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hsnlabs Enterprise Architecture
I Agent-Ready Data 1 Context Engineering Contextual Data Document Loaders, Semantic Chunking, Embeddings Contextual Logic Pydantic Validators, Business Rules, Schema Parsers Systems of Action ERP Webhooks, Transactional APIs, Enterprise Connectors 2 Agent-Ready Data Lakehouse & Vector Stores Databricks Unity Catalog, Snowflake Cortex, pgvector Databricks Lakehouse & Unity Catalog Databricks Snowflake AI Data Cloud Architecture Snowflake PostgreSQL & pgvector PostgreSQL Distributed Compute Python Runtime, Celery Workers, Kubernetes Pods Python Runtime Python Celery Distributed Task Queue Celery Kubernetes Kubernetes II Governed Agent Runtime 3 State and Ontology LangGraph Stateful Agent Runtime LangGraph State Core Semantic State Business Objects Pydantic Schemas Kinetic State Step Memory State Reducers Dynamic State Decision Paths Conditional Edges Tool Action Protocol Read Data SQL & Vector Queries Run Logic Deterministic Calculators Write State Structured ERP Updates MCP Bridge Model Context Protocol 4 Security and Governance Deterministic Guardrails Pydantic Schema & Policy Locks Human Approval Sign-Off for Critical Actions State Checkpoints Instant Undo & Time-Travel Access Control Scoped Identity & Audit 5 Agent Lifecycle Agent Specification: Code Contracts & Schemas Agent Specification System Prompts, Tool Binding, Role Rules Agent Orchestration: Workflow & StateGraph Agent Orchestration LangGraph StateGraph, Supervisor Loops Braintrust AI Observability & Evals Architecture Evaluation Suites Braintrust & LangSmith Accuracy Gates 6 Operational Automation Apache Airflow Scheduled Jobs Apache Airflow, Celery Beat, Cron Triggers Apache Kafka Event Streams Apache Kafka, SQS Queues, Webhooks FastAPI Service APIs FastAPI, LangGraph API, WebSockets 7 System Observability Live Flight Recorder & Radar Scope Live Flight Recorder LangSmith · OpenTelemetry Distributed Traces Token & Cost Telemetry Gauge Token & Cost Telemetry Step-Level Token Ledger, Latency SLAs & Audit Logs 8 Secure Model Access Semantic Cache Redis Enterprise Cache · Vector Similarity & Failover Bedrock AWS Bedrock Foundation Models Claude, Nova API Private VPC Access Guardrails nativos VertexAI Vertex AI Garden Catálogo Gemini Modelos Abertos Tuning Corporativo Google Cloud VPC AzureAI Azure AI Foundry Azure OpenAI Catálogo Unificado Enterprise Hub Microsoft Cloud III Autonomous Operations 9 Development Environments Visual Graph Tuning & Controls Visual Graph Studio LangGraph Studio · Execution Sandboxes, MCP Inspector 10 Package and Deploy Container Runtime & Cloud Docker Compose, Kubernetes, AWS, Google Cloud, Azure Docker Docker Kubernetes Kubernetes Amazon Web Services AWS Google Cloud Platform Google Cloud Microsoft Azure Azure 11 AI Applications Slack & Enterprise Workspaces Copilots & Workspaces Custom Web UI, Slack & Teams, Interactive Canvas 12 Enterprise Automation Multi-Agent Swarms & Cluster Multi-Agent Swarms LangChain Deep Agents, Shared Memory, MCP