph pipeline from data ingestion to export.

- Tags: architecture
- Published: 2026-09-08

### [How Semantica Handles Bi-Temporal Facts: Architecture and Implementation Guide](/semantica-agi/semantica/semantica-bi-temporal-facts-handling)

Learn how Semantica handles bi-temporal facts, tracking real-world truth and system recording times with its BiTemporalFact dataclass. Explore the architecture and implementation.

- Tags: architecture
- Published: 2026-09-08

### [Key Architectural Principles of Semantica: Modular Graph-Native Pipelines for Deterministic AI](/semantica-agi/semantica/semantica-architectural-principles)

Discover Semantica's core architectural principles: modular, graph-native pipelines for deterministic AI, enabling traceable decision intelligence through audited knowledge graphs and provenance.

- Tags: architecture
- Published: 2026-09-08

### [Where to Find the Architecture Documentation for Semantica: Complete Pipeline Reference](/semantica-agi/semantica/semantica-architecture-documentation-location)

Find Semantica architecture documentation in ARCHITECTURE.md. Explore detailed Mermaid diagrams visualizing the complete data pipeline from ingestion to decision intelligence.

- Tags: architecture
- Published: 2026-09-08

### [How to Use Semantica Components Independently: A Modular Import Guide](/semantica-agi/semantica/semantica-independent-component-usage)

Learn how to use Semantica components independently by importing specific submodules directly. This guide shows you how to leverage lazy loading for efficient access without the full framework.

- Tags: how-to-guide
- Published: 2026-09-08

### [Semantica Data Processing Pipeline: 8 Distinct Stages Explained](/semantica-agi/semantica/semantica-data-pipeline-stages)

Explore Semantica's data processing pipeline: 8 stages including validation, embedding generation, vector combination, and similarity search to create hybrid vector representations.

- Tags: deep-dive
- Published: 2026-09-08

### [How Semantica's Graph-Native Infrastructure Differs from Traditional RAG Systems](/semantica-agi/semantica/semantica-vs-rag-knowledge-graph)

Discover how Semantica's graph-native infrastructure moves beyond traditional RAG by connecting knowledge as nodes and relationships, unlocking powerful graph traversals and hybrid retrieval.

- Tags: deep-dive
- Published: 2026-09-08

### [How to Integrate with Semantica Using the MCP Server: A Complete Guide](/semantica-agi/semantica/how-to-integrate-with-semantica-using-the-mcp-server)

Learn to integrate with Semantica using the MCP server. This guide shows how to start the JSON-RPC server and use MCPClient to add entities, create relationships, and query the knowledge graph.

- Tags: how-to-guide
- Published: 2026-09-06

### [Semantica Polyglot Graph Storage: Neo4j, FalkorDB, and AGE Support Explained](/semantica-agi/semantica/which-polyglot-graph-storage-options-does-semantica-support)

Explore Semantica's support for polyglot graph storage: Neo4j, FalkorDB, and AGE. Access diverse graph databases with a unified interface for flexible data management.

- Tags: deep-dive
- Published: 2026-09-06

### [What Is SHACL Validation in Semantica? How It Works and How to Use It](/semantica-agi/semantica/what-is-shacl-validation-in-semantica)

Discover SHACL validation in Semantica. Learn how it automatically generates SHACL shapes from OWL ontologies and validates RDF data for structured reports.

- Tags: how-to-guide
- Published: 2026-09-06

### [How Semantica Generates OWL Ontologies: A Complete Guide to the 6-Stage Pipeline](/semantica-agi/semantica/how-does-semantica-generate-owl-ontologies)

Discover how Semantica generates OWL ontologies with its six-stage pipeline. Transform raw data into validated, standards-compliant OWL files effortlessly.

- Tags: how-to-guide
- Published: 2026-09-06

### [How to Manage Ontologies with Semantica: A Complete Guide to Generation, Versioning, and Visualization](/semantica-agi/semantica/how-to-manage-ontologies-with-semantica)

Learn to manage ontologies with Semantica. This guide covers generation, versioning, and visualization using its powerful pipeline and core components.

- Tags: how-to-guide
- Published: 2026-09-06

### [How Semantica Ensures Data Integrity with SHA-256 Checksums](/semantica-agi/semantica/how-does-semantica-ensure-data-integrity-with-sha-256-checksums)

Semantica ensures data integrity using SHA-256 checksums. Discover how its tamper-evident hash chain detects record alterations and protects your data.

- Tags: how-to-guide
- Published: 2026-09-06

### [W3C PROV‑O Provenance in Semantica: A Complete Technical Guide](/semantica-agi/semantica/what-is-w3c-prov-o-provenance-in-semantica)

Explore W3C PROV-O provenance in Semantica. This guide details how Semantica achieves full lineage tracking and audit trails with its compliant provenance model.

- Tags: deep-dive
- Published: 2026-09-06

### [How Semantica Performs Named Entity Recognition (NER): A Deep Dive into the Multi-Method Pipeline](/semantica-agi/semantica/how-does-semantica-perform-named-entity-recognition-ner)

Discover how Semantica performs Named Entity Recognition (NER) using a powerful multi-method pipeline. Explore pattern, regex, rules, spaCy, HuggingFace, and LLM extraction with intelligent fallback and scoring.

- Tags: deep-dive
- Published: 2026-09-06

### [Semantica Semantic Extraction Capabilities: A Complete Guide to Knowledge Graph Pipeline](/semantica-agi/semantica/what-semantic-extraction-capabilities-does-semantica-offer)

Semantica provides nine core semantic extraction capabilities, including NER and relation extraction, to build queryable knowledge graphs with its modular Python pipeline. Discover its full potential.

- Tags: deep-dive
- Published: 2026-09-06

### [How Semantica Ingests Data from Databricks and Snowflake: A Complete Technical Guide](/semantica-agi/semantica/how-does-semantica-ingest-data-from-databricks-and-snowflake)

Learn how Semantica ingests data from Databricks and Snowflake using dedicated connector modules, streaming query results, and converting tabular data into JSON documents for efficient processing.

- Tags: how-to-guide
- Published: 2026-09-06

### [What Data Sources Can Semantica Ingest? A Complete Guide to 15+ Supported Types](/semantica-agi/semantica/what-data-sources-can-semantica-ingest)

Explore over 15 data sources Semantica ingests, from local files and web pages to databases, Git, and enterprise systems. Unlock your data's potential.

- Tags: how-to-guide
- Published: 2026-09-06

### [How to Use SPARQL with Semantica: A Complete Guide to Querying RDF Data](/semantica-agi/semantica/how-to-use-sparql-with-semantica)

Learn how to use SPARQL with Semantica to query RDF data. This guide covers the TripletStore class for a unified API across multiple backends.

- Tags: how-to-guide
- Published: 2026-09-06

### [How Semantica Implements the RETE Algorithm for Efficient Rule‑Based Reasoning](/semantica-agi/semantica/what-is-the-rete-algorithm-in-semantica)

Discover how Semantica leverages the RETE algorithm for rapid, efficient rule based reasoning. Explore the core implementation in Python.

- Tags: internals
- Published: 2026-09-06

### [How Semantica's Datalog Engine Works: A Deep Dive Into the Semi-Naive Reasoning Implementation](/semantica-agi/semantica/how-does-semantica-datalog-engine-work)

Explore Semantica's Datalog engine a pure Python implementation using semi-naive evaluation for efficient recursive rule processing and guaranteed termination via delta-set optimization.

- Tags: deep-dive
- Published: 2026-09-06

### [What Reasoning Engines Are Supported by Semantica? A Complete Guide](/semantica-agi/semantica/what-reasoning-engines-are-supported-by-semantica)

Discover the four reasoning engines Semantica supports: a built-in engine, a provenance wrapper, Datalog style, and custom plug-ins. Explore Semantica's full capabilities.

- Tags: how-to-guide
- Published: 2026-09-06

### [How to Perform Precedent Search in Semantica: A Complete Guide](/semantica-agi/semantica/how-to-perform-precedent-search-in-semantica)

Master precedent search in Semantica with our guide. Learn to use AgentContext.find_precedents() for efficient graph traversal, hybrid, or category filtering.

- Tags: how-to-guide
- Published: 2026-09-06

### [Semantica Causal Chain Recording: A Complete Guide to Decision Graph Traversal](/semantica-agi/semantica/what-are-semantica-causal-chain-recording-capabilities)

Explore Semantica's causal chain recording for AI decisions. Understand bidirectional chain retrieval and decision graph traversal with our complete guide.

- Tags: how-to-guide
- Published: 2026-09-06

### [What Is Temporal Validity in Semantica Context Graphs? A Complete Guide to Bi-Temporal Knowledge Modeling](/semantica-agi/semantica/what-is-temporal-validity-in-semantica-context-graphs)

Understand temporal validity in Semantica context graphs. Learn how bi-temporal modeling tracks real-world truth and system recording for accurate knowledge representation.

- Tags: deep-dive
- Published: 2026-09-06

### [How Semantica Ensures Thread-Safe In‑Memory Property Graphs: A Deep Dive into the Codebase](/semantica-agi/semantica/how-does-semantica-ensure-thread-safe-in-memory-property-graphs)

Discover how Semantica ensures thread-safe in-memory property graphs with its advanced multi-layered threading strategy. Learn about locks, TLS, and session isolation.

- Tags: deep-dive
- Published: 2026-09-06

### [How Semantica AGI Architecture Handles Data Pipelines: A Complete Technical Guide](/semantica-agi/semantica/how-does-semantica-agi-architecture-handle-data-pipelines)

Explore how Semantica AGI architecture handles data pipelines. Learn about its modular design, PipelineBuilder, ExecutionEngine, semantic embeddings, and knowledge-graph enrichment.

- Tags: deep-dive
- Published: 2026-09-06

### [What Is Semantica AGI Graph-Native Infrastructure? A Deep Dive Into the Codebase](/semantica-agi/semantica/what-is-semantica-agi-graph-native-infrastructure)

Explore Semantica AGI's graph-native infrastructure. Discover how it unifies semantic triples, vector embeddings, and graph metadata for a powerful AI knowledge base. Dive into the codebase today.

- Tags: deep-dive
- Published: 2026-09-06

### [Semantica Text Normalization Module: 8 Core Capabilities Explained](/semantica-agi/semantica/what-capabilities-semanticas-text-normalization-module)

Discover Semantica's text normalization module capabilities. Learn how it transforms raw text into clean, canonical strings with 8 core functions like Unicode normalization, case folding, and more.

- Tags: deep-dive
- Published: 2026-09-05

### [Can Semantica Be Used with Agent Frameworks? LangChain & CrewAI Integration Guide](/semantica-agi/semantica/can-semantica-be-used-with-agent-frameworks)

Explore how to use Semantica with agent frameworks like LangChain and CrewAI. Discover seamless integration with adapter modules for retrievers, vector stores, and agent tools.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Perform Semantic Extraction for NER, Relation, and Event Detection in Semantica](/semantica-agi/semantica/how-to-perform-semantic-extraction-ner-relation-event-detection)

Learn how to perform semantic extraction for NER, relation, and event detection using Semantica's unified pipeline with spaCy, HuggingFace, LLMs, and pattern-based methods.

- Tags: how-to-guide
- Published: 2026-09-05

### [What Is GraphRAG and How Does Semantica Support It? A Complete Technical Guide](/semantica-agi/semantica/what-is-graphrag-how-semantica-supports-it)

Learn what GraphRAG is and how Semantica enables multi-hop reasoning by integrating vector search with knowledge graphs. Discover the technical guide to advanced RAG.

- Tags: deep-dive
- Published: 2026-09-05

### [How Semantica Implements Provenance Tracking with PROV-O: A Complete Technical Guide](/semantica-agi/semantica/how-semantica-implements-provenance-tracking-prov-o)

Discover how Semantica implements provenance tracking with PROV-O. Explore its three-module architecture for unified data modeling, orchestration, and storage. Learn more about this technical guide.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Use Semantica's Ontology Module for OWL and SHACL Generation](/semantica-agi/semantica/how-to-use-semanticas-ontology-module-owl-shacl)

Learn to generate OWL ontologies and SHACL shapes from Python dictionaries with Semantica's ontology module. Explore OWLGenerator and SHACLGenerator for seamless RDF serialization and constraint validation.

- Tags: how-to-guide
- Published: 2026-09-05

### [Advanced Analytics in Semantica's ContextGraph: 8 Analytical Capabilities Explained](/semantica-agi/semantica/what-advanced-analytics-available-semanticas-contextgraph)

Discover 8 advanced analytics in Semantica's ContextGraph including centrality analysis community detection and path finding. Unlock deeper insights with ContextGraph. activated via advanced_analytics=True.

- Tags: deep-dive
- Published: 2026-09-05

### [How to Use ContextGraph for Decision Recording and Tracing in Semantica](/semantica-agi/semantica/how-to-use-contextgraph-for-decision-recording-tracing)

Learn to use ContextGraph for decision recording and tracing in Semantica. Utilize record_decision() and trace_decision_causality() for structured metadata and BFS causal traversal.

- Tags: how-to-guide
- Published: 2026-09-05

### [What Is the ContextGraph Class in Semantica? Core Architecture Explained](/semantica-agi/semantica/what-is-role-of-contextgraph-class-semantica)

Discover Semantica's ContextGraph class, the core architecture for unified contextual knowledge. Learn how this in-memory graph store manages entities, time, decisions, and analytics via a thread-safe API.

- Tags: architecture
- Published: 2026-09-05

### [How Semantica Handles Conflict Detection and Deduplication: A Deep Dive into the Open-Source Knowledge Graph Pipeline](/semantica-agi/semantica/how-semantica-handles-conflict-detection-deduplication)

Explore how Semantica's open-source knowledge graph pipeline detects conflicts and deduplicates entities using dedicated ConflictDetector and DuplicateDetector classes.

- Tags: deep-dive
- Published: 2026-09-05

### [How to Integrate Semantica with Snowflake: A Complete Guide to Data Ingestion](/semantica-agi/semantica/how-to-integrate-semantica-with-snowflake)

Learn how to integrate Semantica with Snowflake for seamless data ingestion. This guide details connecting to Snowflake warehouses and converting query results for AI processing.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Integrate Semantica with Databricks: A Complete Guide to Lakehouse Ingestion](/semantica-agi/semantica/how-to-integrate-semantica-with-databricks)

Integrate Semantica with Databricks for seamless lakehouse ingestion. Easily pull structured data into knowledge graphs using Unity Catalog and Delta Lake with PAT or OAuth M2M authentication.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Configure Semantica with Neo4j Graph Store: A Complete Setup Guide](/semantica-agi/semantica/how-to-configure-semantica-with-neo4j-graph-store)

Easily configure Semantica with Neo4j graph store. Follow this complete setup guide for seamless integration and optimal performance. Learn to set backend, URI, and credentials.

