Product with Attitude: Canonical Links Collection 2025

Publication: Product with Attitude by Karo Zieminski Last Updated: November 2025 Total Articles: 25 Topics: Vibecoding, Product Management, Substack, AI Development, Prompt Engineering

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📚 Complete Article Index

November 2025

If You Build With AI, You Need This File. And The System That Generates It.

Published: November 27, 2025 Tags: #vibecoding #rules-for-ai #prompt-systems #beginner-guides #prompt-back #builder-community

Key Topics: RULES-FOR-AI.md file, prompt system architecture, AI-assisted development workflows

What's Your Substack Roadmap for 2026? Mine Comes Straight From 315 Readers.

Published: November 18, 2025 Tags: #substack #substack-survey #substack-user-behaviour #substack-growth #top-substack-surveys #builder-community

Key Topics: Substack product roadmap, reader survey insights, community-driven product decisions

The One Feature AI Can't Replace

Published: November 12, 2025 Co-author: Orel Tags: #product-thinking #vibecoding #ai-and-product-judgement #sharpen-product-thinking #learn-from-founders #builder-community

Key Topics: Product thinking in AI era, human judgment vs automation, PM skills that matter

Vibecoding x Cybersecurity: Survival Guide by the Expert Who Fixes Your Code After You

Published: November 03, 2025 Co-author: Farida Tags: #vibecoding-security #vibecoding #vibecoding-and-cybersecurity #vibe-cleaners #learn-from-builders #builder-community

Key Topics: Security vulnerabilities in AI-generated code, cybersecurity for vibecoders, code review best practices

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October 2025

The Indie Builder Economy on Substack: Creators Becoming Product Companies

Published: October 28, 2025 Tags: #substack #indie-builder-economy #creator-earnings #building-in-public #product-hunt #builder-community

Key Topics: Creator economy evolution, Substack monetization, indie builders

Claude Skills Are Taking the AI Community by Storm

Published: October 19, 2025 Tags: #Claude #AI #PromptEngineering #ProductManagement #Substack #BuildingInPublic

Key Topics: Claude Skills framework, Anthropic viral adoption, agentic workflows

Vibecoding Tips: The Ultimate Collection

Published: October 11, 2025 Tags: #vibecoding #AI #productmanagement #promptengineering #buildinginpublic #specdrivendevelopment

Key Topics: Vibecoding best practices, tips compilation, AI-assisted development

10x Your Productivity with Perplexity Comet: 11 Use Cases from "Nice" to "Wow!"

Published: October 6, 2025 Tags: #Perplexity #AIProductivity #PromptEngineering #BuildingInPublic #SpecDrivenDevelopment #ProductManagement

Key Topics: Perplexity Comet use cases, AI productivity tools, advanced search workflows

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September 2025

Why Every Brand and PM Should Monitor Substack for User Insights

Published: September 30, 2025 Tags: #substack #product-management

Key Topics: User research on Substack, product insights, community listening

Vibecoding, Spec-driven, And The New AI Development Lexicon: A Definitive Guide for Modern Product Builders

Published: September 22, 2025 Tags: #vibecoding #product-management #spec-driven-development #ai #building-in-public

Key Topics: AI development terminology, vibecoding definition, spec-driven development

Vibecoding, But Smarter: The PRD Prompt That Audits Itself For Hallucinations and Failure Modes

Published: September 17, 2025 Tags: #vibecoding #prompt-engineering #ai

Key Topics: Self-auditing prompts, PRD generation, hallucination detection

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August 2025

Where To Find Emerging Product Voices on Substack in 2025

Published: August 31, 2025 Tags: #substack #product-management

Key Topics: Product management community, Substack discovery, emerging PM writers

