• Stop Vibe Coding: Context Engineering & RAG for AI Agents with Cole Medin
    Dec 22 2025

    In this episode, we sit down with Cole Medin, CTO of Automator and expert in applied AI, to dive deep into context engineering, RAG (Retrieval Augmented Generation), and building scalable AI workflows. Cole shares practical strategies for cutting through the noise in the AI space, designing effective prompts, and moving from prototypes to production-ready systems. Whether you’re an AI builder, developer, or just curious about the latest in automation, this conversation is packed with actionable insights and real-world advice.

    00:00 – Introduction: The challenge of too much “fluff” in the AI space and how to focus on what matters.
    00:22 – Meet Cole Meine: Background, expertise, and his mission in applied AI.
    01:59 – What listeners will learn: Context engineering, RAG, and moving workflows to production.
    02:40 – The origin of context engineering: Why treating prompts and context as engineered resources matters.
    03:49 – Vibe coding vs. context engineering: The importance of specificity and reducing assumptions.
    06:18 – Practical steps for context engineering: Mindset shift, planning, and using AI to ask clarifying questions.
    08:47 – Success criteria and user journeys: How to define what “done” looks like for AI projects.
    12:36 – How much time to spend on planning: Product requirement docs and upfront investment.
    13:54 – Favorite AI coding tools: Cloud Code, Codex, and Google’s Anti-Gravity.
    15:23 – Staying up to date in AI: Research strategies and the value of community.
    18:09 – Introduction to RAG (Retrieval Augmented Generation): What it is and why it matters.
    20:41 – How RAG works: Embedding models, vector databases, and semantic search.
    24:45 – Metadata filtering in RAG: Multi-tenancy, hierarchical search, and business use cases.
    28:46 – Handling messy data: ETL/ELT pipelines and preparing data for AI agents.
    32:06 – Scaling workflows: Moving from n8n prototypes to production code (Python/TypeScript).
    34:38 – Deployment strategies: Frontend, backend, and cloud hosting options.
    37:13 – The importance of version control: Using GitHub for safe states and CI/CD.
    40:05 – Final advice: Start simple, build your process, and customize your system.
    41:15 – Where to find more: Cole Meine’s YouTube channel for more on RAG and context engineering.

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    50 mins
  • The 5 Steps to Building Apps People Actually Want with Stephen Pope
    Dec 15 2025

    In this episode, we sit down with Stephen Pope, a tech founder who built and sold a seven-figure software company, to uncover the real steps behind building SaaS apps that people actually want. Stephen shares his journey from agency work to productization, revealing how he created the Content Engine Database and scaled it to $50K+ months.

    00:00 – Introduction & Stephen’s Background
    01:23 – The Drive to Build: Early Entrepreneurial Spirit
    02:45 – What Does Automation Really Do?
    04:47 – Building a $5K SaaS Product with AI
    07:11 – The Value for Listeners
    08:47 – Stephen’s Process for Engineering SaaS Products
    10:16 – Solving Your Own Problems: The Content Engine Database
    12:54 – Going Viral and Finding Product-Market Fit
    15:12 – From Agency Work to Productization
    18:20 – How the Content Engine Database Works
    22:03 – Organizing Content for Scale
    25:00 – Repurposing Content & Automation
    28:15 – Using AI and Automation in Content Creation
    31:00 – The 5 Steps to Building SaaS Apps People Want
    36:00 – Lead Generation, Funnels, and Project Management
    40:00 – The Importance of Organization
    44:00 – Finding the Right Customers
    48:00 – Iteration, Feedback, and Community
    52:00 – Overcoming Distractions and Staying Focused
    56:00 – Final Advice & Where to Find Stephen

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    1 hr and 1 min
  • The Moment Automation Changed My Business Forever with Oskar Kramarz
    Dec 8 2025

    In this episode, we sit down with Oskar, an automation developer and YouTube educator, to explore the world of business process automation using n8n. Oskar shares his journey from solving everyday business problems to building advanced workflows, including autonomous web scraping, lead generation, and custom dashboards. We discuss practical use cases for both businesses and individuals, the importance of experimentation, and how to identify the best opportunities for automation. Oskar also highlights the power of community, the latest features in n8n, and offers advice for anyone looking to get started with automation. Whether you’re a beginner or an experienced developer, this conversation is packed with actionable insights and inspiration to help you automate and innovate.