- Tags: how-to-guide
- Published: 2026-09-05

### [Semantica Storage Backends: Complete Guide to 8 Supported Vector Databases](/semantica-agi/semantica/what-storage-backends-are-supported-by-semantica)

Explore Semantica's complete guide to its 8 supported vector database storage backends: faiss, weaviate, qdrant, milvus, pinecone, pgvector, sqlite, and inmemory. Discover seamless integration.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Deploy Semantica as an MCP Server: Complete Setup Guide](/semantica-agi/semantica/how-to-deploy-semantica-as-mcp-server)

Deploy Semantica as an MCP server with this comprehensive guide. Easily expose your knowledge graph and tools to clients using JSON-RPC. Start your setup now.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Create Declarative Pipelines with Semantica's PipelineBuilder: A Complete Guide](/semantica-agi/semantica/how-to-create-declarative-pipelines-semanticas-pipelinebuilder)

Learn to create declarative pipelines with Semantica's PipelineBuilder. This guide shows how to chain steps, wire dependencies, and build validated pipelines easily.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Perform Reasoning with Semantica's ReteEngine: A Complete Guide to Rule-Based Inference](/semantica-agi/semantica/how-to-perform-reasoning-with-semanticas-reteengine)

Learn how to perform reasoning with Semantica's ReteEngine. This guide details accelerating rule-based inference using Alpha, Beta, and Terminal nodes for efficient fact propagation and rule activations.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Build a Knowledge Graph with Semantica's GraphBuilder: A Complete Guide](/semantica-agi/semantica/how-to-build-knowledge-graph-with-semanticas-graphbuilder)

Learn how to build a knowledge graph with Semantica's GraphBuilder. Easily add entities, relationships, and vector embeddings, then export your graph in various formats.

- Tags: how-to-guide
- Published: 2026-09-05

### [How to Use Semantica's Ingest Module for Multi-Source Data: A Complete Guide](/semantica-agi/semantica/how-to-use-semanticas-ingest-module-for-multi-source-data)

Learn how to use Semantica's ingest module to unify data from web pages, Snowflake, XML, and more with its plug-in framework. Streamline your data ingestion process.

- Tags: how-to-guide
- Published: 2026-09-05

### [How Semantica Transforms Unstructured Data into Knowledge Graphs: A Complete Technical Guide](/semantica-agi/semantica/how-semantica-transforms-unstructured-data-into-knowledge-graphs)

Learn how Semantica transforms unstructured data into knowledge graphs. Discover the four-stage pipeline combining semantic extraction, coreference resolution, event detection, and graph construction.

- Tags: how-to-guide
- Published: 2026-09-05

### [Semantica Core Features: A Complete Guide to Graph-Native AI Infrastructure](/semantica-agi/semantica/what-are-the-core-features-of-semantica)

Discover Semantica's core features: a graph-native AI infrastructure with a Context Graph, deterministic reasoning, and auditability. Connect LLMs to your enterprise data securely.

- Tags: deep-dive
- Published: 2026-09-05

### [How to Install Semantica AGI: Complete Setup Guide for Python Knowledge Graphs](/semantica-agi/semantica/how-to-install-semantica-agi)

Install Semantica AGI easily with pip. Follow our complete setup guide for Python knowledge graphs and verify your installation with semantica doctor.

- Tags: getting-started
- Published: 2026-09-05

### [How to Get a Point-in-Time Snapshot of the Semantica Graph: 4 Methods Explained](/semantica-agi/semantica/how-to-get-point-in-time-snapshot-of-semantica-graph)

Easily get a point-in-time snapshot of your Semantica graph using the API endpoint or CLI skill. Learn 4 methods for temporal data retrieval.

- Tags: how-to-guide
- Published: 2026-09-04

### [How to Perform Graph Traversal (BFS) in Semantica: A Complete Guide](/semantica-agi/semantica/how-to-perform-graph-traversal-in-semantica)

Learn how to perform graph traversal BFS in Semantica with our complete guide. Discover the PathFinder class and its bfs_shortest_path method for efficient shortest path computation on NetworkX graphs.

- Tags: how-to-guide
- Published: 2026-09-04

### [How to Add Nodes and Edges to a Semantica Context Graph: 3 Proven Methods](/semantica-agi/semantica/how-to-add-nodes-and-edges-to-semantica-context-graph)

Learn to add nodes and edges to your Semantica context graph. Discover 3 proven methods for appending entity and relationship dictionaries or instantiating from a complete structure.

- Tags: how-to-guide
- Published: 2026-09-04

### [What Are the Different Reasoning Engines Available in Semantica? (Forward Chaining & Rete Guide)](/semantica-agi/semantica/what-are-the-different-reasoning-engines-in-semantica)

Explore Semantica's reasoning engines including Rete-based forward chaining and a unified reasoner supporting both forward and backward chaining. Discover temporal reasoning too.

- Tags: deep-dive
- Published: 2026-09-04

### [How Semantica Handles Reasoning and Inference on the Knowledge Graph](/semantica-agi/semantica/how-does-semantica-handle-reasoning-and-inference-on-knowledge-graph)

Discover how Semantica powers reasoning and inference on its knowledge graph using Rete style forward chaining deductive abductive Datalog and SPARQL engines with full PROV O provenance tracking.

- Tags: deep-dive
- Published: 2026-09-04

### [How to Query the Knowledge Graph Using SPARQL in Semantica: API and Programmatic Methods](/semantica-agi/semantica/how-to-query-knowledge-graph-using-sparql-in-semantica)

Learn to query the Semantica knowledge graph using SPARQL via its API endpoint or programmatically with the QueryEngine class. Get normalized JSON results safely.

- Tags: how-to-guide
- Published: 2026-09-04

### [What Export Formats Does Semantica Support? A Complete Guide to Knowledge Graph Exports](/semantica-agi/semantica/what-are-the-export-formats-supported-by-semantica)

Explore Semantica's eight export formats including JSON CSV Neo4j CSV LPG ArangoDB YAML RDF Turtle and SHACL Discover how to export your knowledge graph data effectively.

- Tags: api-reference
- Published: 2026-09-04

### [How to Visualize the Knowledge Graph Generated by Semantica: Complete Developer Guide](/semantica-agi/semantica/how-to-visualize-the-knowledge-graph-generated-by-semantica)

Learn how to visualize the Semantica knowledge graph using KGVisualizer. Explore interactive diagrams, community colorings, and statistical charts in this developer guide.

- Tags: how-to-guide
- Published: 2026-09-04

### [W3C PROV-O Standard and Decision Provenance in Semantica: Implementation Guide](/semantica-agi/semantica/what-is-the-w3c-prov-o-standard-and-how-does-semantica-use-it)

Explore the W3C PROV-O standard for provenance and learn how Semantica implements it for tamper-evident decision tracking with auditable links to sources and agents.

- Tags: how-to-guide
- Published: 2026-09-04

### [How to Track and Audit AI Decisions Using Semantica: Complete Technical Guide](/semantica-agi/semantica/how-to-track-and-audit-ai-decisions-using-semantica)

Learn how to track and audit AI decisions with Semantica. This guide details capturing provenance, causal links, and generating regulator-ready audit trails in W3C PROV-O format.

- Tags: how-to-guide
- Published: 2026-09-04

### [How to Use Semantica as Persistent Memory for AI Agents: Implementation Guide](/semantica-agi/semantica/how-can-semantica-be-used-as-persistent-memory-for-ai-agents)

Learn how to use Semantica for persistent AI agent memory. This guide shows implementation with vector stores like pgvector, FAISS, and Qdrant for retrievable knowledge bases.

- Tags: how-to-guide
- Published: 2026-09-04

### [How to Use Semantica for GraphRAG: Implementing Graph-Grounded Retrieval](/semantica-agi/semantica/how-to-use-semantica-for-graphrag)

Learn how to implement GraphRAG with Semantica. Discover how Semantica combines vector search and knowledge graph traversal for multi-hop reasoning and enhanced retrieval.

- Tags: how-to-guide
- Published: 2026-09-04

### [Which Embedding Models Are Compatible with Semantica: A Complete Guide to Provider-Agnostic Embeddings](/semantica-agi/semantica/which-embedding-models-are-compatible-with-semantica)

Discover which embedding models are compatible with Semantica. Explore provider-agnostic embeddings from FastEmbed, Sentence-Transformers, OpenAI, and BGE with easy model switching.

- Tags: deep-dive
- Published: 2026-09-04

### [How Semantica Supports Different Vector Store Backends: A Complete Architecture Guide](/semantica-agi/semantica/how-does-semantica-support-different-vector-store-backends)

Semantica integrates diverse vector store backends like FAISS, Weaviate, Qdrant, and Pinecone via a unified adapter. Switch seamlessly between vector stores without code changes. Explore the architecture.

- Tags: architecture
- Published: 2026-09-04

### [Components of Semantica's Knowledge Graph: Ontology, Reasoning, Provenance, and Decisions](/semantica-agi/semantica/what-are-the-components-of-semanticas-knowledge-graph)

Explore Semantica's knowledge graph components: Ontology, Reasoning, Provenance, and Decisions. Transform data into an inferential, traceable, and decision-aware semantic platform.

- Tags: deep-dive
- Published: 2026-09-04

### [How to Build a Knowledge Graph with Semantica: A Complete Pipeline Guide](/semantica-agi/semantica/how-to-build-a-knowledge-graph-with-semantica)

Learn how to build a knowledge graph with Semantica using its four stage pipeline: seed ingestion, LLM extraction, vector storage, and visualization. Construct and query graphs from any data.

- Tags: how-to-guide
- Published: 2026-09-04

### [How Semantica Performs Conflict Detection and Deduplication on Ingested Data](/semantica-agi/semantica/how-does-semantica-perform-conflict-detection-and-deduplication-on-ingested-data)

Learn how Semantica performs conflict detection and deduplication on ingested data using its three-stage vector pipeline and reasoning layer. Prevent contradictions and ensure data integrity.

- Tags: how-to-guide
- Published: 2026-09-04

### [What Is Semantic Extraction in Semantica? A Deep Dive into Knowledge Graph Construction](/semantica-agi/semantica/what-is-semantic-extraction-in-semantica)

Learn how Semantica's semantic extraction converts unstructured text into structured knowledge graphs. Discover entities, relations, events, and RDF triplets for powerful data analysis.

- Tags: deep-dive
- Published: 2026-09-04

### [How Semantica Handles Text Parsing and Normalization: A Deep Dive into the Core Pipeline](/semantica-agi/semantica/how-does-semantica-handle-text-parsing-and-normalization)

Discover how Semantica performs text parsing and normalization through its core pipeline. Learn about MIME-type aware extraction and graph data conversion for a canonical schema.

- Tags: deep-dive
- Published: 2026-09-04

### [How to Ingest Data from Kafka Streams Using Semantica: A Complete Guide](/semantica-agi/semantica/how-to-ingest-data-from-kafka-streams-using-semantica)

Learn how to ingest data from Kafka streams using Semantica. This guide covers using StreamIngestor and KafkaProcessor for efficient data consumption with health monitoring.

- Tags: how-to-guide
- Published: 2026-09-04

### [Can Semantica Ingest Data from Snowflake? A Complete Technical Guide](/semantica-agi/semantica/can-semantica-ingest-data-from-snowflake)

Yes Semantica ingests data from Snowflake. Discover how our dedicated Snowflake ingestor subsystem handles authentication query execution and document export in this technical guide.

- Tags: how-to-guide
- Published: 2026-09-04

### [How to Connect Semantica to Databricks Unity Catalog for Data Ingestion](/semantica-agi/semantica/how-to-connect-semantica-to-databricks-unity-catalog-for-data-ingestion)

Connect Semantica to Databricks Unity Catalog for seamless data ingestion. Learn how to use the DatabricksIngestor class and official SDK for efficient table extraction.

- Tags: how-to-guide
- Published: 2026-09-04

### [Supported File Formats for Ingestion in Semantica: Markdown and Plain-Text Only](/semantica-agi/semantica/what-are-the-supported-file-formats-for-ingestion-in-semantica)

Discover Semantica's supported file formats for ingestion. Learn how to ingest your data using only Markdown and plain-text files for efficient graph entity generation.

- Tags: api-reference
- Published: 2026-09-04

### [How to Ingest Data from Various Sources into Semantica: A Complete Guide](/semantica-agi/semantica/how-to-ingest-data-from-various-sources-into-semantica)

Easily ingest data from files, web pages, APIs, databases, and streams into Semantica. Our guide details the unified framework for seamless data integration. Learn more now!

- Tags: how-to-guide
- Published: 2026-09-04

### [How to Customize Semantica AGI for Specific Tasks: A Complete Guide to Modular Pipeline Engineering](/semantica-agi/semantica/how-to-customize-semantica-agi-for-specific-tasks)

Customize Semantica AGI for specific tasks using modular pipeline engineering. Our guide explains declarative DAG composition, subclassing, and rule injection for deep customization without core framework edits.

- Tags: how-to-guide
- Published: 2026-08-23

### [How Semantica AGI Utilizes Knowledge Graphs: Architecture and Implementation](/semantica-agi/semantica/how-does-semantica-agi-utilize-knowledge-graphs)

Discover how Semantica AGI uses knowledge graphs as its core data model for ingestion, reasoning, and visualization. Explore its architecture and implementation.

- Tags: architecture
- Published: 2026-08-23

### [How to Deploy Semantica AGI to Production: Complete Docker Configuration Guide](/semantica-agi/semantica/how-to-deploy-semantica-agi-to-production)

Deploy Semantica AGI to production using Docker. Configure FalkorDB and Semantica Explorer API with a private network and secure variables. Follow this complete guide for a seamless rollout.

- Tags: how-to-guide
- Published: 2026-08-23

### [How to Integrate Semantica AGI with Other Systems: MCP, REST, and Agent Frameworks](/semantica-agi/semantica/how-to-integrate-semantica-agi-with-other-systems)

Learn to integrate Semantica AGI with MCP, REST API, and agent frameworks like Agno and OpenClaw. Unlock seamless interoperability for your AI systems.

- Tags: how-to-guide
- Published: 2026-08-23

### [How to Generate Human-Readable Reports from Semantica](/semantica-agi/semantica/how-to-generate-human-readable-reports-from-semantica)

Generate human-readable reports from Semantica easily. Convert knowledge graph data to HTML, Markdown, JSON, or text using the ReportGenerator class and Jinja2 templates.

- Tags: how-to-guide
- Published: 2026-08-22

### [What Formats Can Semantica Export Data To? Complete Export Format Reference](/semantica-agi/semantica/what-formats-can-semantica-export-data-to)

Discover Semantica's extensive data export capabilities. Explore over 20 formats including RDF, GraphML, Parquet, vector embeddings, and database imports for seamless integration.

- Tags: api-reference
- Published: 2026-08-22

### [How to Validate Ontology Shapes Using Semantica's OntologyValidator](/semantica-agi/semantica/how-to-validate-ontology-shapes-using-semanticas-ontologyvalidator)

Learn to validate ontology shapes with Semantica's OntologyValidator. Ensure structural integrity and RDF graph conformance against SHACL shapes for robust data quality.

- Tags: how-to-guide
- Published: 2026-08-22

### [How to Generate RDF Triplets from Text Using Semantica: A Complete Developer Guide](/semantica-agi/semantica/how-to-generate-rdf-triplets-from-text-using-semantica)

Learn how to generate RDF triplets from text using Semantica. This guide details the TripletExtractor and RDFSerializer for efficient data conversion.

- Tags: how-to-guide
- Published: 2026-08-22

### [How to Ingest Data from Streaming Sources Like Kafka with Semantica](/semantica-agi/semantica/how-to-ingest-data-from-streaming-sources-like-kafka-with-semantica)

Learn how to ingest data from streaming sources like Kafka with Semantica's unified framework. Explore StreamIngestor and StreamMonitor for efficient data pipelines.

- Tags: how-to-guide
- Published: 2026-08-22

### [What File Types Can Semantica's FileIngestor Process?](/semantica-agi/semantica/what-types-of-files-can-semanticas-fileingestor-process)

Semantica's FileIngestor processes 37 file types including documents images audio and video Learn which formats are supported and how ingestion works

- Tags: how-to-guide
- Published: 2026-08-22

### [How Semantica Handles Temporal Reasoning: Deterministic Allen Interval Algebra Implementation](/semantica-agi/semantica/how-does-semantica-handle-temporal-reasoning)

Discover how Semantica achieves deterministic temporal reasoning with Allen's interval algebra. Explore relation detection, merging, and gap analysis without LLMs.

