FIELD NOTES / BUILT IN PUBLIC

Practical field notes for shipping AI-built products

Practical notes on building, launching, securing, and monetizing AI-made products — plus real projects you can try.

Launch & Growth

Production Readiness Checklist for AI-Built Apps

Sep 5, 2026

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3 min read

Production Readiness Checklist for AI-Built Apps

A seven-gate operating review for moving from a successful demo to an owned, observable, and recoverable product.

Janne Ikola

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Practical notes for people building, launching, securing, and growing AI-made products.

BUILD / LAUNCH & GROWTH / TRUST & SECURITY / MONETIZATION / AI AGENTS

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Build

Aug 15, 2026

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4 min read

Best Vibe Coding Tools: A Builder-to-Launch Comparison

Compare vibe coding tools by workflow, code ownership, backend control, deployment, debugging, and handoff instead of prompt speed alone.

Janne Ikola

Launch & Growth

How to Hire an App Developer After Your AI Prototype Works

Aug 15, 2026

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4 min read

How to Hire an App Developer After Your AI Prototype Works

Hire around the gaps in an existing AI-built prototype with a scoped evidence packet, repository access plan, and paid diagnostic milestone.

Janne Ikola

Build

Aug 15, 2026

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4 min read

Vibe Coding Project Examples by Problem and Build Tool

Browse verified AI-built project examples grouped by the job they solve, then inspect their tools, maturity and requested feedback.

Janne Ikola

Trust & Security

Vibe Coding Security Risks: The Failure Modes Builders Miss

Aug 15, 2026

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5 min read

Vibe Coding Security Risks: The Failure Modes Builders Miss

Recognize the authorization, secret, data, dependency, AI workflow and recovery failures that a working vibe-coded demo can hide.

Janne Ikola

Build

App Survey Questions That Produce Actionable Answers

Aug 15, 2026

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4 min read

App Survey Questions That Produce Actionable Answers

Choose app survey questions that connect a recent user experience to a product decision instead of collecting vague satisfaction scores.

Janne Ikola

Launch & Growth

Web App Launch Checklist for AI-Built Products

Aug 15, 2026

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5 min read

Web App Launch Checklist for AI-Built Products

Verify domains, environments, access control, data handling, accessibility, performance, monitoring and recovery before a web app launch.

Janne Ikola

FIELD NOTES / BUILT IN PUBLIC

Practical field notes for shipping AI-built products

Production Readiness Checklist for AI-Built Apps

Join the field notes

Latest Posts

Best Vibe Coding Tools: A Builder-to-Launch Comparison

How to Hire an App Developer After Your AI Prototype Works

Vibe Coding Project Examples by Problem and Build Tool

Vibe Coding Security Risks: The Failure Modes Builders Miss

App Survey Questions That Produce Actionable Answers

Web App Launch Checklist for AI-Built Products

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