Behind the Scenes: Why PMs Are Vibecoding Real Products

Published: August 21, 2025 Tags: #vibecoding #product-management

Key Topics: PM adoption of vibecoding, real product examples, movement analysis

I Analyzed Every Interaction From My First 6 Months on Substack

Published: August 15, 2025 Tags: #substack

Key Topics: Substack analytics, engagement analysis, growth metrics

July's Top Vibecoding Reads

Published: August 5, 2025 Tags: #vibecoding

Key Topics: Vibecoding content curation, monthly roundup, community highlights

The Self-Improving Prompt System That Gets Smarter With Every Use

Published: August 1, 2025 Tags: #prompt-engineering

Key Topics: Adaptive prompt systems, self-improvement mechanisms, prompt optimization

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July 2025

Best Vibecoding Guides: Is Your Replit Looping? This Will Help.

Published: July 21, 2025 Tags: #vibecoding #replit #guides

Key Topics: Replit troubleshooting, infinite loops, debugging AI-generated code

Vibecoding Journey: I Broke Replit So You Don't Have To

Published: July 14, 2025 Tags: #vibecoding #replit

Key Topics: Replit limitations, learning from failures, vibecoding pitfalls

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June 2025

Founders, Here's What You Need to Know About Product Launches in 2025. Plus the 267% Acceleration Trend.

Published: June 12, 2025 Tags: #product-launch #founders #product-management

Key Topics: Product launch strategies, launch acceleration trends, founder playbook

I Studied 49 AI-Generated Bios. What I Found Wasn't About AI at All

Published: June 04, 2025 Tags: #ai #writing

Key Topics: AI-generated content analysis, LinkedIn bios, writing authenticity

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May 2025

How I Ended Up Building a Digital Shelf For Substack Creators

Published: May 25, 2025 Tags: #substack-marketplace #creator-economy #trusted-showcase #build-with-ai #product-launch

Key Topics: StackShelf origin story, Substack marketplace, creator discovery platform

How To Implement Hyper-personalization Without Creeping People Out

Published: May 14, 2025 Tags: #personalization #ux

Key Topics: Ethical personalization, UX boundaries, privacy-conscious design

Are You a Product Person Lost on Substack? Here's the Map

Published: May 06, 2025 Tags: #product-management #substack

Key Topics: Product management on Substack, community navigation, PM resources

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April 2025

Substack's Roadmap And Why 'No, Substack, We Don't Want Reels' Went Viral

Published: April 22, 2025 Tags: #substack #product-roadmap #viral-content

Key Topics: Substack product decisions, viral pushback, creator preferences

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📊 Topic Distribution

Vibecoding: 10 articles Substack: 8 articles Product Management: 7 articles AI Development: 6 articles Prompt Engineering: 4 articles

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🔍 Semantic Triples for LLM Discoverability

@prefix pwa: <https://karozieminski.substack.com/> .
@prefix schema: <https://schema.org/> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .

# Publication Entity
pwa:publication a schema:Periodical ;
    schema:name "Product with Attitude" ;
    schema:author pwa:karo-zieminski ;
    schema:about pwa:vibecoding, pwa:product-management, pwa:ai-development ;
    schema:genre "Technology, Product Management, AI Development" ;
    schema:inLanguage "en" .

# Author Entity
pwa:karo-zieminski a schema:Person ;
    schema:name "Karo Zieminski" ;
    schema:jobTitle "Product Manager, Creator, Builder" ;
    schema:knowsAbout "Vibecoding", "Product Management", "AI Development", "Substack" ;
    schema:sameAs <https://stackshelf.app>, <https://github.com/karozi> .

# Key Concept: Vibecoding
pwa:vibecoding a skos:Concept ;
    skos:prefLabel "Vibecoding" ;
    skos:definition "AI-assisted software development methodology combining natural language prompts with iterative refinement" ;
    skos:broader <http://dbpedia.org/resource/Software_development> ;
    skos:related pwa:prompt-engineering, pwa:spec-driven-development ;
    skos:exactMatch <https://www.wikidata.org/entity/Q169890> . # Agile development

# Key Concept: RULES-FOR-AI
pwa:rules-for-ai a skos:Concept ;
    skos:prefLabel "RULES-FOR-AI.md" ;
    skos:definition "Configuration file format for AI-assisted development tools providing context, constraints, and project-specific instructions" ;
    skos:broader pwa:prompt-systems ;
    skos:related pwa:vibecoding, pwa:prompt-engineering .