- Tags: deep-dive
- Published: 2026-08-22

### [How to Use SPARQL for Reasoning in Semantica: A Complete Guide](/semantica-agi/semantica/how-to-use-sparql-for-reasoning-in-semantica)

Master SPARQL reasoning in Semantica with our complete guide. Discover how Semantica's SPARQLReasoner class infers knowledge beyond explicit data for richer insights.

- Tags: how-to-guide
- Published: 2026-08-22

### [How to Perform Datalog Evaluation with Semantica: A Complete Guide](/semantica-agi/semantica/how-to-perform-datalog-evaluation-with-semantica)

Learn how to perform Datalog evaluation using Semantica's native Datalog engine. This guide explains the bottom-up semi-naive fixpoint algorithm for Horn-clause rules.

- Tags: how-to-guide
- Published: 2026-08-22

### [How to Implement Rule-Based Reasoning with Semantica's ReteEngine: A Complete Guide](/semantica-agi/semantica/how-to-implement-rule-based-reasoning-with-semanticas-reteengine)

Implement rule-based reasoning with Semantica's ReteEngine. Learn efficient forward-chaining inference using AlphaNode, BetaNode, and TerminalNode for optimized pattern matching.

- Tags: how-to-guide
- Published: 2026-08-22

### [How to Trace Decision Causality Using Semantica: A Complete Guide](/semantica-agi/semantica/how-to-trace-decision-causality-using-semantica)

Trace decision causality with Semantica. Learn to navigate Context Graphs and reconstruct causal chains for complete understanding. Explore the complete guide now.

- Tags: how-to-guide
- Published: 2026-08-22

### [How to Record and Query Decisions with Semantica's DecisionRecorder](/semantica-agi/semantica/how-to-record-and-query-decisions-with-semanticas-decisionrecorder)

Learn to record and query decisions with Semantica's DecisionRecorder. Enrich decisions with semantic embeddings and provenance for powerful hybrid queries via the DecisionContext API.

- Tags: how-to-guide
- Published: 2026-08-22

### [How to Use the AgentContext Class for AI Agents: A Complete Guide](/semantica-agi/semantica/how-to-use-the-agentcontext-class-for-ai-agents)

Master the AgentContext class for AI agents. This guide explains how to manage memory, retrieval, and decision tracking using vector stores, knowledge graphs, and causal analysis components.

- Tags: how-to-guide
- Published: 2026-08-22

### [Semantica Polyglot Graph Storage Options: Supported Backends and Unified APIs](/semantica-agi/semantica/what-are-the-options-for-semanticas-polyglot-graph-storage)

Explore Semantica's polyglot graph storage options. Seamlessly switch between RDF triple stores and Labeled Property Graph databases with unified APIs and zero code changes.

- Tags: api-reference
- Published: 2026-08-22

### [How to Integrate Semantica with Databricks or Snowflake: A Complete Guide to Data Warehouse Ingestors](/semantica-agi/semantica/how-to-integrate-semantica-with-databricks-or-snowflake)

Seamlessly integrate Semantica with Databricks or Snowflake. Our guide shows you how to use Python APIs to query warehouse data and convert it into Document objects for LLM and knowledge-graph pipelines.

- Tags: how-to-guide
- Published: 2026-08-22

### [How Semantica Supports SHACL and OWL for Data Governance](/semantica-agi/semantica/how-does-semantica-support-shacl-and-owl-for-governance)

Semantica generates SHACL shapes and OWL ontologies from Python for automated data governance. Empower your workflows without external dependencies.

- Tags: how-to-guide
- Published: 2026-08-22

### [Reasoning and Inference Capabilities of Semantica: A Technical Guide to Deterministic AI Logic](/semantica-agi/semantica/what-are-the-reasoning-and-inference-capabilities-of-semantica)

Explore Semantica's deterministic AI reasoning with interchangeable engines like Datalog and Rete. Understand its inference capabilities, provenance, and confidence scoring for explainable AI.

- Tags: deep-dive
- Published: 2026-08-22

### [How to Build a Knowledge Graph Using Semantica: The Complete 5-Step Workflow](/semantica-agi/semantica/how-can-i-build-a-knowledge-graph-using-semantica)

Learn how to build a knowledge graph with Semantica in 5 easy steps. This guide covers data ingestion, storage, embedding, reasoning, and visualization for your AI projects.

- Tags: how-to-guide
- Published: 2026-08-22

### [Conflict Detection and Resolution Strategies in Semantica: A Complete Guide](/semantica-agi/semantica/what-conflict-detection-and-resolution-strategies-are-available-in-semantica)

Explore Semantica's conflict detection and resolution strategies. Discover eight methods for finding inconsistencies and learn how to resolve them automatically with ConflictResolver.

- Tags: how-to-guide
- Published: 2026-08-22

### [How Semantica Performs Entity and Relation Extraction](/semantica-agi/semantica/how-does-semantica-perform-entity-and-relation-extraction)

Discover how Semantica achieves entity and relation extraction using modular orchestrators, ML, LLMs, and weighted confidence scoring for accurate results.

- Tags: how-to-guide
- Published: 2026-08-22

### [What Enterprise Data Sources Can Semantica Ingest? A Complete Guide to the Ingest Module](/semantica-agi/semantica/what-enterprise-data-sources-can-semantica-ingest)

Semantica ingests enterprise data from 12+ sources like Snowflake, Kafka, cloud storage, databases, and APIs. Discover all supported enterprise data sources with our comprehensive guide to the ingest module.

- Tags: how-to-guide
- Published: 2026-08-22

### [How Semantica Converts Unstructured Data to Knowledge Graphs: A Technical Deep Dive](/semantica-agi/semantica/how-does-semantica-handle-unstructured-data-to-knowledge-graphs)

Discover how Semantica converts unstructured data to knowledge graphs using LLMs, embeddings, and graph databases. Learn about entity extraction, semantic deduplication, and persistence.

- Tags: deep-dive
- Published: 2026-08-22

### [Core Components of Semantica's Data Flow Pipeline: From Ingestion to Hybrid Retrieval](/semantica-agi/semantica/what-are-the-core-components-of-semanticas-data-flow-pipeline)

Discover Semantica's data flow pipeline, from ingestion to hybrid retrieval. Learn how eight stages process decisions for AI-powered management and analytics.

- Tags: deep-dive
- Published: 2026-08-22

### [How to Set Up Semantica for RAG with Knowledge Graphs: A Complete Implementation Guide](/semantica-agi/semantica/how-to-set-up-semantica-for-rag-with-knowledge-graphs)

Learn how to set up Semantica for RAG with knowledge graphs. This guide details Semantica's unified GraphRAG stack for hybrid retrieval.

- Tags: how-to-guide
- Published: 2026-08-22

### [Semantica Authentication Options for Databricks and Snowflake Enterprise Data Platforms](/semantica-agi/semantica/authentication-options-semantica-enterprise-data-platforms-databricks-snowflake)

Explore Semantica authentication options for Databricks (PAT, OAuth M2M) and Snowflake (password, key-pair, OAuth, SSO). Securely connect to enterprise data platforms.

- Tags: how-to-guide
- Published: 2026-08-21

### [How the Semantica Explorer Module Enables Visual Ontology Editing and SHACL Studio](/semantica-agi/semantica/how-explorer-module-enable-visual-ontology-editing-shacl-studio)

Discover visual ontology editing and SHACL Studio with the Semantica Explorer module. Its React frontend and Python backend offer intuitive vocabulary management and real-time constraint validation.

- Tags: how-to-guide
- Published: 2026-08-21

### [How to Export Knowledge Graphs from Semantica to RDF, Parquet, Cypher, or JSON-LD](/semantica-agi/semantica/how-to-export-knowledge-graphs-semantica-rdf-parquet-cypher-json-ld)

Export knowledge graphs from Semantica to RDF, Parquet, Cypher, or JSON-LD using dedicated exporter classes. Learn how to serialize your graph data efficiently.

- Tags: how-to-guide
- Published: 2026-08-21

### [Semantica Deduplication v2 vs v1 Performance: Architectural and Runtime Comparison](/semantica-agi/semantica/performance-differences-deduplication-v2-vs-v1-semantica)

Compare Semantica's deduplication_v2 vs v1 performance. Discover how transformer embeddings impact recall and runtime for your specific deduplication needs.

- Tags: performance
- Published: 2026-08-21

### [How the Semantica Decision Tracking API Records, Traces, and Audits Agent Decisions](/semantica-agi/semantica/how-decision-tracking-api-record-trace-audit-agent-decisions)

Discover how the Semantica decision tracking API records, traces, and audits agent decisions. Leverage embedded vectors, provenance metadata, and powerful audit primitives for deep insights.

- Tags: how-to-guide
- Published: 2026-08-21

### [Configuration Options in ConfigManager for Multi-Environment Deployments](/semantica-agi/semantica/configuration-options-configmanager-multi-environment-deployments)

Explore ConfigManager's multi-environment deployment options. Learn how Semantica merges defaults, files, and env vars with type validation for robust configurations.

- Tags: how-to-guide
- Published: 2026-08-21

### [How to Implement Entity-Aware Chunking for GraphRAG in semantica.split](/semantica-agi/semantica/how-to-implement-entity-aware-chunking-graphrag-semantica-split)

Learn entity-aware chunking for GraphRAG with semantica.split. Create custom chunking to align boundaries with named entities for better retrieval.

- Tags: how-to-guide
- Published: 2026-08-21

### [How graph_analyzer Calculates Centrality Metrics (Degree, Betweenness, Eigenvector) in Semantica](/semantica-agi/semantica/how-graph-analyzer-calculate-centrality-metrics)

Discover how graph_analyzer calculates degree, betweenness, and eigenvector centrality using NetworkX or pure-Python in Semantica for optimal performance and portability.

- Tags: how-to-guide
- Published: 2026-08-21

### [PipelineExecutionEngine Thread-Safety: Concurrency Controls in the Semantica Framework](/semantica-agi/semantica/thread-safety-considerations-pipelineexecutionengine)

Learn how PipelineExecutionEngine ensures thread-safety in Semantica Framework using RLock, immutable objects, and thread-local storage for concurrent pipeline execution.

- Tags: internals
- Published: 2026-08-21

### [How to Use the MCP Server for Tool Exposure in semantica.mcp_server](/semantica-agi/semantica/how-to-use-mcp-server-tool-exposure-semantica-mcp-server)

Learn how to use the MCP server for tool exposure in semantica.mcp_server. Discover and call knowledge-graph tools via its JSON-RPC 2.0 interface.

- Tags: how-to-guide
- Published: 2026-08-21

### [Entity Resolution at Scale in semantica.deduplication: Architecture and Implementation](/semantica-agi/semantica/how-entity-resolution-work-semantica-deduplication-scale)

Discover how semantica.deduplication achieves entity resolution at scale using vector-store embeddings, ANN search, and parallel clustering for massive datasets. Learn the architecture and implementation.

- Tags: architecture
- Published: 2026-08-21

### [Distance Intelligence in Semantica: Semantic Neighbourhood Enrichment for Knowledge Graphs](/semantica-agi/semantica/what-is-distance-intelligence-implemented-semantica-kg-module)

Discover Distance Intelligence in Semantica's knowledge graph module. Learn how semantic neighbourhood enrichment uses embedding distances for smarter retrieval and causal analysis.

- Tags: deep-dive
- Published: 2026-08-21

### [How to Configure DatabricksIngestor for Unity Catalog Lineage Tracking](/semantica-agi/semantica/how-to-configure-databricksingestor-unity-catalog-lineage)

Configure DatabricksIngestor for Unity Catalog lineage tracking using the get_table_lineage method. Learn how to retrieve upstream and downstream dependencies with the Databricks WorkspaceClient API.

- Tags: how-to-guide
- Published: 2026-08-21

### [How AgentContext Provides Multi-Agent Shared Memory with Agno Integration](/semantica-agi/semantica/how-agentcontext-provide-multi-agent-shared-memory-agno-integration)

Learn how AgentContext offers multi-agent shared memory using Agno integration. Agents access a unified vector store for instant memory sharing and collaboration.

- Tags: how-to-guide
- Published: 2026-08-21

### [Extension Points in semantica.core for Custom Plugins: A Developer's Guide](/semantica-agi/semantica/extension-points-semantica-core-custom-plugins)

Discover semantica.core extension points PluginRegistry MethodRegistry and ConfigManager to build custom plugins dynamically without altering framework code. Enhance semantica with your own integrations.

- Tags: developer-guide
- Published: 2026-08-21

### [How to Implement Conflict Detection and Resolution Using semantica.conflicts](/semantica-agi/semantica/how-to-implement-conflict-detection-resolution-semantica-conflicts)

Learn to implement conflict detection and resolution with semantica.conflicts. Discover how ConflictDetector scans knowledge graphs and resolves contradictions using strategies like keep-first and keep-last.

- Tags: how-to-guide
- Published: 2026-08-21

### [Vector Store Backends Supported by semantica.vector_store: FAISS, Qdrant, Weaviate, Pinecone & pgvector](/semantica-agi/semantica/supported-backends-semantica-vector-store-faiss-qdrant-weaviate-pinecone-pgvector)

Explore semantica.vector_store backends like FAISS Qdrant Weaviate Pinecone & pgvector. Easily integrate your preferred vector database with our unified interface.

- Tags: api-reference
- Published: 2026-08-21

### [How ProvenanceManager Tracks W3C PROV-O Lineage Across Entities in Semantica](/semantica-agi/semantica/how-provenancemanager-track-w3c-prov-o-lineage-across-entities)

Discover how ProvenanceManager tracks W3C PROV-O lineage in Semantica. Learn about structured entries, BFS traversal, and RDF export for robust provenance tracking.

- Tags: how-to-guide
- Published: 2026-08-21

### [How to Use PipelineBuilder for Declarative ETL Workflows in Semantica](/semantica-agi/semantica/how-to-use-pipelinebuilder-declarative-etl-workflows-semantica-pipeline)

Learn to build declarative ETL workflows with Semantica's PipelineBuilder. Construct validated, serializable pipelines efficiently using a fluent DSL and explicit dependencies.

- Tags: how-to-guide
- Published: 2026-08-21

### [SHACL Validation and OWL Generation in Semantica: Technical Implementation Guide](/semantica-agi/semantica/how-semantica-ontology-handle-shacl-validation-owl-generation)

Explore Semantica's ontology subsystem for integrated SHACL validation and flexible OWL generation. Learn how OntologyValidator and OWLGenerator ensure automated structural validation and RDF serialization.

- Tags: how-to-guide
- Published: 2026-08-21

### [How to Configure Bi-Temporal Facts Using valid_time vs recorded_time in Semantica](/semantica-agi/semantica/how-to-configure-bi-temporal-facts-valid-time-recorded-time-knowledge-graph)

Learn to configure bi-temporal facts in Semantica's knowledge graph using valid_time vs recorded_time. Understand how Semantica manages system and business timestamps for accurate historical data.

- Tags: how-to-guide
- Published: 2026-08-21

### [Architectural Difference Between ReteEngine, DatalogReasoner, and SPARQLReasoner in Semantica](/semantica-agi/semantica/architectural-difference-reteengine-datalogreasoner-sparqlreasoner-semantica-reasoning)

Understand the architectural differences between ReteEngine DatalogReasoner and SPARQLReasoner in semantica.reasoning Explore pattern matching fixpoint evaluation and query rewriting for semantic reasoning.

