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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

Claude Code n8n Social Media: Repurpose Content With AI

Claude Code n8n social media repurposing uses Claude Code connected to n8n via the n8n-mcp MCP server to build an automated content repurposing pipeline in 12 minutes. When new long-form content is detected from YouTube...

Deepak Bagada Deepak Bagada
7m read
Breaking AI Workflows

Claude Code n8n Client Onboarding: Automate in 8 Minutes

Claude Code n8n client onboarding uses Claude Code connected to n8n via the n8n-mcp MCP server to build a complete client onboarding pipeline in 8 minutes. When a new client submits an intake form, the workflow creates a...

Deepak Bagada Deepak Bagada
7m read
Deep Dive AI Workflows

Claude Code n8n Lead Generation: Auto-Capture Buying Intent

Claude Code n8n lead generation connects Claude Code to n8n via the n8n-mcp MCP server so that Claude Code builds and deploys a complete lead gen pipeline in 10 minutes. Claude Code in MCP mode calls create_workflow and...

Deepak Bagada Deepak Bagada
9m read
Briefing AI Workflows

Automated Invoice Processing with Claude Code and n8n

Automated invoice processing with Claude Code and n8n connects Gmail invoice attachments to QuickBooks through the n8n MCP server. When an invoice email arrives, n8n triggers the workflow and sends the attachment to Clau...

Deepak Bagada Deepak Bagada
7m read
Deep Dive AI Workflows

Claude Code n8n Support Routing: Auto-Classify Tickets

Claude Code n8n support ticket routing uses Claude Code connected to n8n via the n8n-mcp MCP server to build an AI-powered ticket classification and routing system in 12 minutes. When a ticket arrives via Intercom or Zen...

Deepak Bagada Deepak Bagada
7m read
Deep Dive AI Workflows

Pi Crew Research-Driven Development Pipeline

The Pi Crew Research-Driven Development pipeline uses a 5-phase workflow for building research-backed features with autonomous agents. The Explore phase scouts the codebase for relevant patterns. Analyze researches best...

Deepak Bagada Deepak Bagada
3m read
Deep Dive AI Workflows

n8n Multi-Agent Email Support Orchestration

An n8n multi-agent email pipeline routes incoming support tickets through 5 specialist agents operating in sequence. The Triage agent classifies intent and urgency level. Research searches knowledge base and past tickets...

Deepak Bagada Deepak Bagada
3m read
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