Insights

Ideas & perspectives

On AI-native product development, human-agentic collaboration, and the future of building software.

Manifesto

The Human + Agentic Collaboration Manifesto

We developed a genuinely different model. Native to this moment. Built through real work. Here's what we believe.

March 6, 2026

Product Guide

You Don't Need SOC 2 Yet. Start Anyway.

SOC 2 isn't a project you run before a big deal. It's proof that you already operate responsibly. Here's how to start building that posture from day one.

Product Guide

Why Good Roadmaps Get Fuzzier Further Out

Most roadmaps promise the same detail two years out as two weeks. The fix: match specificity to certainty with a logarithmic roadmap.

AI-Native Methodology

AI Changed How We Build. Not What Makes Software Work.

The tools change every decade. Architecture, security, testing, and maintainability don't. Why software fundamentals matter more in the AI era, not less.

Product Guide

Why AI Forgets What You Told It (and How to Manage LLM Context)

A plain-language guide for product owners: why AI-generated content degrades over long conversations, what's actually happening inside context windows, and how to design systems that remember what matters.

Product Guide

How Long Will This Take? A Better Way to Estimate Software Projects in the AI Era

A plain-language guide to estimating software projects using ranges instead of hours, and why AI changed what estimation actually means.

Manifesto

Clients Are Co-Creators, Not a Source of Requirements

The old model extracted requirements from passive clients. The new one channels the creative energy they're already bringing.

March 14, 2026

Manifesto

AI Isn't Replacing Developers. It's Expanding Who Builds.

The narrative about AI and developer jobs has the unit of analysis wrong. The space isn't contracting. It's exploding.

March 13, 2026

Behind the Work

What Chladni patterns reveal about building software with intention

We put Chladni patterns on our homepage before we fully understood the connection. Here's what we've discovered.

March 12, 2026

Manifesto

The Biggest Shift in Human Creativity Is Happening Now

Every shift in computing follows the same arc: lower the barrier, expand who creates. We're inside the biggest one yet.

March 9, 2026

AI-Native Methodology

Why vibe coding fails, and what comes next

One person plus one AI tool isn't the future. It's the old paradigm with a new interface.

February 10, 2026

Collaboration

Human + Agentic Collaboration: the new way software gets built

Real AI collaboration isn't one person and one chat window. It's three layers, running simultaneously.

January 28, 2026

Product Thinking

What a product brief is and why it matters more than ever

AI can build anything you describe. The brief is where you figure out what's worth describing.

January 15, 2026

AI

Prompt Syntax for Stable Diffusion: FAQ

Answers to Frequently Asked Questions (FAQ) regarding Stable Diffusion Prompt Syntax

April 15, 2025

AI Art

Getting Familiar with LoRA Models: A Beginner's Guide

Getting into Low-Rank Adaptation (LoRA) to transform your AI-generated art experience.

January 15, 2024