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Welcome to Swan
Installation Guide

Core Modules

Semantic Layer API
Algebra Library (alglib)

Standard Library Reference

Strings
Math
Datetime
Aggregates & Window
List / Arrays
Struct / Objects
JSON
Geometry
Map Collections
Enum Types
System Context
Regex

Reasoning Engines

Graph Reasoning
Graph Algorithms
Graph Benchmarks
Path Reasoning
Prescriptive Reasoning
Predictive Reasoning (GNN)
Predictive Reasoning (TabICL)
Natural-Language Questions

Optimization & Internals

Query Recommendation
Datalog Compilation
Procedural / Iterative Rules
Incremental Views (F-IVM)
Semantic Modeling Guide
Comparison

Solutions

Templates Overview

Cross-Industry

Cross-Industry Overview
Shift Assignment
Simple Start
Wildlife Network

Energy & Utilities

Energy & Utilities Overview
Energy Grid Planning
Water Allocation

Financial Services

Financial Services Overview
Commercial Underwriting
Entity Resolution
Index Replication
Fraud Detection
Motif Detection
Portfolio Balancing
Order Lifecycle
Local Screening
Underwriting Audit

Healthcare & HCLS

Healthcare & HCLS Overview
Diet Selection
Disease Prevention
Hospital Staffing
Cohort Recruitment
Smoker Prediction
Eligibility Records

Manufacturing

Manufacturing Overview
BOM Reachability
Defect Root Cause
Factory Production
Product Configurator
Production Planning

Retail & Consumer

Retail & Consumer Overview
Ad Spend Allocation
Book Slates
Campaign ROI
Demand Forecasting
Planogram Opt
Retail Markdown
Retail Planning

Supply Chain & Logistics

Supply Chain & Logistics Overview
Demand Planning
Aid Supply Chain
Network Flow Opt
Shipment Compliance
Supplier Reliability
SC Resilience
SC Transport
Traveling Salesman
Warehouse Allocation

Technology & Telecom

Technology & Telecom Overview
Cell Tower Coverage
CI/CD Runner Alloc
Attack Paths
GPU Compute Alloc
IT Dependencies
Memory chip Alloc
K8s Pod Placement
Sprint Scheduling
Subscriber Retention
Telco Net Recovery
Test Data Gen

Developer Skills

Agentic

Skills Overview

Setup & Operations

Setup Guide
System Health
View Deployment

Ontology & DSL

Ontology Design
PyRel DSL Coding
PyRel Query Register (NLQ)
Derived Rules
Procedural (loopy)

Reasoning Engines

Engine Discovery
Graph Analysis
MIP Prescriptive
Solver Results
Predictive GNN
GNN Training
Incremental (F-IVM)
Natural Language Q&A

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