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System Architecture Design References

1. Core Infrastructure Components​

A. PostgreSQL & Vector Database​

1. pgvector Documentation and Best Practices
   Description: Official documentation for pgvector extension, including performance tips
   URL: https://github.com/pgvector/pgvector/blob/master/README.md
   Support: Vector similarity search implementation

2. PostgreSQL 15 High Performance Tuning Guide
   Description: Comprehensive guide for PostgreSQL optimization
   URL: https://www.postgresql.org/docs/15/performance-tips.html
   Support: Database performance optimization

3. TimescaleDB Hyperfunctions
   Description: Time-series optimization techniques for PostgreSQL
   URL: https://docs.timescale.com/api/latest/hyperfunctions/
   Support: Time-series data management

4. PG Index Types and Performance
   Description: Deep dive into PostgreSQL index types and use cases
   URL: https://www.postgresql.org/docs/15/indexes-types.html
   Support: Database indexing strategy

B. FastAPI Framework​

1. FastAPI Advanced User Guide
   Description: Best practices and advanced patterns for FastAPI
   URL: https://fastapi.tiangolo.com/advanced/
   Support: API architecture decisions

2. Async Database Design Patterns
   Description: Implementation patterns for async database operations
   URL: https://docs.sqlalchemy.org/en/20/orm/extensions/asyncio.html
   Support: Database access patterns

3. FastAPI Dependency Injection
   Description: Comprehensive guide to dependency injection in FastAPI
   URL: https://fastapi.tiangolo.com/tutorial/dependencies/
   Support: Service layer architecture

4. Production Deployment Guide
   Description: FastAPI production deployment best practices
   URL: https://fastapi.tiangolo.com/deployment/
   Support: Deployment architecture

C. Vector Processing​

1. Sentence Transformers Documentation
   Description: Guide to efficient text embedding generation
   URL: https://www.sbert.net/docs/usage/semantic_textual_similarity.html
   Support: Embedding generation strategy

2. FAISS Similarity Search
   Description: Facebook AI Similarity Search implementation guide
   URL: https://github.com/facebookresearch/faiss/wiki/Getting-started
   Support: Vector search implementation

3. Vector Database Benchmarks
   Description: Comprehensive comparison of vector database solutions
   URL: https://ann-benchmarks.com/
   Support: Vector storage decisions

2. Data Layer Components​

A. Data Access Patterns​

1. SQLAlchemy 2.0 Documentation
   Description: Modern SQLAlchemy patterns and best practices
   URL: https://docs.sqlalchemy.org/en/20/tutorial/
   Support: Data access implementation

2. Repository Pattern Implementation
   Description: Clean Architecture repository pattern guide
   URL: https://python-dependency-injector.ets-labs.org/introduction/di_in_python.html
   Support: Data access architecture

3. CQRS Pattern Implementation
   Description: Command Query Responsibility Segregation patterns
   URL: https://microservices.io/patterns/data/cqrs.html
   Support: Data access patterns

B. Caching Strategies​

1. Redis Enterprise Documentation
   Description: Redis implementation patterns and best practices
   URL: https://redis.io/topics/cluster-spec
   Support: Cache architecture

2. Cache-Aside Pattern
   Description: Microsoft's guide to cache-aside pattern
   URL: https://docs.microsoft.com/en-us/azure/architecture/patterns/cache-aside
   Support: Caching strategy

3. Redis High Availability
   Description: Redis Sentinel and cluster configuration
   URL: https://redis.io/topics/sentinel
   Support: Cache reliability

3. Processing Layer Components​

A. Task Queue System​

1. Celery Best Practices
   Description: Celery patterns and configurations
   URL: https://docs.celeryq.dev/en/stable/userguide/tasks.html
   Support: Background processing

2. RabbitMQ Clustering Guide
   Description: RabbitMQ cluster configuration and management
   URL: https://www.rabbitmq.com/clustering.html
   Support: Message queue architecture

3. Distributed Task Patterns
   Description: Patterns for distributed task processing
   URL: https://microservices.io/patterns/data/saga.html
   Support: Task processing architecture

4. Monitoring Components​

A. Metrics Collection​

1. Prometheus Best Practices
   Description: Prometheus metric collection and storage
   URL: https://prometheus.io/docs/practices/naming/
   Support: Metrics architecture

2. OpenTelemetry Integration
   Description: Distributed tracing implementation
   URL: https://opentelemetry.io/docs/instrumentation/python/
   Support: Observability architecture

3. Grafana Dashboard Design
   Description: Dashboard creation and organization
   URL: https://grafana.com/docs/grafana/latest/best-practices/
   Support: Monitoring visualization

B. Alert Management​

1. Alert Manager Configuration
   Description: Prometheus Alert Manager setup and rules
   URL: https://prometheus.io/docs/alerting/latest/configuration/
   Support: Alert system design

2. Incident Management Patterns
   Description: SRE incident management practices
   URL: https://sre.google/workbook/incident-management/
   Support: Alert handling procedures

5. Frontend Components​

A. React Dashboard​

1. React Performance Optimization
   Description: React application performance guide
   URL: https://reactjs.org/docs/optimizing-performance.html
   Support: Frontend performance

2. Real-time Dashboard Patterns
   Description: Patterns for real-time data visualization
   URL: https://www.patterns.dev/posts/rendering-patterns/
   Support: Dashboard architecture

3. Recharts Documentation
   Description: React charting library implementation
   URL: https://recharts.org/en-US/guide
   Support: Data visualization

6. Security Components​

A. Authentication & Authorization​

1. JWT Implementation Guide
   Description: JSON Web Token best practices
   URL: https://auth0.com/docs/secure/tokens/json-web-tokens
   Support: Authentication design

2. OAuth 2.0 Patterns
   Description: OAuth 2.0 implementation patterns
   URL: https://oauth.net/2/
   Support: Authorization framework

3. API Security Checklist
   Description: OWASP API security best practices
   URL: https://owasp.org/www-project-api-security/
   Support: Security architecture

7. Deployment Components​

A. Container Orchestration​

1. Kubernetes Best Practices
   Description: K8s patterns and configurations
   URL: https://kubernetes.io/docs/concepts/configuration/overview/
   Support: Container orchestration

2. Docker Production Guide
   Description: Docker production deployment patterns
   URL: https://docs.docker.com/compose/production/
   Support: Container configuration

3. Helm Chart Design
   Description: Helm chart creation and management
   URL: https://helm.sh/docs/chart_best_practices/
   Support: Package management

B. Infrastructure Management​

1. Infrastructure as Code Patterns
   Description: IaC implementation patterns
   URL: https://www.terraform.io/docs/cloud/guides/recommended-practices
   Support: Infrastructure management

2. Cloud Native Architecture
   Description: CNCF architecture patterns
   URL: https://www.cncf.io/reports/cncf-annual-survey-2023/
   Support: Cloud architecture

8. Development Tools​

A. Development Workflow​

1. Git Flow Documentation
   Description: Git branching and workflow patterns
   URL: https://nvie.com/posts/a-successful-git-branching-model/
   Support: Version control

2. CI/CD Best Practices
   Description: Continuous Integration patterns
   URL: https://docs.gitlab.com/ee/ci/pipelines/pipeline_architectures.html
   Support: Development pipeline

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