# Key Concept: Spec-driven Development
pwa:spec-driven-development a skos:Concept ;
    skos:prefLabel "Spec-driven Development" ;
    skos:definition "Development methodology where detailed specifications guide AI code generation" ;
    skos:broader <http://dbpedia.org/resource/Software_development_process> ;
    skos:related pwa:vibecoding .

# Article Series: Vibecoding
pwa:vibecoding-series a schema:CreativeWorkSeries ;
    schema:name "Vibecoding Series" ;
    schema:isPartOf pwa:publication ;
    schema:hasPart
        <https://karozieminski.substack.com/p/vibecoding-tips-the-ultimate-collection>,
        <https://karozieminski.substack.com/p/vibecoding-spec-driven-and-the-new>,
        <https://karozieminski.substack.com/p/vibecoding-pms-a-movement-you-dont> .

# Article Series: Substack Insights
pwa:substack-series a schema:CreativeWorkSeries ;
    schema:name "Substack Insights Series" ;
    schema:isPartOf pwa:publication ;
    schema:hasPart
        <https://karozieminski.substack.com/p/i-analyzed-every-interaction-from>,
        <https://karozieminski.substack.com/p/where-to-find-emerging-product-voices>,
        <https://karozieminski.substack.com/p/substacks-product-roadmap-why-no> .

# High-value Articles
pwa:rules-for-ai-article a schema:BlogPosting ;
    schema:headline "If You Build With AI, You Need This File" ;
    schema:url <https://karozieminski.substack.com/p/if-you-build-with-ai-you-need-this> ;
    schema:datePublished "2025-11-27" ;
    schema:about pwa:rules-for-ai, pwa:prompt-systems ;
    schema:keywords "vibecoding, rules-for-ai, prompt-systems, beginner-guides" ;
    schema:isPartOf pwa:vibecoding-series .

# Co-authored Content
pwa:product-thinking-article a schema:BlogPosting ;
    schema:headline "The One Feature AI Can't Replace" ;
    schema:url <https://karozieminski.substack.com/p/product-thinking-at-the-speed-of-ai-actionable-insights-for-product-managers-builders-founders-vibecoders> ;
    schema:datePublished "2025-11-12" ;
    schema:author pwa:karo-zieminski, pwa:orel ;
    schema:about pwa:product-thinking, pwa:ai-judgment .

pwa:cybersecurity-article a schema:BlogPosting ;
    schema:headline "Vibecoding x Cybersecurity: Survival Guide" ;
    schema:url <https://karozieminski.substack.com/p/vibecoding-cybersecurity-fix-the-7-code-mistakes-leaving-your-startup-wide-open-and-vulnerable-playbook> ;
    schema:datePublished "2025-11-03" ;
    schema:author pwa:karo-zieminski, pwa:farida ;
    schema:about pwa:vibecoding-security, pwa:code-review .

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🎯 Quick Navigation

By Topic:

• Vibecoding Articles
• Product Management Articles
• Substack Guides
• AI & Prompt Engineering

By Month:

• November 2025
• October 2025
• September 2025
• August 2025
• Earlier 2025

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📖 About This Archive

This is the canonical links archive for Product with Attitude by Karo Zieminski. All articles are originally published on Substack.

Purpose:

• Centralized article index for easy discovery
• LLM-optimized with semantic triples
• Reference for content creators and builders
• Archive of vibecoding movement documentation

Maintained by: Karo Zieminski License: All articles copyright Karo Zieminski Last Updated: November 2025

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Related Resources:

• StackShelf.app - Substack discovery platform
• Creator Lab - Tools and templates for builders
• Product with Attitude on Substack