- Tags: architecture
- Published: 2026-08-21

### [How ContextGraph Combines Vector Stores for Hybrid Retrieval in Semantica](/semantica-agi/semantica/how-does-contextgraph-combine-vector-stores-for-hybrid-retrieval-in-semantica)

Discover how ContextGraph unifies vector stores and knowledge graphs for hybrid retrieval in Semantica. Learn to blend search results for superior relevance.

- Tags: how-to-guide
- Published: 2026-08-21

### [How Semantica Tracks Graph Modifications with Its Change Management Workflow](/semantica-agi/semantica/semantica-change-management-workflow-graph-modifications)

Discover Semantica's change management workflow for tracking graph modifications. Learn how its Git-like versioning system enables immutable snapshots, detailed diffs, and easy rollbacks.

- Tags: how-to-guide
- Published: 2026-08-20

### [How the AgentContext API Unifies Vector Search and Graph Traversal in Semantica](/semantica-agi/semantica/semantica-agentcontext-api-vector-search-graph-traversal-integration)

Discover how Semantica's AgentContext API unifies vector search and graph traversal. Learn how it fuses results and blends scores for powerful context retrieval.

- Tags: how-to-guide
- Published: 2026-08-20

### [Centrality and Community Detection Algorithms in Semantica: Complete Implementation Guide](/semantica-agi/semantica/semantica-centrality-community-detection-algorithms)

Explore Semantica's Centrality and Community Detection algorithms. Discover implementations for degree, betweenness, closeness, eigenvector, PageRank, label propagation, and Louvain.

- Tags: how-to-guide
- Published: 2026-08-20

### [Semantica Knowledge Graph Export Pipeline: RDF, OWL, and Cypher Conversion Explained](/semantica-agi/semantica/semantica-knowledge-graph-export-pipeline-rdf-owl-cypher)

Explore Semantica's export pipeline for converting knowledge graphs to RDF OWL and Cypher. Learn how normalized dispatch and format specific exporters ensure efficient data conversion.

- Tags: how-to-guide
- Published: 2026-08-20

### [How Semantica's Visualization Module Renders Interactive Knowledge Graphs: A Complete Technical Guide](/semantica-agi/semantica/semantica-visualization-module-interactive-graph-rendering)

Learn how Semantica renders interactive knowledge graphs. Explore normalization, layout algorithms, styling, and HTML output in this technical guide.

- Tags: how-to-guide
- Published: 2026-08-20

### [How Semantica Implements Temporal Graph Queries and Time Travel: A Deep Dive into the GraphWorkspace Architecture](/semantica-agi/semantica/semantica-temporal-graph-queries-time-travel-implementation)

Discover how Semantica implements temporal graph queries and time travel using GraphTemporalState, guard predicates, and layered rendering. Explore the GraphWorkspace architecture for efficient data management.

- Tags: deep-dive
- Published: 2026-08-20

### [How Semantica's ConflictResolver Applies Credibility Weighting: A Complete Technical Guide](/semantica-agi/semantica/semantica-conflictresolver-credibility-weighting)

Learn how Semantica's ConflictResolver applies credibility weighting by multiplying per-record confidence with long-term scores. Discover the technical details in this guide.

- Tags: deep-dive
- Published: 2026-08-20

### [Semantica Vector Store Abstraction Layer: A Deep Dive into Its Modular Architecture](/semantica-agi/semantica/semantica-vector-store-abstraction-architecture)

Explore Semantica's vector store abstraction layer architecture. Discover its unified API, interchangeable backend adapters for 8 vector databases, and extensibility framework for custom search.

- Tags: deep-dive
- Published: 2026-08-20

### [How Semantica's ProvenanceManager Tracks Lineage Across Entities and Relationships](/semantica-agi/semantica/semantica-provenancemanager-lineage-tracking)

Discover how Semantica's ProvenanceManager tracks lineage across entities and relationships using a hash-chained system for full-graph bidirectional tracing. Understand your data's journey.

- Tags: how-to-guide
- Published: 2026-08-20

### [Semantica ExplanationGenerator Implementation for Traceable Reasoning](/semantica-agi/semantica/semantica-explanationgenerator-traceable-reasoning-implementation)

Discover Semantica's ExplanationGenerator implementation for traceable reasoning. Convert raw artifacts into auditable reports with its modular architecture and progress tracking.

- Tags: deep-dive
- Published: 2026-08-20

### [How Semantica's EntityAwareChunker Preserves Entity Boundaries: A Complete Implementation Guide](/semantica-agi/semantica/semantica-entityawarechunker-entity-boundary-preservation)

Learn how Semantica's EntityAwareChunker preserves entity boundaries by extracting entities first and deferring splits to maintain accuracy. Get the complete implementation guide.

- Tags: how-to-guide
- Published: 2026-08-20

### [Data Flow from Databricks and Snowflake Ingestors to Semantica's Knowledge Graph: A Complete Guide](/semantica-agi/semantica/semantica-databricks-snowflake-ingestor-data-flow)

Understand the data flow from Databricks and Snowflake ingestors to Semantica's knowledge graph. Learn the 5 stages: Connect, Ingest, Normalise, Build KG, and Store/Use.

- Tags: how-to-guide
- Published: 2026-08-20

### [How Semantica's Datalog Reasoner Handles Recursive Rule Evaluation: A Bottom-Up Fixpoint Deep Dive](/semantica-agi/semantica/semantica-datalog-reasoner-recursive-rules)

Learn how Semantica's Datalog reasoner handles recursive rule evaluation with its bottom-up semi-naive fixpoint algorithm, optimizing computation by using only new facts per iteration.

- Tags: deep-dive
- Published: 2026-08-20

### [Semantica Ontology Validator Architecture: How SHACL Enforcement and Structural Validation Work](/semantica-agi/semantica/semantica-ontology-validator-shacl-enforcement)

Explore Semantica's ontology validator architecture. Learn how SHACL enforcement and structural validation work in this layered system.

- Tags: architecture
- Published: 2026-08-20

### [How Multi-Agent Shared Context Synchronizes Decisions with Agno in Semantica](/semantica-agi/semantica/semantica-multi-agent-shared-context-agno-synchronization)

Learn how Semantica synchronizes multi-agent decisions using a shared ContextGraph. Discover Agno's coordinated components for thread-safe, role-scoped access.

- Tags: how-to-guide
- Published: 2026-08-20

### [Semantica MCP Server Architecture and LLM Tools Explained](/semantica-agi/semantica/semantica-mcp-server-architecture-llm-tools)

Explore Semantica's MCP server architecture, a JSON-RPC 2.0 implementation, and its LLM tools offering unified access to OpenAI, Groq, and HuggingFace providers.

- Tags: architecture
- Published: 2026-08-20

### [How the Pipeline DSL in Semantica Manages Parallel Execution and Dependencies: A Complete Guide](/semantica-agi/semantica/semantica-pipeline-dsl-parallel-execution-dependencies)

Discover how Semantica's pipeline DSL masters parallel execution and dependencies. Learn to manage worker counts and automatically run independent steps concurrently for efficient workflows.

- Tags: how-to-guide
- Published: 2026-08-20

### [How Semantica's Bi-Temporal Graph Model Manages Valid Time vs. Recorded Time](/semantica-agi/semantica/semantica-bi-temporal-graph-model-time-management)

Discover how Semantica's bi-temporal graph model separates valid time from recorded time using four timestamps for accurate data management and historical tracking.

- Tags: deep-dive
- Published: 2026-08-20

### [What Algorithms Power Semantic Deduplication and Entity Resolution in Semantica?](/semantica-agi/semantica/semantica-semantic-deduplication-entity-resolution-algorithms)

Discover the algorithms behind semantic deduplication and entity resolution in Semantica. Explore vector similarity, fuzzy matching, clustering, and rule-based merging.

- Tags: deep-dive
- Published: 2026-08-20

### [How Semantica's GraphBuilder Handles Entity Merging and Conflict Detection](/semantica-agi/semantica/semantica-graphbuilder-entity-merging-conflict-detection)

Discover how Semantica's GraphBuilder merges entities and detects conflicts using priority-driven attribute merging and deterministic curve-group assignment. Explore the code in graphStore.ts.

- Tags: how-to-guide
- Published: 2026-08-20

### [Semantica Rete Rule Engine Architecture: A Deep Dive into the Python Implementation](/semantica-agi/semantica/semantica-rete-rule-engine-architecture)

Explore the Semantica Rete rule engine architecture. Understand its three-layer design featuring core data structures, alpha beta terminal nodes, and the ReteEngine orchestrator for efficient rule execution.

- Tags: architecture
- Published: 2026-08-20

### [How Semantica's ContextGraph Tracks Decision Provenance Using W3C PROV-O](/semantica-agi/semantica/how-semanticas-contextgraph-track-decision-provenance-w3c-prov-o)

Semantica's ContextGraph tracks decision provenance with W3C PROV-O. Discover how it records decisions, maps to PROV-O, and persists lineage with cryptographic integrity for auditable AI.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Set Up a Policy Engine with Configurable Rule Sets for Compliance Gates](/semantica-agi/semantica/how-to-set-up-policy-engine-with-configurable-rule-sets-compliance-gates)

Learn to set up a policy engine with configurable rule sets using Semantica. Define rules and enforce compliance gates with ease for robust policy management.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Implement Causal Decision Chain Analysis and Impact Analysis in Semantica](/semantica-agi/semantica/how-to-implement-causal-decision-chain-analysis-impact-analysis)

Implement causal decision chain and impact analysis in Semantica by building a knowledge graph and traversing it. Enhance with LLM-driven CausalChainAnalyzer for deeper insights.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Perform Graph Analytics in Semantica: Centrality and Community Detection](/semantica-agi/semantica/how-to-perform-graph-analytics-centrality-community-detection-link-prediction)

Master graph analytics in Semantica with CentralityCalculator and CommunityDetector. Discover node importance, community structure, and link prediction with automatic NetworkX acceleration.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Configure Snowflake Ingestion with Key-Pair Authentication in Semantica](/semantica-agi/semantica/how-to-configure-snowflake-ingestion-key-pair-authentication)

Learn how to configure Snowflake ingestion with key-pair authentication using Semantica's SnowflakeIngestor. Securely ingest data without passwords. Read our guide now.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Implement AgentContext for Agent Memory Workflows in Semantica](/semantica-agi/semantica/how-to-implement-agentcontext-for-agent-memory-workflows)

Implement AgentContext for agent memory workflows in Semantica. Store, retrieve, and track decisions with vector stores and knowledge graphs for robust AI memory.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Set Up Datalog Reasoning with Recursive Rules in Semantica](/semantica-agi/semantica/how-to-set-up-datalog-reasoning-with-recursive-rules)

Learn how to set up Datalog reasoning with recursive rules in Semantica. Use bottom-up semi-naive fix-point algorithm to define rules and derive complete closures.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Build SPARQL Queries over Semantica’s Knowledge Graph: 4 Methods Explained](/semantica-agi/semantica/how-to-build-sparql-queries-over-knowledge-graph)

Learn how to build SPARQL queries over Semantica's knowledge graph with 4 easy methods. Explore caching, templating, and reasoning for efficient data retrieval.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Configure Vector Store Backends (FAISS, Qdrant, Pinecone, Milvus, and PgVector) in Semantica](/semantica-agi/semantica/how-to-configure-vector-store-backends-faiss-qdrant-pinecone-milvus-pgvector)

Easily configure FAISS, Qdrant, Pinecone, Milvus, and PgVector vector store backends in Semantica using the unified VectorStore factory. Swap backends effortlessly without code changes.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Export Knowledge Graphs to RDF, OWL, Parquet, and Cypher Formats with Semantica](/semantica-agi/semantica/how-to-export-knowledge-graphs-to-rdf-owl-parquet-cypher-formats)

Export knowledge graphs to RDF, OWL, Parquet, and Cypher with Semantica's modular framework. Learn how to convert your data into various formats easily.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Implement Conflict Detection and Resolution for Multi-Source Knowledge in Semantica](/semantica-agi/semantica/how-to-implement-conflict-detection-resolution-multi-source-knowledge)

Learn how Semantica implements conflict detection and resolution for multi-source knowledge. Discover how ConflictDetector ConflictAnalyzer and ConflictResolver manage clashes while preserving provenance.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Configure Entity-Aware Text Chunking for GraphRAG Pipelines in Semantica](/semantica-agi/semantica/how-to-configure-entity-aware-text-chunking-for-graphrag-pipelines)

Configure entity-aware text chunking in Semantica for GraphRAG. Preserve named entities with EntityAwareChunker for improved graph-based retrieval.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Perform Entity Resolution and Semantic Deduplication at Scale with Semantica](/semantica-agi/semantica/how-to-perform-entity-resolution-semantic-deduplication-at-scale)

Learn to perform entity resolution and semantic deduplication at scale with Semantica. Effortlessly resolve millions of entity mentions into a knowledge graph by embedding, clustering, and merging duplicates.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Set Up the Semantica MCP Server for External Tool Integrations](/semantica-agi/semantica/how-to-set-up-mcp-server-for-external-tool-integrations)

Easily set up the Semantica MCP server for external tool integrations. Expose your knowledge graph and reasoning tools via this JSON-RPC gateway. Learn how to connect with Semantica.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Implement Bi-Temporal Knowledge Graphs with valid_time and recorded_at in Semantica](/semantica-agi/semantica/how-to-implement-bi-temporal-knowledge-graphs-valid-time-recorded-at)

Learn to implement bi temporal knowledge graphs using Semantica. Discover how valid time and recorded at timestamps enable powerful querying across different time axes.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Build Hybrid Semantic Search with RRF Fusion Across Vector Stores](/semantica-agi/semantica/how-to-build-hybrid-semantic-search-rrf-fusion-across-vector-stores)

Build hybrid semantic search across vector stores using Semantica's HybridSearch and RRF Fusion. Get unified results without score normalization. Query multiple vector stores in parallel.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Configure SHACL Validation for Ontology Governance in Semantica](/semantica-agi/semantica/how-to-configure-shacl-validation-for-ontology-governance)

Configure SHACL validation for ontology governance in Semantica. Enforce quality policies with a tunable pipeline for shape generation, serialization, and validation.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Integrate Databricks Unity Catalog as a Native Data Source with Lineage in Semantica](/semantica-agi/semantica/how-to-integrate-databricks-unity-catalog-native-data-source-lineage)

Integrate Databricks Unity Catalog as a native data source with Semantica. Pull table or column lineage directly from the Unity Catalog API, no ETL needed.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Set Up Rete Engine Forward Chaining for Rule-Based Compliance Inference in Semantica](/semantica-agi/semantica/how-to-set-up-rete-engine-forward-chaining-for-rule-based-compliance-inference)

Learn to set up Rete engine forward chaining for rule-based compliance inference in Semantica. Define rules, build networks, insert facts, and derive conclusions efficiently.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Implement W3C PROV-O Provenance Tracking on Knowledge Graph Facts in Semantica](/semantica-agi/semantica/how-to-implement-w3c-prov-o-provenance-tracking-on-knowledge-graph-facts)

Implement W3C PROV-O provenance tracking on knowledge graph facts with Semantica. Automatically map facts to PROV-O ontology for runtime lineage queries and RDF exports.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Build a Context Graph for Agent Memory with Structured, Queryable Entities](/semantica-agi/semantica/how-to-build-context-graph-for-agent-memory-structured-queryable-entities)

Learn how to build a context graph for agent memory. Semantica uses a thread-safe graph to store structured, queryable entities and relationships for advanced AI.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Configure Polyglot Graph Storage in Semantica: RDF (Blazegraph/Oxigraph) and LPG (Neo4j) Backends](/semantica-agi/semantica/how-to-configure-polyglot-graph-storage-with-rdf-lpg-backends-neo4j-oxigraph-blazegraph)

Learn to configure polyglot graph storage in Semantica, integrating Neo4j LPG with RDF backends like Blazegraph and Oxigraph. Master your hybrid graph data management.