    00:00 Introduction & Guest Overview
    00:26 Autonomous Scraping Workflow
    01:46 Lead Generation Use Cases
    03:41 Automating Business Processes
    06:25 Currency Exchange Workflow
    08:34 Home Budgeting Automation
    10:48 Entry Points to n8n
    13:19 Flexibility & User Interface
    15:54 Handoffs with Developer Teams
    17:15 Custom Dashboards & Business Use Cases
    21:11 Material Selection Chatbot
    24:45 Multi-Agent Features in n8n
    27:01 Debugging & Production Readiness
    31:00 Identifying Automation Opportunities
    33:10 Learning & Experimentation
    36:31 Community & Collaboration
    39:00 Final Advice & How to Connect with Oskar

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    40 mins
  • How I Hit 1.4M Followers Solo With AI & Automation [#09 Sabrina Romanov]
    Dec 1 2025

    In this episode, the guest shares how they skyrocketed from zero to 1.4 million followers in just 15 months, and built their Bootstrap Startup website from zero to 1.4 million visitors in only 10 months, all without a team, paid ads, editors, or virtual assistants.


    00:00 Introduction: From Zero to 1.4M Followers
    00:36 Building AI Tools & Automation Systems
    01:10 Scaling Solo Without a Team
    02:19 Selling AI Business for $10M
    04:21 Lessons from 10 Years in AI
    06:04 Building AI Customer Service Agent
    07:55 Using MCP with N8N for Automation
    09:17 Pre-Planning Your AI Systems
    12:01 Content Creation Strategy: 3 Steps
    13:55 AI-Powered Content Ideation
    15:57 Creating Content Drafts with AI
    19:05 Delivering Value & Authentic Connection
    22:37 Meta Skills for Building a Brand
    24:25 Batching Content: One Day Per Week
    26:06 Publishing & Repurposing Content
    28:41 Building Potato API & N8N Integration
    32:35 Community Collaboration & Feedback
    36:22 Avoiding Distractions as a Solo Founder
    39:59 Mental Health & Avoiding Burnout
    42:22 Advice for Starting Your Brand
    44:09 Focus on Top of Funnel Marketing

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    46 mins
  • Six Key Areas for Service Business Automation with Jono Catliff
    Nov 24 2025

    Discover how Jono, founder of Automatable and DJing.ca, scaled his service business using automation and AI tools like n8n. In this in-depth interview, Jono shares actionable strategies for automating lead generation, sales, proposals, and more, saving time and boosting revenue. Learn about proven blueprints, real-world success stories from his community, and step-by-step frameworks for freelancers and agencies. Whether you’re new to automation or looking to grow your business, this episode is packed with practical tips, case studies, and inspiration to help you leverage automation for maximum impact.

    00:00 - Introduction to Jono and Catliff
    00:16 - How Automation Scaled His Business
    00:32 - Value of n8n for Time and Money
    01:26 - Six Key Areas for Service Business Automation
    04:04 - Jono's Wedding Photography Business Journey
    05:06 - The 60-Second Lead Call Strategy
    06:25 - Building the Lead Response Workflow
    08:56 - Automating Proposals, Contracts & Invoices
    09:56 - Copy-Paste Templates for Quick Wins
    11:35 - Service Business Automation Framework
    13:32 - Getting Started with Upwork
    13:47 - Tim's Success Story: First Month Results
    16:45 - Why Start with Upwork Over Other Platforms
    19:41 - LinkedIn Strategy for Lead Generation
    22:39 - Do Something Epic, Then Talk About It
    23:38 - Julian's $75K Month Success Story
    25:06 - The Power of High-Level Masterminds
    27:31 - Providing Value Before Selling
    27:51 - Joseph's Voice AI Agent Success
    30:42 - Most Resellable Automation Systems
    33:52 - Stacking Leverage with Automation Catalogs
    34:30 - Andy's $60K Retainer Deal Strategy
    35:34 - Building Social Proof for Higher Prices
    38:42 - How to Connect with Jono

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    40 mins
  • Human and AI: Finding Authenticity in Automated Content with Jay Enrique from RoboNuggets
    Nov 14 2025

    In this episode of the n8n podcast, host Dylan interviews Jay Enrique, also known as RoboNuggets, about AI content generation and automation. Jay discusses his journey from TikTok to leading an AI agency, the use of n8n as an orchestrator for AI workflows, and the impact of AI on content creation. They explore the benefits of AI in automating content, the role of human creativity, and the future of AI in various industries.

