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PRODUCTION BLUEPRINTS

AI Workflows & Agentic Architecture Directory

Step-by-step guides, automation pipelines, and production blueprints for building multi-agent systems, RAG pipelines, and enterprise AI workflows.

Briefing AI Workflows

LangGraph vs n8n for AI Workflows: 2026 Verdict

LangGraph vs n8n is an architectural choice between code-driven state charts and visual node pipelines. LangGraph compiles python-based state charts with checkpointing for deep loops, while n8n provides a visual canvas w...

Deepak Bagada Deepak Bagada
11m read
Deep Dive Productivity

LLM Memory with Mem0: Build Persistent AI in 5 Steps

LLM Memory with Mem0 is an architecture where AI agents use GPT-4o and SQLite v3.45 to store and recall user profiles. This local-first persistent memory reduces token consumption by sixty-five percent and improves retri...

Deepak Bagada Deepak Bagada
11m read
Deep Dive Agentic AI

CrewAI vs LangGraph for Multi-Agent Systems in 2026

CrewAI vs LangGraph is an architectural choice between role-based agent teams and state-chart graphs to coordinate language models. CrewAI assigns backstories, goals, and sequential tasks to coordinate agents, whereas La...

Deepak Bagada Deepak Bagada
12m read
Research Breakdown AI Workflows

LangGraph Human-in-the-Loop: 5 Steps to Production AI

LangGraph Human-in-the-Loop is a stateful design pattern that compiles Python graphs with interrupt gates to pause autonomous operations. The system intercepts the graph execution before database modifications, routes ap...

Deepak Bagada Deepak Bagada
13m read
Research Breakdown AI Tools

Build MCP Servers with FastMCP in 10 Minutes (2026)

Build MCP Servers with FastMCP is the process of using Anthropic's high-level Python framework to expose local databases, custom APIs, and terminal utilities to agentic clients like Claude Code. This approach connects lo...

Deepak Bagada Deepak Bagada
13m read
Breaking AI Workflows

Connect n8n to MCP Servers in 6 Steps (2026)

Connecting n8n to MCP allows terminal agents like Claude Code to execute visual workflows by wrapping n8n webhooks in a FastMCP server. This integration standardizes custom API wrappers, reducing deployment time from six...

Deepak Bagada Deepak Bagada
11m read
Briefing Agentic AI

Browser Use AI Agent: Automate Web Tasks in 5 Steps

Browser Use AI Agent is an open-source automation library combining Playwright with LLM vision to run multi-step web tasks without static selectors. The agent acts by navigating pages, reading DOM elements, and invoking...

Deepak Bagada Deepak Bagada
12m read
Deep Dive Tutorials

AI Guardrails Sunday Setup: Stop 5 Risks

AI Guardrails Sunday Setup configures Llama Guard and NeMo Guardrails to secure system tools. Inspecting prompts and blocking token injections, the middleware checks prevent 5 security risks, saving security teams 10 hou...

Deepak Bagada Deepak Bagada
17m read
Briefing AI Workflows

ElevenLabs Voice Sunday Agent: Make 10 Calls

ElevenLabs Voice Sunday Agent routes inbound customer calls to low-latency voice assistants. Integrating Twilio and speech-to-text models, the bot answers FAQs and schedules 10 appointments, saving team members 15 hours...

Deepak Bagada Deepak Bagada
16m read
Research Breakdown AI Workflows

Clay n8n Enrichment Sunday: Rate 100 Leads

Clay n8n Enrichment Sunday implements automated lead scoring pipelines. Scraping hiring metrics and company tech profiles, the system rates and qualifies 100 outbound prospects, saving growth marketers 18 hours weekly.

Deepak Bagada Deepak Bagada
18m read
Research Breakdown Automation

Gumloop Automation Sunday: Triage 50 Tickets

Gumloop Automation Sunday constructs visual drag-and-drop support ticket triage charts. Reading email webhooks and scoring sentiment, the pipeline classifies and routes 50 tickets autonomously, saving support managers 10...

Deepak Bagada Deepak Bagada
17m read
Research Breakdown Agentic AI

OpenAI Agents SDK Sunday: 6 Steps to Deploy

OpenAI Agents SDK Sunday setup configures 3 autonomous sales enrichment agents with native routing. Deploying tool callers and memory layers, the SDK implements CRM updates in 6 steps, saving operations engineers 20 hour...

Deepak Bagada Deepak Bagada
20m read
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