- Tags: how-to-guide
- Published: 2026-08-20

### [How to Implement Decision Intelligence with Traceable, Auditable AI Decisions in Semantica](/semantica-agi/semantica/how-to-implement-decision-intelligence-with-traceable-auditable-ai-decisions-in-semantica)

Implement decision intelligence with Semantica. Link LLM rationales to immutable records for fully auditable AI decisions. Enhance transparency and trust in your AI systems.

- Tags: how-to-guide
- Published: 2026-08-20

### [Performance Optimization for Large Knowledge Graphs in Semantica: Architectural Deep Dive](/semantica-agi/semantica/performance-optimization-large-graphs)

Optimize large knowledge graphs in Semantica with immutable dataclasses, pluggable vector stores, sparse CSR matrices, and sub-linear pgVector indexing. Learn the architectural deep dive for peak performance.

- Tags: performance
- Published: 2026-08-18

### [How to Extend Semantica with Custom Ingestors: A Developer's Guide](/semantica-agi/semantica/extending-semantica-custom-ingestors)

Learn how to extend Semantica with custom ingestors. This developer's guide covers subclassing Ingestor, implementing ingest methods, and registering your ingestor for seamless integration.

- Tags: how-to-guide
- Published: 2026-08-18

### [Performing Time Travel Queries on Historical Graph States in Semantica: A Complete Guide](/semantica-agi/semantica/time-travel-queries-historical-graph-states)

Master time travel queries on historical graph states in Semantica. Explore bi-temporal validity tracking and reconstruct past graph data with this comprehensive guide.

- Tags: how-to-guide
- Published: 2026-08-18

### [Agent Memory Workflows Using AgentContext in Semantica: A Complete Technical Guide](/semantica-agi/semantica/agent-memory-workflows-agentcontext)

Master agent memory workflows with AgentContext in Semantica. This guide details vector storage, GraphRAG, knowledge graphs, and decision tracking for seamless agent management. Learn more.

- Tags: how-to-guide
- Published: 2026-08-18

### [Graph Analytics in Semantica: Centrality Measures and Community Visualization](/semantica-agi/semantica/graph-analytics-centrality-communities)

Discover graph analytics in Semantica. Compute centrality measures like PageRank and visualize communities with ease. Explore the power of Semantica's graph analysis tools today.

- Tags: tutorial
- Published: 2026-08-18

### [Implementing Policy Engine and Decision Rules in Semantica: Architecture and Code Examples](/semantica-agi/semantica/policy-engine-decision-rules-semantica)

Implement Semantica's policy engine for rule lifecycle management, automated compliance, and versioned decisions. Explore architecture and code examples for effective policy implementation.

- Tags: architecture
- Published: 2026-08-18

### [Ontology Generation from Data Using Semantica: A Complete 6-Stage Pipeline](/semantica-agi/semantica/ontology-generation-from-data)

Generate OWL ontologies from structured data with Semantica's automated 6-stage pipeline. Discover how to convert raw data into production-ready ontologies seamlessly.

- Tags: tutorial
- Published: 2026-08-18

### [Using Hybrid Search with Vector Stores in Semantica AGI: Implementation Guide](/semantica-agi/semantica/hybrid-search-vector-stores-semantica)

Implement hybrid search in Semantica AGI. Fuse vector similarity with metadata filtering for superior results across any vector store. Get the guide.

- Tags: how-to-guide
- Published: 2026-08-18

### [Building Multi-Agent Context Sharing Mechanisms in Semantica: Architecture and Implementation Guide](/semantica-agi/semantica/multi-agent-context-sharing-semantica)

Learn to build multi-agent context sharing mechanisms in Semantica. Explore architecture and implementation using the DecisionContext class and ContextRetriever for enhanced agent collaboration.

- Tags: architecture
- Published: 2026-08-18

### [How to Set Up the MCP Server and Tools for Semantica: Complete Configuration Guide](/semantica-agi/semantica/mcp-server-setup-tools)

Learn how to set up the MCP server and tools for Semantica AGI. This guide provides complete configuration steps for seamless AI client integration.

- Tags: how-to-guide
- Published: 2026-08-18

### [How to Export Knowledge Graphs from Semantica to RDF, OWL, Parquet, and Cypher Formats](/semantica-agi/semantica/export-knowledge-graphs-rdf-owl)

Export knowledge graphs from Semantica to RDF OWL Parquet and Cypher formats. Learn how to use Semantica's exporters for efficient data serialization and schema validation.

- Tags: how-to-guide
- Published: 2026-08-18

### [Connecting Semantica with Snowflake for Data Integration: A Complete Guide](/semantica-agi/semantica/connecting-semantica-snowflake)

Seamlessly connect Semantica with Snowflake for data integration. This guide details using SnowflakeIngestor for password, key-pair, OAuth, and SSO authentication for AI processing.

- Tags: how-to-guide
- Published: 2026-08-18

### [Integrating Semantica with Databricks and Unity Catalog: A Complete Implementation Guide](/semantica-agi/semantica/integrating-semantica-databricks-unity-catalog)

Implement Semantica with Databricks Unity Catalog using the native DatabricksIngestor module. Extract tables, schemas, and lineage data for LLMs with PAT or OAuth authentication.

- Tags: how-to-guide
- Published: 2026-08-18

### [Building GraphRAG Pipelines with Entity-Aware Chunking in Semantica: A Complete Architecture Guide](/semantica-agi/semantica/build-graphrag-pipelines-entity-aware-chunking)

Build GraphRAG pipelines with Semantica's entity-aware chunking. Preserve entities and relationships for deterministic knowledge graphs and auditable reasoning. Explore the complete architecture.

- Tags: architecture
- Published: 2026-08-18

### [Working with Temporal Graphs and Bi-Temporal Facts in Semantica: A Complete Guide](/semantica-agi/semantica/temporal-graphs-bi-temporal-facts)

Master temporal graphs and bi-temporal facts in Semantica. This guide explains how Semantica's BiTemporalFact class enables deterministic time-travel queries and audit trails.

- Tags: how-to-guide
- Published: 2026-08-18

### [SHACL Validation for Ontology Compliance in Semantica: A Complete Implementation Guide](/semantica-agi/semantica/shacl-validation-ontology-compliance)

Implement SHACL validation for ontology compliance in Semantica. This guide details automatic shape generation from OWL ontologies and RDF graph validation with a three-tier architecture.

- Tags: how-to-guide
- Published: 2026-08-18

### [Detecting Conflicts Across Multiple Data Sources with Semantica: A Complete Guide](/semantica-agi/semantica/conflict-detection-multiple-data-sources)

Discover how Semantica's conflict detection pipeline automatically flags contradictory facts across multiple data sources before merging them into your Context Graph.

- Tags: how-to-guide
- Published: 2026-08-18

### [Semantica Entity Deduplication and Resolution at Scale: Architecture and Implementation](/semantica-agi/semantica/semantica-entity-deduplication-resolution-scale)

Semantica provides deterministic entity deduplication and resolution at scale. Discover its architecture for enterprise-grade entity resolution across billions of records.

- Tags: architecture
- Published: 2026-08-18

### [Using the Rete Engine for Rule-Based Reasoning in Semantica: Implementation Guide](/semantica-agi/semantica/using-rete-engine-rule-based-reasoning)

Implement rule-based reasoning in Semantica using its built-in Rete engine. Learn fast pattern-matching for efficient rule execution via the semantica.reasoning package.

- Tags: how-to-guide
- Published: 2026-08-18

### [How to Build Knowledge Graphs from Multiple Data Sources Using Semantica](/semantica-agi/semantica/build-knowledge-graphs-multiple-data-sources)

Learn how to build knowledge graphs from multiple data sources with Semantica. Effortlessly merge entities and resolve conflicts for unified insights.

- Tags: how-to-guide
- Published: 2026-08-18

### [Setting Up W3C PROV-O Provenance Tracking in Semantica: A Complete Implementation Guide](/semantica-agi/semantica/setting-up-w3c-prov-o-provenance-tracking)

Learn to set up W3C PROV-O provenance tracking in Semantica. This guide covers implementation for a robust provenance engine with pluggable storage and RDF export.

- Tags: how-to-guide
- Published: 2026-08-18

### [How to Implement Decision Intelligence with Causal Chains in Semantica AGI](/semantica-agi/semantica/implementing-decision-intelligence-causal-chains)

Learn to implement decision intelligence with causal chains in Semantica AGI. Transform raw data into auditable decisions and enforce policy compliance throughout the decision lifecycle.

- Tags: how-to-guide
- Published: 2026-08-18

### [How to Configure Polyglot Graph Storage: RDF vs LPG Backends in Semantica](/semantica-agi/semantica/how-to-configure-polyglot-graph-storage-rdf-vs-lpg-backends)

Configure polyglot graph storage in Semantica by choosing RDF or LPG backends like Neo4j. Learn how to set up your graph database for optimal performance.

- Tags: how-to-guide
- Published: 2026-08-18

### [How TextSplitter Performs Entity-Aware Chunking for GraphRAG in Semantica](/semantica-agi/semantica/textsplitter-entity-aware-chunking-graphrag)

Discover how Semantica's TextSplitter performs entity-aware chunking for GraphRAG, ensuring complete entity recognition and alignment with knowledge graph nodes for better results.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Query Knowledge Graphs Using SPARQLReasoner with RDF Backends](/semantica-agi/semantica/query-knowledge-graphs-sparqlreasoner-rdf-backends)

Learn to query knowledge graphs with SPARQLReasoner and RDF backends. Instantiate, register rules, and execute queries for automatic inference and expansion.

- Tags: how-to-guide
- Published: 2026-08-17

### [How ExplanationGenerator Creates Reasoning Traces with Justification Objects in Semantica](/semantica-agi/semantica/explanationgenerator-create-reasoning-traces-justification-objects)

Discover how ExplanationGenerator in Semantica builds reasoning traces and justification objects from supporting evidence. Learn to structure complex reasoning for clarity.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Implement Multi-Agent Shared Memory with AgentContext in Semantica](/semantica-agi/semantica/implement-multi-agent-shared-memory-agentcontext)

Learn to implement multi-agent shared memory using AgentContext in Semantica. This façade unifies short-term memory, vector embeddings, and knowledge graphs for seamless agent collaboration.

- Tags: how-to-guide
- Published: 2026-08-17

### [How ConflictDetector Distinguishes Different Types of Conflicts in Semantica](/semantica-agi/semantica/conflictdetector-distinguish-conflict-types)

Learn how ConflictDetector in Semantica differentiates conflict types using a ConflictType enumeration and specialized detection methods analyzing specific data dimensions.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Authenticate DatabricksIngestor with Unity Catalog: PAT and OAuth M2M Guide](/semantica-agi/semantica/authenticate-databricksingestor-unity-catalog)

Authenticate DatabricksIngestor with Unity Catalog using PAT or OAuth M2M. Learn how to secure your data pipelines with this essential guide.

- Tags: how-to-guide
- Published: 2026-08-17

### [How DatalogReasoner Handles Recursive Ancestor Queries in Semantica](/semantica-agi/semantica/datalogreasoner-handle-recursive-ancestor-queries)

Learn how Semantica's DatalogReasoner efficiently handles recursive ancestor queries with a bottom-up semi-naive fix-point algorithm and delta indexing for optimized computation.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Implement Time-Travel Queries Using ContextGraph.state_at() in Semantica](/semantica-agi/semantica/implement-time-travel-queries-contextgraph-state-at)

Learn to implement time-travel queries in Semantica using ContextGraph.state_at(). Retrieve historical graph snapshots with ISO-8601 strings, datetime objects, or Unix timestamps.

- Tags: how-to-guide
- Published: 2026-08-17

### [How LinkPredictor Uses Graph Structure to Predict Relationships in Semantica](/semantica-agi/semantica/linkpredictor-graph-structure-predict-relationships)

Discover how LinkPredictor uses graph structure, node degrees, and edge patterns to predict relationship likelihood scores with network science metrics in Semantica.

- Tags: deep-dive
- Published: 2026-08-17

### [How CommunityDetector Implements Louvain and Leiden Graph Clustering in Semantica](/semantica-agi/semantica/communitydetector-louvain-leiden-algorithms-graph-clustering)

Discover how Semantica's CommunityDetector implements Louvain and Leiden graph clustering. Learn about its Python fallback and igraph integration for efficient community detection.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Enforce Policy Compliance with check_decision_rules() for Decision Categories](/semantica-agi/semantica/enforce-policy-compliance-check-decision-rules-decision-categories)

Enforce policy compliance with check_decision_rules() to validate decision payloads against configurable rules. Get a structured report on confidence, outcomes, metadata, and reasoning.

- Tags: how-to-guide
- Published: 2026-08-17

### [How CentralityCalculator Computes Graph Centrality Metrics in Semantica](/semantica-agi/semantica/centralitycalculator-compute-graph-centrality-metrics)

Learn how CentralityCalculator in semantica-agi/semantica computes five graph centrality metrics. Explore pure-Python implementations with optional NetworkX acceleration.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Build Declarative Pipelines with PipelineBuilder and set_parallelism() in Semantica](/semantica-agi/semantica/build-declarative-pipelines-pipelinebuilder-set-parallelism)

Learn to build declarative pipelines in Semantica using PipelineBuilder and set_parallelism() to control concurrent worker execution for efficient processing. Optimize your workflows today.

- Tags: how-to-guide
- Published: 2026-08-17

### [How ProvenanceManager Tracks Lineage Across Multi-Source Entity Ingestion](/semantica-agi/semantica/provenancemanager-track-lineage-multi-source-entity-ingestion)

Discover how ProvenanceManager tracks lineage across multi-source entity ingestion by normalizing sources, persisting relationships, and performing graph traversals for complete provenance chains.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Query Temporal Graphs Using TemporalGraphQuery.querytimerange() in Semantica](/semantica-agi/semantica/query-temporal-graphs-temporalgraphquery-time-range)

Learn to query temporal graphs using Semantica's TemporalGraphQuery.querytimerange() method. Filter edges by validity intervals and run queries efficiently.

- Tags: how-to-guide
- Published: 2026-08-17

### [How EntityResolver Performs Fuzzy Matching Using Levenshtein and Jaro-Winkler](/semantica-agi/semantica/entityresolver-fuzzy-matching-levenshtein-jaro-winkler)

Discover how EntityResolver uses Levenshtein and Jaro-Winkler algorithms for fuzzy matching to detect and resolve duplicate entities with normalized similarity scores.

- Tags: how-to-guide
- Published: 2026-08-17

### [How to Validate Knowledge Graphs against SHACL Shapes using Semantica's OntologyValidator](/semantica-agi/semantica/validate-knowledge-graphs-shacl-shapes-ontologyvalidator)

Learn to validate knowledge graphs against SHACL shapes using Semantica's OntologyValidator. Easily check RDF data and get detailed violation reports with pySHACL.

