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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.

Deep Dive AI Workflows

Pi Taskflow Declarative DAG Workflows with Resume

Pi Taskflow is a zero-dependency Pi extension for declarative multi-phase DAG workflow orchestration with dynamic fan-out and cross-session resumable runs. It ships 18 built-in agents across 6 model roles with a JSON DSL...

Deepak Bagada Deepak Bagada
8m read
Founder Story AI Workflows

Hermes Super Agent A2A Fleet with Temporal Workflows

A Hermes Super Agent A2A fleet combines multi-profile architecture with A2A protocol and Temporal durable workflows for enterprise-grade reliability. A Super Agent manages 20 or more agents via A2A protocol for dynamic d...

Deepak Bagada Deepak Bagada
8m read
Briefing AI Workflows

Claude Code Agent Teams for PR Review Pipeline

Claude Code Agent Teams enable a sequential pipeline where agent teams run in sequence each focused on a specific review dimension. The orchestrator evaluates findings at each handoff and decides to block the PR, issue a...

Deepak Bagada Deepak Bagada
8m read
Founder Story AI Workflows

n8n Multi-Agent RAG with Dynamic Source Routing

An n8n multi-agent RAG with dynamic source routing uses a Router agent that evaluates each incoming query to determine the optimal retrieval strategy from five sources. The Router analyzes intent, compares available sour...

Deepak Bagada Deepak Bagada
8m read
Founder Story AI Workflows

n8n Multi-Agent Content Research and Writing Pipeline

An n8n multi-agent content pipeline uses the Call n8n Workflow pattern to orchestrate specialist sub-agents in sequence. A Supervisor receives a brief, decomposes it into research, outline, writing, and SEO optimization...

Deepak Bagada Deepak Bagada
8m read
Deep Dive AI Workflows

Codex CLI MCP Multi-Agent Software Delivery Pipeline

A Codex CLI MCP multi-agent pipeline exposes Codex CLI as an MCP server orchestrated with the OpenAI Agents SDK. A Project Manager decomposes your goal into requirements and test documents then enforces gated handoffs ac...

Deepak Bagada Deepak Bagada
9m read
Founder Story AI Workflows

Claude Code Dynamic Workflows for Security Audits

Claude Code dynamic workflows for security audits let you run codebase-wide security reviews by having Claude write a JavaScript orchestration script that fans work across 16 concurrent subagents. Each subagent gets a fo...

Deepak Bagada Deepak Bagada
9m read
Research Breakdown AI Workflows

n8n GPT-4o Vision Scraper: Fixing Broken Selectors with Visual AI

The n8n GPT-4o Vision Scraper is a data and analytics workflow that uses the GPT-4o Vision model and Firecrawl to automate resilient web scraping. It saves organizations over 200 hours monthly by replacing fragile CSS se...

Deepak Bagada Deepak Bagada
9m read
Research Breakdown AI Workflows

How to Build Self-Correcting RAG Pipelines with LangGraph

Building self-correcting RAG pipelines with LangGraph involves creating a cyclic state machine that evaluates retrieved documents, rewrites failed queries, and triggers web search fallbacks. By using an agentic loop inst...

Deepak Bagada Deepak Bagada
8m read
Briefing AI Workflows

How to Automate E-commerce Catalog with Vision AI and Make

Automating an e-commerce catalog with Vision AI involves using a multimodal model like GPT-4o to analyze product photos and automatically generate SEO-friendly titles, descriptions, and tags. By integrating this with Mak...

Deepak Bagada Deepak Bagada
3m read
Briefing AI Workflows

How to Build an Automated Prospecting Agent with n8n and Apollo

Building an automated prospecting agent involves using n8n to orchestrate a pipeline between Apollo.io for lead discovery and Claude 3.5 Sonnet for real-time qualification. Companies using this autonomous system report r...

Deepak Bagada Deepak Bagada
3m read
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