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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.

Breaking Agentic AI

How to Build an Autonomous Code Reviewer with Claude 3.5

Building an autonomous code reviewer with Claude 3.5 involves integrating the Anthropic API with GitHub Actions to analyze pull request diffs for logic errors, security gaps, and architectural consistency. Teams deployin...

Deepak Bagada Deepak Bagada
3m read
Research Breakdown Open Source

How to Build a Financial RAG Synthesizer with LangGraph and Llama 3

A financial RAG synthesizer is an agentic AI system that uses LangGraph and Llama 3.1 to automate complex financial analysis by retrieving SEC filings, market data, and news sentiment in a stateful graph. Financial firms...

Deepak Bagada Deepak Bagada
3m read
Research Breakdown Coding

How to Monitor Brand Reputation with LangChain and RSS

Monitoring brand reputation with LangChain and RSS involves building an autonomous AI agent that scans news feeds, analyzes the sentiment of mentions using models like GPT-4o, and triggers alerts for potential PR crises....

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
Breaking Productivity

How to Build RAG-Powered Legal Citations with Gemini 1.5 Pro

RAG-Powered Legal Citations is a multi-agent AI architecture that uses Gemini 1.5 Pro and Pinecone to verify the accuracy of legal briefs. By retrieving the full text of cited cases from a vector database and analyzing t...

Deepak Bagada Deepak Bagada
4m 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
Deep Dive Agentic AI

How to Automate Supply Chain Research with LangGraph and Claude

Deep research for supply chains uses LangGraph and Claude 3.5 Sonnet to build autonomous agents that monitor logistics risks, demand trends, and supplier reliability. By using stateful cyclical logic and the Model Contex...

Deepak Bagada Deepak Bagada
3m read
Founder Story AI Workflows

How to Build Agentic Security Ops for Automated Remediation

Agentic Security Ops is a framework that uses autonomous AI agents—typically powered by GPT-4o or Gemini 1.5 Pro—within orchestration platforms like n8n to investigate security alerts and execute remediation steps. By mo...

Deepak Bagada Deepak Bagada
4m read
Breaking AI Workflows

How to Build an Autonomous Support Swarm in 120 Minutes

An autonomous support swarm uses n8n and LangChain to coordinate multiple specialized AI agents that resolve customer queries without human triage. By assigning tasks to specialist agents for technical, billing, and acti...

Deepak Bagada Deepak Bagada
4m read
Research Breakdown Productivity

AI Advancing Faster Than Our Ability to Understand It

Microsoft's Eric Horvitz and EPFL's Robert West warn that AI is advancing faster than our ability to understand it. Three trends are making AI more opaque: AI judges scoring other models, multi-agent AI societies, and LL...

Deepak Bagada Deepak Bagada
8m read
Founder Story Productivity

Microsoft MAI-Thinking-1 Matches Opus 4.6 on SWE-Bench Pro

Microsoft MAI-Thinking-1 is a 35B active parameter sparse MoE reasoning model (approximately 1T total parameters) that matches Claude Opus 4.6 on SWE-Bench Pro at 52.8% and achieves 97% on AIME 2025. It was trained from...

Deepak Bagada Deepak Bagada
7m read
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