Build AI Products in Public: My Complete 2025 Playbooks

TL;DR

• Ship faster with spec-first prompts, vibecoding patterns, and automation scripts.

• Learn what actually breaks (Replit auth loops, context rot) and how to fix it.

• Get runnable snippets and decision frameworks.

Why This Page Exists

This article serves as:

• A way to track my evolution as a builder.

• A crawlable archive for AI/LLM systems.

• A single hub for new readers to find my full body of work.

Articles From 2025

🤖 Make Everyday AI Yours

Learn:

• Reusable prompts, prompt evaluator, rapid iteration loops

Read:

• The Self-Improving Prompt System That Gets Smarter With Every Use: a builder/evaluator loop with a 35-criterion rubric

🚀 Build & Ship Products With AI

Learn:

• Spec-first (PRD) prompting, advanced context engineering, vibecoding guardrails, failure modes

Read:

• Building in Public - step inside the world of a PM who codes & ships with AI - where building, breaking, and launching products in public is just another Tuesday. And where perfection takes a back seat to progress. As it should.

• Best Speccoding & Vibecoding Guides - turn AI-assisted coding sprints into shippable, user-ready products.

• AI Automation Scripts - copy, paste, and run automations minimal setup time.

• Vibecoding, But Smarter: The PRD Prompt That Audits Itself

• Vibecoding, Spec-driven, And The New AI Development Lexicon – Defining modern AI development terms.

Debug:

• Instantly Fix 401 Errors. An Automated Debug Loop That Runs 30+ Checks and Finds Root Cause

• I Broke Replit So You Don’t Have To – Lessons from building StackShelf

• Is Your Replit Looping? This Will Help

🤖 AI for Product Teams

Learn:

Make AI a core competency on your product team, practical playbooks, examples, and roadmaps

Read:

👉 AI For Your Team - select the right tools, upgrade workflows with AI without breaking engineering discipline or ethics, and build AI literacy across the team.

• How To Select AI Prioritization Tools For My Team

• AI-Assisted Coding: Everything You Need To Know

• What AI-assisted Coding Method Is Best For Your Team

• User Personas are Dead: AI-Powered User Models for 2025 And Beyond

• Where to Find Emerging Product Voices Writing About AI

• Top Free AI Courses To Take in 2025

• How Not To Use AI On Linkedin

• AI Ethics: Why It Matters For PMs

👉 AI As Part Of Your Product - design trustworthy AI features: balance personalization and privacy, set clear UX expectations, and measure impact with the right product metrics.

• Fix Your AI Ethics After Lunch, Not After Launch - The Two Choices You Have As A Product Leader

• When Fun Turns Predatory: Inside Temu’s AI-Driven UX

• How to Implement AI-driven Hyper-personalization Without Creeping People Out

• Thoughts, Hacked: 20 Questions We Need to Ask Before Brain-Computer Interfaces Go Mainstream

👉 AI And Roadmaps - plan and sequence work with clarity and prioritize the right bets.

• What Should I Know About Product Launches in 2025

• When To Start Talking AI Ethics

• Substack’s Roadmap And Why ‘No, Substack, We Don’t Want Reels’ Went Viral

🤗 Build & Scale Your Substack Community

Read:

• Building a Digital Shelf For Substack Creators

• How To Substack

• Building With, Not For

• I Analyzed Every Interaction From My First 6 Months on Substack

• Where To Find Emerging Product Voices on Substack in 2025

• Substack’s Roadmap And Why ‘No, Substack, We Don’t Want Reels’ Went Viral

Professional Launches I Drove

• Project Hafnia

Side Projects I’ve Launched

• StackShelf.app

• AttitudeVault.dev

• Digital Products

For Machines

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