- Tags: how-to-guide
- Published: 2026-08-17

### [How HybridSearch Implements RRF Fusion for Dense and Sparse Retrieval](/semantica-agi/semantica/hybridsearch-rrf-fusion-dense-sparse-retrieval)

Discover how Semantica's HybridSearch uses RRF fusion to combine dense vector similarity and sparse metadata filtering, boosting search relevance with aggregated reciprocal ranks.

- Tags: deep-dive
- Published: 2026-08-17

### [How to Switch Between RDF and LPG Graph Stores in Semantica](/semantica-agi/semantica/switch-between-rdf-lpg-graph-stores-semantica)

Easily switch between RDF and LPG graph stores in Semantica. Learn how to select the correct facade class and configure your backend for seamless data management.

- Tags: how-to-guide
- Published: 2026-08-17

### [ReteEngine Alpha-Node Pattern Matching Limitations in Semantica](/semantica-agi/semantica/rete-engine-alpha-node-pattern-matching-limitations)

Discover ReteEngine alpha-node limitations in Semantica. Understand how the placeholder _matches method causes false-positive rule activations and prevents condition evaluation.

- Tags: deep-dive
- Published: 2026-08-17

### [How ContextGraph.record_decision() Integrates with Causal Relationship Tracking in Semantica](/semantica-agi/semantica/contextgraph-record-decision-causal-relationship-tracking-integration)

Discover how ContextGraph.record_decision() integrates with causal relationship tracking in Semantica. Learn to reconstruct influence chains through explicit graph traversal.

- Tags: internals
- Published: 2026-08-17

### [How to Implement Conflict Resolution Strategies for Contradictory Facts in Semantica](/semantica-agi/semantica/how-to-implement-conflict-resolution-strategies-for-contradictory-facts)

Implement conflict resolution strategies in Semantica to resolve contradictory facts during knowledge graph construction. Discover Semantica's built-in pipeline and configurable options.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Achieve HIPAA, SOX, GDPR, and FDA 21 CFR Part 11 Compliance with Semantica in 9 Steps](/semantica-agi/semantica/what-are-the-steps-for-achieving-hipaa-sox-gdpr-and-fda-21-cfr-part-11-compliance-with-semantica)

Achieve HIPAA, SOX, GDPR, and FDA 21 CFR Part 11 compliance with Semantica's 9 steps. Ensure audit readiness with built-in provenance and versioning.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Implement Persistent Agent Memory Using ContextGraph in Semantica](/semantica-agi/semantica/how-to-implement-persistent-agent-memory-using-contextgraph)

Implement persistent agent memory in Semantica using ContextGraph and AgentMemory. Learn to save and load agent state with JSON for seamless continuity across restarts. Master ContextGraph for robust AI memory.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Configure Embedding Models in Semantica: Sentence-Transformers, FastEmbed, BGE, and Ollama Setup Guide](/semantica-agi/semantica/how-to-configure-embedding-models-like-sentence-transformers-fastembed-bge-and-ollama)

Learn to configure embedding models like Sentence-Transformers FastEmbed BGE and Ollama in Semantica. Utilize the EmbeddingGenerator API for seamless integration.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Use the `evals` Module for KG Quality Evaluation and Regression Tracking in Semantica](/semantica-agi/semantica/how-to-use-the-evals-module-for-kg-quality-evaluation-and-regression-tracking)

Learn KG quality evaluation and regression tracking with Semantica. Discover OntologyEvaluator for coverage scoring gap detection and manual tracking.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Implement Change Management with SHA-256 Checksums and Rollback in Semantica](/semantica-agi/semantica/how-to-implement-change-management-with-sha-256-checksums-and-rollback)

Implement change management with SHA-256 checksums and rollback in Semantica. Ensure data integrity and prevent corruption with cryptographically hashed, immutable snapshots and deterministic version control.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Ingest Data from Snowflake, SQL, and Databricks Sources into Semantica](/semantica-agi/semantica/how-to-ingest-data-from-snowflake-sql-and-databricks-sources-into-semantica)

Easily ingest data from Snowflake, SQL, and Databricks into Semantica. Leverage dedicated ingestor classes to stream data into unified document formats for your knowledge-graph pipelines. Streamline your data integration today.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Use Distance Intelligence for Semantic Neighborhood Analysis in Semantica](/semantica-agi/semantica/how-to-use-distance-intelligence-for-semantic-neighborhood-analysis)

Unlock precise semantic neighborhood analysis with Distance Intelligence in Semantica. Enhance knowledge graph queries using quantitative neighborhood signals for deeper insights.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Implement Multi-Agent Shared Context and Team Memory in Semantica](/semantica-agi/semantica/how-to-implement-multi-agent-shared-context-and-team-memory)

Implement multi-agent shared context and team memory in Semantica. Instantiate AgnoSharedContext, bind agents, and use toolkits for seamless knowledge sharing and decision-making.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Set Up the Semantica Knowledge Explorer Web Interface and Ontology Hub](/semantica-agi/semantica/how-to-set-up-the-knowledge-explorer-web-interface-and-ontology-hub)

Easily set up the Semantica Knowledge Explorer and Ontology Hub. Install semantica[explorer], save your ContextGraph, and launch the FastAPI dashboard to visualize your knowledge graph.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Query Historical Graph States with Point-in-Time Queries in Semantica](/semantica-agi/semantica/how-to-query-historical-graph-states-with-point-in-time-queries-in-semantica)

Query historical graph states in Semantica using TemporalGraphQuery and query_at_time(). Reconstruct any past knowledge graph state by filtering timestamps on entities and relationships.

- Tags: how-to-guide
- Published: 2026-08-16

### [Entity Deduplication in Semantica: Implementing Blocking and Similarity Scoring](/semantica-agi/semantica/how-to-implement-entity-deduplication-using-blocking-and-similarity-scoring)

Implement entity deduplication in Semantica using blocking and similarity scoring. Discover how DuplicateDetector orchestrates a unified pipeline for efficient duplicate detection and merging.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Configure the Semantica MCP Server for Claude Desktop, VS Code, and Cursor](/semantica-agi/semantica/how-to-configure-the-mcp-server-for-integrations-with-claude-desktop-vs-code-and-cursor)

Configure the Semantica MCP server for Claude Desktop, VS Code, and Cursor with a simple Python command. Integrate AI tools seamlessly without Docker or complex networking.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Export Knowledge Graphs from Semantica to RDF, OWL, Parquet, and GraphML](/semantica-agi/semantica/how-to-export-knowledge-graphs-from-semantica-to-rdf-owl-parquet-and-graphml)

Export knowledge graphs from Semantica to RDF, OWL, Parquet, and GraphML. Learn how to use dedicated exporter classes for seamless data serialization and access.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Implement Conflict Detection Across Overlapping Knowledge Sources in Semantica](/semantica-agi/semantica/how-to-implement-conflict-detection-across-overlapping-knowledge-sources)

Implement conflict detection across overlapping knowledge sources using Semantica's ConflictDetector. Identify value type temporal logical and relationship conflicts with full provenance tracking.

- Tags: how-to-guide
- Published: 2026-08-16

### [Which Reasoning Engines Can Be Used with Semantica? Rete, Datalog, and SPARQL Explained](/semantica-agi/semantica/which-reasoning-engines-can-be-used-with-semantica-datalog-sparql-etc)

Discover Semantica's supported reasoning engines Rete, Datalog, and SPARQL. Learn how each engine enhances rule evaluation, logic, and pattern matching for your AI projects.

- Tags: deep-dive
- Published: 2026-08-16

### [How to Build Custom Extraction Pipelines with the semantic_extract Module in Semantica](/semantica-agi/semantica/how-to-build-custom-extraction-pipelines-with-the-semantic_extract-module)

Learn to build custom extraction pipelines using the semantic_extract module in Semantica. Easily swap or extend entity recognition, relation extraction, and triplet construction stages for flexible text-to-knowledge-graph work...

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Use SHACL for Ontology Constraint Enforcement in Semantica: A Complete Guide](/semantica-agi/semantica/how-to-use-shacl-for-ontology-constraint-enforcement-in-semantica)

Learn to use SHACL for ontology constraint enforcement in Semantica with our guide. Discover how Semantica transforms OWL ontologies into SHACL shapes and validates RDF data.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Implement W3C PROV-O Provenance Lineage Tracking in Python with Semantica](/semantica-agi/semantica/how-to-implement-w3c-prov-o-provenance-lineage-tracking)

Implement W3C PROV-O provenance lineage tracking in Python with Semantica. Track entities, query lineage, and export RDF-PROV effortlessly. Get started now.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Configure Vector Stores (FAISS, Pinecone, Qdrant, PgVector) with Semantica: A Complete Guide](/semantica-agi/semantica/how-to-configure-vector-stores-like-faiss-pinecone-qdrant-weaviate-and-pgvector-with-semantica)

Easily configure FAISS, Pinecone, Qdrant, and PgVector with Semantica. This guide provides clear steps to set up your chosen vector store for seamless integration.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Integrate Neo4j as a Graph Store Backend in Semantica: A Complete Setup Guide](/semantica-agi/semantica/how-to-integrate-neo4j-as-a-graph-store-backend-in-semantica)

Easily integrate Neo4j as a graph store backend in Semantica. Follow our guide to install the Neo4j driver, configure Semantica, and connect your graph database for powerful AI applications.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Use Temporal Knowledge Graphs with `valid_from`/`valid_until` and Allen Interval Algebra in Semantica](/semantica-agi/semantica/how-to-use-temporal-knowledge-graphs-with-valid-from-valid-until-and-allen-interval-algebra)

Learn to leverage temporal knowledge graphs with valid_from/valid_until and Allen interval algebra using Semantica's TemporalModel and TemporalReasoningEngine for advanced temporal querying.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Implement GraphRAG with Semantica's Context Graphs: A Complete Guide](/semantica-agi/semantica/how-to-implement-graphrag-with-semanticas-context-graphs)

Implement GraphRAG with Semantica's context graphs. Pass a knowledge graph to AgentContext for hybrid semantic-graph retrieval and multi-hop reasoning. Discover how in this complete guide.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Integrate Semantica as an MCP Server for AI Agents](/semantica-agi/semantica/how-to-integrate-semantica-as-an-mcp-server-for-ai-agents)

Integrate Semantica as an MCP server for AI agents. Expose knowledge-graph operations via JSON-RPC 2.0 for seamless tool discovery and remote function invocation.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Validate Knowledge Graphs Against SHACL Constraints in Semantica](/semantica-agi/semantica/how-to-validate-knowledge-graphs-against-shacl-constraints-in-semantica)

Learn how to validate knowledge graphs against SHACL constraints using Semantica. Our pipeline generates SHACL shapes and executes validation via Python APIs, CLI, and HTTP endpoints.

- Tags: how-to-guide
- Published: 2026-08-15

### [Semantica Vector Store Backends: 7 Compatible Options Explained](/semantica-agi/semantica/what-vector-store-backends-are-compatible-with-semantica)

Explore seven vector store backends compatible with Semantica AGI including FAISS Milvus Qdrant Weaviate Pinecone PGVector and SQLite Learn how to easily swap between them

- Tags: deep-dive
- Published: 2026-08-15

### [What Formats Can Semantica Export Knowledge Graphs To? A Complete 2024 Guide](/semantica-agi/semantica/what-formats-can-semantica-export-knowledge-graphs-to)

Explore Semantica knowledge graph export formats in 2024. Discover support for RDF, JSON LD, CSV, GraphML, OWL, vector embeddings, and more to integrate with your tools.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Execute SPARQL Queries over RDF Graphs in Semantica: A Complete Backend Guide](/semantica-agi/semantica/how-to-execute-sparql-queries-over-rdf-graphs-in-semantica)

Learn to execute SPARQL queries over RDF graphs in Semantica using its flexible RDF4J, Oxigraph, or Jena backends. Master SPARQL querying with our complete guide.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Implement Semantic Entity Deduplication in Semantica: A Complete Guide](/semantica-agi/semantica/how-to-implement-semantic-entity-deduplication-in-semantica)

Implement semantic entity deduplication in Semantica using the DuplicateDetector class. Configure thresholds and scoring for accurate duplicate identification and grouping.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Compose Ingestion Pipelines with Semantica's PipelineBuilder](/semantica-agi/semantica/how-to-compose-ingestion-pipelines-with-semanticas-pipelinebuilder)

Learn to compose ingestion pipelines using Semantica's PipelineBuilder. Declaratively build DAGs, validate, and execute with dependency resolution and parallelism.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Build Agent Memory Pipelines with Semantica's AgentContext: A Complete Guide](/semantica-agi/semantica/how-to-build-agent-memory-pipelines-with-semanticas-agentcontext)

Learn to build agent memory pipelines using Semantica's AgentContext. Integrate vector storage, knowledge graphs, and decision tracking effortlessly for powerful AI agents.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Implement Explainable Reasoning in Semantica: A Complete Guide to Transparent AI Inference](/semantica-agi/semantica/how-to-implement-explainable-reasoning-in-semantica)

Implement explainable reasoning in Semantica easily. Generate natural-language narratives and structured reasoning paths from inference results using ExplanationGenerator. Get transparent AI.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Generate OWL Ontologies from Semantica Knowledge Graphs: A Complete Guide](/semantica-agi/semantica/how-to-generate-owl-ontologies-from-semantica-knowledge-graphs)

Easily generate OWL ontologies from Semantica knowledge graphs using the built-in export pipeline. Convert KGs to OWL in Turtle or RDF/XML format.

- Tags: how-to-guide
- Published: 2026-08-15

### [What Graph Storage Backends Are Supported by Semantica? 4 Database Options Explained](/semantica-agi/semantica/what-graph-storage-backends-are-supported-by-semantica)

Semantica supports Neo4j, FalkorDB, Amazon Neptune, and Apache AGE graph storage backends. Discover which database best fits your needs for managing semantic data.

- Tags: deep-dive
- Published: 2026-08-15

### [How to Implement Recursive Datalog Queries in Semantica: A Complete Guide](/semantica-agi/semantica/how-to-implement-recursive-datalog-queries-in-semantica)

Learn to implement recursive Datalog queries in Semantica using the DatalogReasoner and bottom-up semi-naive fixpoint evaluation for deep graph analysis.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Query Temporal Graphs Using Semantica's TemporalGraphQuery: A Complete Guide](/semantica-agi/semantica/how-to-query-temporal-graphs-using-semanticas-temporalgrapgquery)

Query temporal graphs efficiently using Semantica's TemporalGraphQuery. Explore time-point queries, aggregations, pattern detection, and path finding on knowledge graphs with validity periods. Get the complete guide now.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Detect and Resolve Conflicting Facts in Semantica: A Complete Guide](/semantica-agi/semantica/how-to-detect-and-resolve-conflicting-facts-in-semantica)

Learn to detect and resolve conflicting facts in Semantica. Discover how our two-stage pipeline identifies and resolves contradictions using strategies like voting and credibility weighting.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Connect Snowflake to Semantica for Knowledge Graph Ingestion](/semantica-agi/semantica/how-to-connect-snowflake-to-semantica-for-kg-ingestion)

Easily connect Snowflake to Semantica for knowledge graph ingestion using the native SnowflakeIngestor class. Supports password, key-pair, OAuth, and SSO authentication for seamless data import.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Connect Databricks Unity Catalog to Semantica for KG Ingestion](/semantica-agi/semantica/how-to-connect-databricks-unity-catalog-to-semantica-for-kg-ingestion)

Easily connect Databricks Unity Catalog to Semantica for knowledge graph ingestion. Authenticate with PAT or OAuth M2M and ingest tables or queries efficiently.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Track Data Provenance End-to-End with Semantica's ProvenanceManager](/semantica-agi/semantica/how-to-track-data-provenance-end-to-end-with-semanticas-provenancemanager)

Master end-to-end data provenance tracking with Semantica's ProvenanceManager. Learn how this W3C PROV-O compatible API ensures tamper-evident recording and querying across your platform.

