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PRODUCTION ARCHITECTURE

Production AI Workflows & Multi-Agent Blueprints

Production AI workflows are deterministic, stateful orchestration patterns where autonomous agents perceive context, execute verified tools, manage DAG graphs, and automatically recover from API failures.

Explore runnable, multi-file code architectures for LangGraph, CrewAI, Temporal, and vector stores—benchmarked for token economy, sub-100ms state recovery, and zero token waste.

Research Breakdown AI Workflows

n8n Supervisor: Building Multi-Agent Teams Visually

The n8n Supervisor multi-agent architecture uses visual workflows to coordinate teams of specialist sub-agents. By decomposing complex tasks and delegating them to independent workflows, it increases task completion rate...

Deepak Bagada Deepak Bagada
6m read
Breaking AI Workflows

Claude Code n8n: Build Workflows in 10 Min (2026 Guide)

Claude Code n8n workflow automation connects Anthropic's Claude Code CLI to n8n's workflow engine through the Model Context Protocol (MCP). Claude Code in MCP mode has live read/write access to your n8n instance — it can...

Deepak Bagada Deepak Bagada
10m read
Briefing AI Workflows

AI Email Campaign Automation with Claude Code and n8n

AI email campaign automation with Claude Code and n8n connects subscriber segments in Google Sheets to Mailchimp campaigns through the n8n MCP server. When triggered, the workflow reads segment data, passes it to Claude...

Deepak Bagada Deepak Bagada
3m read
Briefing AI Workflows

Automated Meeting Intelligence with Claude Code and n8n

Automated meeting intelligence with Claude Code and n8n connects Google Calendar events to Notion knowledge pages through the n8n MCP server. When a meeting with a Zoom or Google Meet link ends, n8n triggers and download...

Deepak Bagada Deepak Bagada
7m read
Research Breakdown AI Workflows

Automated SEO Content Optimization with Claude Code and n8n

Automated SEO content optimization with Claude Code and n8n connects Google Search Console performance data to WordPress content updates through the n8n MCP server. The workflow runs on a weekly schedule, identifies page...

Deepak Bagada Deepak Bagada
6m read
Founder Story AI Workflows

Automated CRM Data Sync with Claude Code and n8n

Automated CRM data sync with Claude Code and n8n connects HubSpot deal creation to Salesforce opportunity creation through the n8n MCP server. When a deal crosses a pipeline stage threshold in HubSpot, n8n triggers and f...

Deepak Bagada Deepak Bagada
6m read
Breaking AI Workflows

Automated E-Commerce Fulfillment with Claude Code and n8n

Automated e-commerce fulfillment with Claude Code and n8n connects Shopify orders to ShipStation label creation through the n8n MCP server. When a new order arrives in Shopify, n8n triggers inventory verification, sends...

Deepak Bagada Deepak Bagada
6m read
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