    Chapters

    00:00 Introduction & The Power of AI in Ads
    01:07 TikTok Growth & Content Repurposing
    01:44 Maximizing Margins with AI
    01:56 Welcome to the Podcast
    02:17 Jay’s Content Creation Journey
    02:55 Main Use Cases for AI Content Generation
    03:45 Using AI for Logo Animation & Quality Content
    04:24 AI Agents & Prompt Engineering
    05:04 Lowering Barriers with Automation
    05:26 AI Agents for Video Generation
    05:45 Podcast to Short-Form Content
    06:25 B-Roll & Eye Fatigue Solutions
    07:14 Who Benefits Most from AI Content Creation?
    07:59 Impact on Margins & Workflow
    08:34 AI Video Models & Industry Shifts
    09:08 Human Creativity vs. AI Generation
    09:45 Human-in-the-Loop Workflows
    11:02 Mind-Blowing AI Videos & Prompt Engineering
    12:47 Tech Stacks & Model Leaderboards
    14:16 Measuring ROI & Analytics
    15:54 Trends in AI Ads & Testing
    17:06 Authenticity in AI Content
    18:24 Automation in Social Media Growth
    19:07 Instagram & ManyChat Automation
    20:32 Transparency & Building Trust
    21:08 Advice for AI Content Creators
    22:08 Applying Originality & Niche Content
    23:03 Building Integrity with Your Audience
    25:00 The Value of Transparency in Automation
    26:00 AI-Generated Content Fails & Viral Moments
    27:00 The Stoicism Lion Video & Niche Tutorials
    28:00 Applying Technical Skills to Your Interests
    29:00 Creating for Yourself & Your Audience
    30:00 Educational, Inspirational, and Entertaining Content
    31:00 Jay’s Personal Content Creation Pipeline
    32:00 Cross-Posting & Automation Workflows
    35:00 The Importance of Delivering on Promises
    36:00 How to Avoid Losing Trust with Your Audience
    37:00 The Role of Authenticity in Social Media
    38:00 The Future of AI in Content Creation
    39:00 Finding Your Niche & Combining Interests
    40:00 Final Reflections & Staying Ahead in AI
    42:00 Community, Tutorials, and Closing Thanks

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    43 mins
  • Used cases for deploying voice agents in SMB and enterprise with Jannis Moore
    Nov 7 2025

    In this conversation, Jannis Moore discusses the integration of voice AI with n8n, highlighting its benefits for businesses. He explores various use cases, including lead qualification, customer support, and appointment setting, emphasizing the importance of prompt engineering and measuring ROI. The discussion also touches on the impact of voice AI on employee happiness and the challenges of navigating complex tech stacks. Jannis shares insights on human-AI collaboration, particularly in customer service, and the value of warm transfers in enhancing customer experience.


    00:00 - Introduction
    01:10 - The power of voice AI for businesses
    03:05 - Four core Voice Agent solutions
    05:10 - Welcome & guest introduction
    06:08 - Connecting voice AI to backend systems
    09:20 - Use cases: Voice agents in different industries
    11:27 - Lead qualification and reactivation explained
    14:00 - Adding value with lead reactivation
    16:06 - Customer support automation with voice AI
    18:00 - The art of prompt engineering
    21:00 - Markdown and structuring prompts for AI
    24:00 - JSON vs Markdown in AI prompts
    26:45 - Voice AI for small businesses and after-hours calls
    29:00 - ROI and value of voice AI solutions
    32:00 - Employee happiness and human error reduction
    35:00 - AI evaluation and ongoing improvement
    38:00 - Reporting and dashboards for voice AI performance
    41:00 - Sales training and AI-driven analysis


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    41 mins
  • The Golden Zone of Business Automation with Jack Roberts
    Oct 31 2025

    In this engaging conversation, Dylan and Jack Roberts explore the world of AI and automation, focusing on the importance of understanding AI fundamentals, the significance of simplicity in automation, and the mindset required for success. They discuss common pitfalls, effective workflows, and the role of AI in creating human connections. Jack emphasizes the need for businesses to adopt an AI-first approach and shares insights on how to get started with automation, highlighting the value of community and continuous learning.

    00:00 Introduction & Why AI-First Businesses Win
    00:17 Building AI Systems & Agent Visibility
    00:44 Meet Jack – Background & Approach to No-Code
    01:22 How to Get Started with AI & No-Code
    02:34 The Magic Moment: First AI Automation
    03:17 Prompt Engineering & System Prompts
    05:11 Breaking Down Complex Workflows
    07:15 Common Pitfalls & Mindset for Beginners
    09:06 Overcoming Roadblocks: Mindset & Tactics
    11:00 Community, Support, and Learning from Errors
    12:18 Most Common AI Automation Workflows
    13:38 Using AI for Lead Generation & Content
    15:02 Marketing, Sales, and Real-World Use Cases
    16:21 Focusing on What Works & Avoiding Distractions
    17:21 The Power of Focus & Saying No
    18:25 Theory of Constraints & High-Leverage Activities
    20:06 Building Internal AI Teams vs. Consultants
    21:54 Company Culture & Incentives for Automation
    23:13 Using Automation for Human Connection
    24:29 Personal Automations & Content Creation
    26:09 The 90/10 Rule: Automation vs. Human Touch
    27:38 Staying Productive & High-Leverage Thinking
    29:03 Final Advice: Just Get Started & Win the Day
    30:19 Where to Find Jack Roberts & Closing Remarks

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    49 mins