- Tags: how-to-guide
- Published: 2026-08-15

### [Which TextSplitter to Use for GraphRAG in Semantica?](/semantica-agi/semantica/which-textsplitter-to-use-for-graphrag-in-semantica)

Discover the best TextSplitter for GraphRAG in Semantica. Use the graph_based splitter to preserve topology and inject metadata for enhanced retrieval.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Implement Hybrid Semantic Search with Semantica's VectorStore](/semantica-agi/semantica/how-to-implement-hybrid-semantic-search-with-semanticas-vectorstore)

Implement hybrid semantic search with Semantica VectorStore. Combine text and graph embeddings for precise retrieval using HybridSimilarityCalculator and HybridSearch. Filter by metadata and configure weighting.

- Tags: how-to-guide
- Published: 2026-08-15

### [How GraphBuilder Handles Entity Resolution in Semantica: A Deep Dive into the Source Code](/semantica-agi/semantica/how-does-graphbuilder-handle-entity-resolution-in-semantica)

Discover how Semantica's GraphBuilder uses EntityResolver to detect and merge duplicate entities. Explore the source code for automatic entity resolution.

- Tags: deep-dive
- Published: 2026-08-15

### [How to Configure ReteEngine Rules for Compliance Workflows in Semantica](/semantica-agi/semantica/how-to-configure-reteengine-rules-for-compliance-workflows-in-semantica)

Learn to configure ReteEngine rules for Semantica compliance workflows. Build a Rete network, inject facts, and run pattern matching for rule-based actions.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Build Bi-Temporal Knowledge Graphs with Semantica: Complete Developer Guide](/semantica-agi/semantica/how-to-build-bi-temporal-knowledge-graphs-with-semantica)

Learn to build bi-temporal knowledge graphs using Semantica. This guide covers TemporalModel, TemporalVersionManager, and temporal reasoning for time-aware queries.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Implement Decision Tracking in Semantica Using ContextGraph: A Complete Developer Guide](/semantica-agi/semantica/how-to-implement-decision-tracking-in-semantica-using-contextgraph)

Implement decision tracking in Semantica using ContextGraph. Record decisions as graph nodes with full provenance and precedent search. A complete developer guide.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Use Temporal Intelligence with Allen Interval Algebra in Knowledge Graphs](/semantica-agi/semantica/how-to-use-temporal-intelligence-with-allen-interval-algebra-in-knowledge-graphs)

Leverage Allen interval algebra for deterministic temporal reasoning in knowledge graphs. Semantica offers precise interval relations via Python API and CLI without LLM dependence.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Implement Change Management and Conflict Resolution Workflows for Knowledge Graphs in Semantica](/semantica-agi/semantica/how-to-implement-change-management-and-conflict-resolution-workflows-for-graphs)

Learn how to implement change management and conflict resolution for knowledge graphs using Semantica's GraphBuilder, ConflictDetector, and SourceTracker components. Streamline your graph development.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Perform Semantic Extraction in Semantica: NER, Relations, and Event Detection](/semantica-agi/semantica/how-to-perform-semantic-extraction-like-ner-relations-and-event-extraction)

Learn semantic extraction with Semantica. Perform NER, relation, and event detection using a unified pipeline. Discover extract_entities, extract_relations, and extract_all.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Integrate Semantica with Vector Stores: FAISS, Qdrant, Pinecone, and pgVector](/semantica-agi/semantica/how-to-integrate-semantica-with-vector-stores-like-faiss-qdrant-pinecone-pgvector)

Integrate Semantica with FAISS, Qdrant, Pinecone, or pgVector effortlessly. Discover how our backend-agnostic layer simplifies vector store management and boosts your AI applications.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Build Declarative ETL Pipelines with the Semantica Pipeline DSL](/semantica-agi/semantica/how-to-build-declarative-etl-pipelines-with-the-semantica-pipeline-dsl)

Build declarative ETL pipelines effortlessly using Semantica's pipeline DSL. Automate dependency resolution, parallel execution, and retries for robust data workflows.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Implement W3C PROV‑O Provenance Tracking in Semantica](/semantica-agi/semantica/how-to-implement-w3c-prov-o-provenance-tracking)

Learn how to implement W3C PROV-O provenance tracking using Semantica's ProvenanceManager. Create tamper-evident RDF records for robust data lineage.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Use the Semantica CLI for Graph Exploration and Management: A Complete Guide](/semantica-agi/semantica/how-to-use-the-semantica-cli-for-graph-exploration-and-management)

Master the Semantica CLI for efficient knowledge graph exploration and management. Learn to build, query, analyze, and visualize your graphs with this comprehensive guide.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Visualize Knowledge Graphs and Ontology Hierarchies in Semantica](/semantica-agi/semantica/how-to-visualize-knowledge-graphs-and-ontology-hierarchies)

Visualize knowledge graphs and ontology hierarchies easily with Semantica's OntologyVisualizer and KGVisualizer. Create interactive Plotly figures or static Graphviz exports with customizable options.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Use the Policy Engine for Compliance Rule Enforcement in Semantica](/semantica-agi/semantica/how-to-use-the-policy-engine-for-compliance-rule-enforcement)

Learn how to enforce compliance rules with the Semantica Policy Engine. Discover its backend-agnostic knowledge graph, audit trails, and exception handling for robust rule enforcement.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Implement Entity Deduplication Using Semantic Similarity in Semantica](/semantica-agi/semantica/how-to-implement-entity-deduplication-using-semantic-similarity)

Learn to implement entity deduplication using semantic similarity with Semantica. Discover DuplicateDetector, candidate generation, and efficient merging for batch and incremental workflows.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Perform Graph Analytics: Centrality and Community Detection in Semantica](/semantica-agi/semantica/how-to-perform-graph-analytics-like-centrality-and-community-detection)

Discover how to perform graph analytics like centrality and community detection using Semantica's specialized engines. Accelerate node importance scoring and cluster detection with NetworkX.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Set Up Multi-Agent Shared Context with Agno Integration](/semantica-agi/semantica/how-to-set-up-multi-agent-shared-context-with-agno-integration)

Learn to set up multi-agent shared context with Agno integration. Easily bind agents and use memory stores for seamless collaboration without extra configuration.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Implement Hybrid Search Combining Vector and Graph Similarity in Semantica](/semantica-agi/semantica/how-to-implement-hybrid-search-combining-vector-and-graph-similarity)

Learn to implement hybrid search combining vector and graph similarity with Semantica. Fuse dense vectors and knowledge graphs using weighted scores and reciprocal rank fusion.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Export Knowledge Graphs to RDF, Parquet, or Cypher Formats in Semantica](/semantica-agi/semantica/how-to-export-knowledge-graphs-to-rdf-parquet-or-cypher-formats)

Easily export knowledge graphs to RDF, Parquet, or Cypher formats using Semantica's modular export framework. Learn how to convert your graph data efficiently.

- Tags: how-to-guide
- Published: 2026-08-14

### [Semantica Reasoning Engines: Rete, Datalog, and SPARQL Explained](/semantica-agi/semantica/what-reasoning-engines-can-be-used-with-semantica-rete-datalog-sparql)

Explore Semantica's Rete, Datalog, and SPARQL reasoning engines. Discover high-throughput rule evaluation, recursive logic, and RDF pattern matching for your knowledge graphs.

- Tags: deep-dive
- Published: 2026-08-14

### [How to Implement SHACL Validation and OWL Ontology Generation in Semantica](/semantica-agi/semantica/how-to-implement-shacl-validation-and-owl-ontology-generation)

Learn to implement SHACL validation and OWL ontology generation using Semantica. Build SHACL shapes, validate RDF graphs, and export ontologies effortlessly with this powerful pipeline.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Ingest Data from Databricks and Snowflake into Knowledge Graphs with Semantica](/semantica-agi/semantica/how-to-ingest-data-from-databricks-and-snowflake-into-knowledge-graphs)

Easily ingest data from Databricks and Snowflake into knowledge graphs with Semantica. Our specialized ingestors streamline data extraction and conversion for graph construction.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Use the MCP Server for Tool Integration in AI Agents](/semantica-agi/semantica/how-to-use-the-mcp-server-for-tool-integration-in-ai-agents)

Learn how to use the MCP server for tool integration in AI agents. Connect tools like Claude Code and VS Code Copilot to Semantica's knowledge graph operations via a JSON-RPC 2.0 interface.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Configure Polyglot Graph Storage for RDF and LPG Databases in Semantica](/semantica-agi/semantica/how-to-configure-polyglot-graph-storage-for-rdf-and-lpg-databases)

Configure polyglot graph storage for RDF and LPG databases in Semantica. Learn to set up your YAML config file and connect backends for flexible graph data management.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Build GraphRAG Pipelines with Entity-Aware Document Chunking](/semantica-agi/semantica/how-to-build-graphrag-pipelines-with-entity-aware-document-chunking)

Build GraphRAG pipelines with entity-aware document chunking using Semantica. Preserve entity boundaries for knowledge graph construction and retrieval with EntityAwareChunker and KGBuilder.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Detect and Resolve Conflicting Facts from Multiple Data Sources in Semantica](/semantica-agi/semantica/how-to-detect-and-resolve-conflicting-facts-from-multiple-data-sources)

Learn how to detect and resolve conflicting facts from multiple data sources with Semantica. Our pipeline uses ConflictDetector and ConflictResolver for robust data reconciliation.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Implement Bi-Temporal Knowledge Graphs with Time Travel Queries in Semantica](/semantica-agi/semantica/how-to-implement-bi-temporal-knowledge-graphs-with-time-travel-queries)

Implement bi-temporal knowledge graphs with time travel queries using Semantica. Learn to attach valid and transaction time axes for powerful point-in-time data analysis.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Build and Query Context Graphs for AI Agent Memory with Semantica](/semantica-agi/semantica/how-to-build-and-query-context-graphs-for-ai-agent-memory)

Learn to build and query context graphs for AI agent memory using Semantica. Replace flat vector stores with advanced knowledge graphs and multi-hop Graph-RAG retrieval for better AI performance.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Implement Decision Intelligence with Full Audit Trails and Causal Chain Tracking in Semantica-AGI](/semantica-agi/semantica/how-to-implement-decision-intelligence-with-full-audit-trails-and-causal-chain-tracking)

Implement decision intelligence with audit trails and causal chain tracking using Semantica-AGI tools like DecisionRecorder and ProvenanceManager. Analyze upstream downstream impact.

- Tags: how-to-guide
- Published: 2026-08-14

### [Prerequisites for Running Semantica AGI: System Requirements and Installation Guide](/semantica-agi/semantica/what-are-the-prerequisites-for-running-semantica-agi)

Discover the prerequisites for running Semantica AGI. Learn about system requirements like Python version, RAM, disk space, and OS compatibility. Optimize your setup today.

- Tags: getting-started
- Published: 2026-08-13

### [How to Get Support for Semantica AGI: Documentation, Community, and Enterprise Channels](/semantica-agi/semantica/how-to-get-support-for-semantica-agi)

Get fast support for Semantica AGI through comprehensive docs community channels and enterprise options. Find solutions easily and quickly resolve issues.

- Tags: getting-started
- Published: 2026-08-13

### [The History and Roadmap of Semantica AGI: From Context Graphs to Enterprise Knowledge Platforms](/semantica-agi/semantica/what-is-the-history-or-roadmap-of-semantica-agi)

Discover Semantica AGI's journey from a context graph library to an enterprise knowledge platform. Explore its history and roadmap, including triple stores and reasoning pipelines.

- Tags: history
- Published: 2026-08-13

### [How to Deploy Semantica AGI: Production Docker Setup Guide](/semantica-agi/semantica/how-to-deploy-semantica-agi)

Deploy Semantica AGI quickly with Docker. Follow this guide to set up FalkorDB and Semantica Explorer containers, secure your API with SEMANTICA_API_KEY, and get your AGI running in production.

- Tags: how-to-guide
- Published: 2026-08-13

### [Main Modules of the Semantica Package: A Comprehensive Guide to the Lazy-Loaded Framework](/semantica-agi/semantica/what-are-the-main-modules-within-the-semantica-package)

Discover the fourteen main modules of the semantica package. Learn how this lazy-loaded framework minimizes import overhead for efficient knowledge graph and data processing.

- Tags: deep-dive
- Published: 2026-08-13

### [How to Debug Issues in Semantica AGI: A Complete Troubleshooting Guide](/semantica-agi/semantica/how-to-debug-issues-in-semantica-agi)

Debug Semantica AGI issues effectively. Explore its comprehensive logging framework for granular control, performance metrics, and structured error reports across the entire stack. Troubleshoot with ease.

- Tags: how-to-guide
- Published: 2026-08-13

### [Best Practices for Developing with Semantica AGI: From Ingestion to Audit-Ready Outputs](/semantica-agi/semantica/what-are-the-best-practices-for-developing-with-semantica-agi)

Master Semantica AGI development with best practices for modular, graph-native pipelines. Ensure auditable, deterministic, regulator-ready AI outputs from ingestion to export.

- Tags: best-practices
- Published: 2026-08-13

### [How to Understand Configuration Files in Semantica AGI: A Complete Guide](/semantica-agi/semantica/how-to-understand-the-configuration-files-in-semantica-agi)

Master Semantica AGI configuration files with our complete guide. Learn how constants, YAML, and environment variables work together for seamless setup and control.

- Tags: how-to-guide
- Published: 2026-08-13

### [What Kind of Data Does Semantica AGI Process? Enterprise Data Ingestion Explained](/semantica-agi/semantica/what-kind-of-data-does-semantica-agi-process)

Semantica AGI processes diverse enterprise data including flat files, databases, and live streams. Learn how Semantica handles any fetchable, parsable data expressed as entities, relationships, or facts.

- Tags: how-to-guide
- Published: 2026-08-13

### [How to Integrate Semantica AGI with Other Tools: MCP, REST API, and Framework Adapters](/semantica-agi/semantica/how-to-integrate-semantica-agi-with-other-tools)

Easily integrate Semantica AGI with other tools using its MCP server, REST API, and framework adapters. Connect with agent frameworks like OpenClaw and Agno seamlessly.

- Tags: how-to-guide
- Published: 2026-08-13

### [How to Use the Semantica AGI Command-Line Interface: A Complete Guide](/semantica-agi/semantica/how-to-use-the-command-line-interface-for-semantica-agi)

Master the Semantica AGI command-line interface with our complete guide. Learn to manage knowledge graphs, run pipelines, and orchestrate services using the semantica CLI.

- Tags: how-to-guide
- Published: 2026-08-13

### [Core Components of Semantica AGI: A Deep Dive into the Modular Architecture](/semantica-agi/semantica/what-are-the-core-components-of-semantica-agi)

Discover the core components of Semantica AGI. Explore its modular Python framework including orchestrator, parsing, vector storage, knowledge graphs, and more through a unified API.

- Tags: deep-dive
- Published: 2026-08-13

### [How to Report a Bug in Semantica AGI: A Complete Guide](/semantica-agi/semantica/how-to-report-a-bug-in-semantica-agi)

Learn how to report a bug in Semantica AGI using the GitHub issue template. Provide a minimal reproducible example and environment details for efficient bug fixing.

- Tags: how-to-guide
- Published: 2026-08-13

### [Where to Find the Documentation for Semantica AGI: Complete Repository Guide](/semantica-agi/semantica/where-can-i-find-the-documentation-for-semantica-agi)

Locate Semantica AGI documentation within the semantica-agi/semantica repository. Find quick-start guides, architecture details, API references, and integration tutorials.

- Tags: getting-started
- Published: 2026-08-13

### [How to Build Semantica AGI from Source: Complete Installation Guide](/semantica-agi/semantica/how-to-build-semantica-agi-from-source)

Learn how to build Semantica AGI from source with our complete installation guide. Clone the repository, install core and optional dependencies, and verify your build easily.

- Tags: how-to-guide
- Published: 2026-08-13

### [Semantica AGI License: Understanding the MIT License Terms](/semantica-agi/semantica/what-is-the-license-for-semantica-agi)

Understand the Semantica AGI license terms. This permissive MIT License allows easy use, modification, and distribution of the open-source software.

- Tags: license
- Published: 2026-08-13

### [How to Run the Examples in Semantica AGI: A Complete Guide](/semantica-agi/semantica/how-to-run-the-examples-in-semantica-agi)

Learn how to run Semantica AGI examples easily. Follow this guide to install dependencies and execute scripts from the semantica-agi repository.

- Tags: how-to-guide
- Published: 2026-08-13

### [What Are the Dependencies for Semantica AGI? A Complete Guide](/semantica-agi/semantica/what-are-the-dependencies-for-semantica-agi)

Explore the complete dependencies for Semantica AGI, including Python and JavaScript packages. Understand its core and optional extras for LLM providers, databases, and vector stores.

- Tags: how-to-guide
- Published: 2026-08-13

### [How to Contribute to the Semantica AGI Project: A Complete Developer Guide](/semantica-agi/semantica/how-to-contribute-to-the-semantica-agi-project)

Learn how to contribute to the Semantica AGI project. Follow this developer guide to fork the repo, implement changes, run quality checks, and submit a pull request to join the effort.

- Tags: how-to-guide
- Published: 2026-08-13

### [What Is the Purpose of the `semantica` Directory in the Semantica Repository?](/semantica-agi/semantica/what-is-the-purpose-of-the-semantica-directory-in-the-repository)

Discover the purpose of the semantica directory within the semantica-agi/semantica repository. This core Python package provides the graph-native infrastructure for building, reasoning over, and visualizing knowledge graphs.

- Tags: internals
- Published: 2026-08-13

### [What Programming Languages Are Used in Semantica AGI?](/semantica-agi/semantica/what-programming-languages-are-used-in-semantica-agi)

Discover the programming languages powering Semantica AGI. Learn how Python, TypeScript, JavaScript, YAML, and JSON build its AI core, backend, and web UI.

- Tags: getting-started
- Published: 2026-08-13

### [How to Set Up Semantica AGI Locally: Complete Installation and Pipeline Guide](/semantica-agi/semantica/how-to-set-up-semantica-agi-locally)

Learn how to set up Semantica AGI locally. Install via pip, verify your environment, and build a Knowledge Graph or deploy the full stack using Docker Compose.

- Tags: how-to-guide
- Published: 2026-08-13

### [Semantica Future Development Plans: 7 Strategic Roadmap Priorities for Enterprise Graph AI](/semantica-agi/semantica/semantica-future-development-plans)

Explore Semantica's future development plans. Discover 7 strategic roadmap priorities for enterprise graph AI including Rete engine expansion and distributed graph processing.

- Tags: architecture
- Published: 2026-08-11

### [Semantica Module Documentation: Where to Find Complete API Reference and Guides](/semantica-agi/semantica/semantica-module-documentation)

Find complete Semantica module documentation including API reference and guides. Explore architectural overviews and detailed module API docs within the repository.

- Tags: api-reference
- Published: 2026-08-11

### [How Semantica Represents and Processes Information: A Deep Dive into the Semantic AI Framework](/semantica-agi/semantica/how-semantica-represents-processes-information)

Discover how Semantica represents and processes information, transforming raw data into knowledge graphs, embeddings, and decision records with its Python AI framework and full provenance tracking.

- Tags: deep-dive
- Published: 2026-08-11

### [How to Deploy Semantica to a Production Environment: Complete Platform Guide](/semantica-agi/semantica/how-to-deploy-semantica-production)

Deploy Semantica to production with this comprehensive guide. Learn to provision stores, configure environment variables, and apply platform manifests for successful deployment.

- Tags: how-to-guide
- Published: 2026-08-11

### [Best Practices for Developing with Semantica: A Complete Guide to Graph-Native AI Engineering](/semantica-agi/semantica/semantica-development-best-practices)

Master Semantica development with best practices. Learn reproducible pipelines, clean architecture, data validation, and provenance tracking for audit-ready AI engineering. Elevate your graph-native AI projects.

- Tags: best-practices
- Published: 2026-08-11

### [How Semantica Manages State and Memory: A Deep Dive into AgentMemory's Three-Layer Architecture](/semantica-agi/semantica/semantica-state-and-memory-management)

Explore how Semantica manages state and memory with its AgentMemory system. Discover the three-layer architecture combining short-term, long-term vector storage, and knowledge graph integration.

- Tags: deep-dive
- Published: 2026-08-11

### [Semantica API: How to Interact with the Knowledge Graph via REST Endpoints](/semantica-agi/semantica/semantica-api-interaction)

Interact with the Semantica knowledge graph using its powerful REST API. Discover how to leverage core and explorer endpoints for seamless data integration and analysis.

- Tags: api-reference
- Published: 2026-08-11

### [How Semantica Performs Semantic Analysis: A Deep Dive into the Modular Pipeline](/semantica-agi/semantica/how-semantica-performs-semantic-analysis)

Discover how Semantica performs semantic analysis using its Python pipeline. Explore similarity calculation, role labeling, clustering, and feature extraction. Learn more!

- Tags: deep-dive
- Published: 2026-08-11

### [How to Run Tests for the Semantica Project: A Complete pytest Guide](/semantica-agi/semantica/how-to-run-semantica-tests)

Easily run tests for the Semantica project with pytest. Install the package with test extras and execute pytest from the repository root for comprehensive testing.

- Tags: how-to-guide
- Published: 2026-08-11

### [How Semantica's ExplanationGenerator Provides Explainable Reasoning Paths](/semantica-agi/semantica/how-semantica-explanationgenerator-provides-explainable-reasoning-paths)

Semantica's ExplanationGenerator creates clear, step-by-step reasoning paths from raw inference. Get machine-processable logic and human-readable explanations.

- Tags: how-to-guide
- Published: 2026-08-09

### [How to Implement RAG with ContextGraph Using AgentContext for Agent Memory in Semantica](/semantica-agi/semantica/how-to-implement-rag-contextgraph-agentcontext-agent-memory-semantica)

Implement RAG with ContextGraph in Semantica using AgentContext for agent memory. Store and retrieve memories with hybrid vector-graph retrieval and hop expansion.

- Tags: how-to-guide
- Published: 2026-08-09

### [Visualization Options in Semantica’s KGVisualizer and OntologyVisualizer: A Complete Guide](/semantica-agi/semantica/visualization-options-semantica-kgvisualizer-ontologyvisualizer)

Explore Semantica's KGVisualizer and OntologyVisualizer for knowledge graph and ontology visualization. Discover configurable layouts, interactive controls, and export options.

- Tags: how-to-guide
- Published: 2026-08-09

### [How Semantica's DuplicateDetector Performs Semantic Entity Resolution at Scale](/semantica-agi/semantica/how-semantica-duplicatedetector-performs-semantic-entity-resolution-scale)

Learn how Semantica's DuplicateDetector achieves scalable semantic entity resolution using semantic similarity blocking and union-find grouping for millions of entities.

- Tags: how-to-guide
- Published: 2026-08-09

### [How to Implement Temporal Reasoning with Semantica's TemporalReasoningEngine](/semantica-agi/semantica/how-to-implement-temporal-reasoning-semantica-temporalreasoningengine)

Implement temporal reasoning with Semantica's TemporalReasoningEngine. Leverage versioned knowledge graphs, bitemporal facts, and Allen interval algebra for powerful time-aware queries.

- Tags: how-to-guide
- Published: 2026-08-09

### [Graph Analytics in Semantica: Centrality, Community Detection, and Link Prediction](/semantica-agi/semantica/what-graph-analytics-available-semantica-centrality-community-detection-link-prediction)

Explore graph analytics in Semantica including centrality metrics community detection and link prediction with the semantica kg package. Unlock deeper insights from your knowledge graphs.

- Tags: deep-dive
- Published: 2026-08-09

### [How Semantica's AgnoSharedContext Manages Multi-Agent Shared Context: Architecture and Implementation](/semantica-agi/semantica/how-semantica-agnosharedcontext-manages-multi-agent-shared-context)

Learn how Semantica's AgnoSharedContext manages multi-agent shared context. Discover its architecture and implementation for efficient agent coordination.

- Tags: architecture
- Published: 2026-08-09

### [How to Export Knowledge Graphs from Semantica to RDF, OWL, Parquet, and Cypher Formats](/semantica-agi/semantica/how-to-export-knowledge-graphs-semantica-rdf-owl-parquet-cypher)

Export knowledge graphs from Semantica to RDF, OWL, Parquet, and Cypher formats using dedicated exporters. Learn how to serialize your data efficiently.

- Tags: how-to-guide
- Published: 2026-08-09

### [semantica.embeddings: Supported Methods and Configuration Guide](/semantica-agi/semantica/what-embedding-methods-does-semantica-embeddings-support-how-to-configure)

Explore semantica.embeddings supported methods like sentence-transformers and FastEmbed. Learn how to configure embedding strategies, pooling, and similarity metrics via env vars, config files, or the API.

- Tags: configuration-guide
- Published: 2026-08-09

### [How to Validate Knowledge Graphs Against SHACL Shapes Using Semantica's OntologyValidator](/semantica-agi/semantica/how-to-validate-knowledge-graphs-shacl-shapes-semantica-ontologyvalidator)

Validate knowledge graphs against SHACL shapes with Semantica's OntologyValidator. Ensure RDF data conforms to constraints and get detailed violation reports. Learn how now.

- Tags: how-to-guide
- Published: 2026-08-09

### [How the PipelineBuilder DSL Handles Parallel Execution in Semantica](/semantica-agi/semantica/how-pipelinebuilder-dsl-handles-parallel-execution-semantica)

Learn how Semantica's PipelineBuilder DSL manages parallel execution. Discover how it uses set_parallelism and ParallelismManager to run independent steps concurrently via thread or process pools.

- Tags: internals
- Published: 2026-08-09

### [How to Implement Decision Causality Analysis with Semantica’s CausalChainAnalyzer](/semantica-agi/semantica/how-to-implement-decision-causality-analysis-semantica-causalchainanalyzer)

Implement decision causality analysis using Semantica's CausalChainAnalyzer. Explore CAUSED, Influenced, and Precedent For relationships via Python API or MCP JSON handlers.

- Tags: how-to-guide
- Published: 2026-08-09

### [Semantica HybridSearch Architecture: Vector and Graph Retrieval Explained](/semantica-agi/semantica/architecture-of-semantica-hybridsearch-vector-graph-retrieval)

Discover Semantica's HybridSearch architecture combining vector similarity and graph retrieval for unified, powerful results. Learn how it works.

- Tags: architecture
- Published: 2026-08-09

### [How Semantica's ProvenanceManager Tracks W3C PROV-O Lineage for Audit Compliance](/semantica-agi/semantica/how-semantica-provenancemanager-tracks-w3c-prov-o-lineage-audit-compliance)

Discover how Semantica's ProvenanceManager tracks W3C PROV-O lineage for audit compliance. Learn about its standards-compliant system for recording knowledge-graph operations and retrieving audit-ready data.

- Tags: how-to-guide
- Published: 2026-08-09

### [How to Integrate Databricks Unity Catalog for Enterprise Data Ingestion with Semantica](/semantica-agi/semantica/how-to-integrate-databricks-unity-catalog-enterprise-data-ingestion-semantica)

Integrate Databricks Unity Catalog for enterprise data ingestion with Semantica. Extract data, schema, and lineage directly using DatabricksIngestor. Supports PAT and OAuth.

- Tags: how-to-guide
- Published: 2026-08-09

### [How Semantica's ConflictDetector Identifies and Resolves Conflicting Facts in Knowledge Graphs](/semantica-agi/semantica/how-semantica-conflictdetector-identifies-resolves-conflicting-facts-knowledge-graph)

Discover how Semantica's ConflictDetector identifies and resolves conflicting facts in knowledge graphs using advanced comparison and configurable resolution strategies. Learn more!

- Tags: how-to-guide
- Published: 2026-08-09

### [How to Set Up MCP Server Integration for External Tool Access in Semantica](/semantica-agi/semantica/how-to-set-up-mcp-server-integration-external-tool-access-semantica)

Integrate MCP server with Semantica for external tool access. Follow simple steps: install extras, launch the server, and configure your AI client for seamless integration.

- Tags: how-to-guide
- Published: 2026-08-09

### [Entity-Aware, Relation-Aware, and Graph-Based Chunking in Semantica’s TextSplitter](/semantica-agi/semantica/entity-aware-relation-aware-graph-based-chunking-semantica-textsplitter)

Discover Semantica's TextSplitter advanced chunking: entity-aware, relation-aware, and graph-based methods preserve semantic coherence by respecting entities, triplets, and graph structures.

- Tags: deep-dive
- Published: 2026-08-09

### [How Semantica's EntityLinker Resolves Entities Across Multiple Data Sources](/semantica-agi/semantica/how-semantica-entitylinker-resolves-entities-across-multiple-data-sources)

Semantica's EntityLinker unifies data from multiple sources by normalizing identifiers into stable URIs and connecting them. Discover how it creates a queryable entity web.

- Tags: how-to-guide
- Published: 2026-08-09

### [How to Implement Bi-Temporal Facts with BiTemporalFact for Time-Travel Queries in Semantica](/semantica-agi/semantica/how-to-implement-bi-temporal-facts-bitemporalfact-time-travel-queries-semantica)

Implement bi-temporal facts in Semantica using BiTemporalFact for immutable historical auditing and powerful time-travel queries. Explore TemporalGraphQuery for advanced data analysis.

- Tags: how-to-guide
- Published: 2026-08-09

### [How Semantica's PolicyEngine Enforces Compliance Rules for Decision Tracking](/semantica-agi/semantica/how-semantica-policyengine-enforces-compliance-rules-decision-tracking)

Semantica's PolicyEngine enforces compliance by validating decision records against custom rules. Get detailed reports on violations and warnings for better tracking.

- Tags: how-to-guide
- Published: 2026-08-09

### [Difference Between ReteEngine and DatalogReasoner in semantica.reasoning: A Technical Comparison](/semantica-agi/semantica/difference-between-reteengine-datalogreasoner-semantica-reasoning)

Explore the technical differences between ReteEngine and DatalogReasoner in semantica.reasoning. Understand their core algorithms and use cases for semantic reasoning and Horn clause inference.

- Tags: technical-comparison
- Published: 2026-08-09

### [How Semantica's ContextGraph trace_decision_causality Method Works for Audit Trails](/semantica-agi/semantica/how-does-semantica-contextgraph-trace_decision_chain-method-work-for-audit-trails)

Explore Semantica's ContextGraph trace_decision_causality method to reconstruct agent decision chains and calculate confidence scores for transparent audit trails.

- Tags: deep-dive
- Published: 2026-08-09