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Notes on building and shipping AI products solo, Claude Code workflows, and lessons from live projects.

Why a solo AI-native software lifecycle collapses to three stages, which stages are pure handoff cost, and where the three-stage model breaks on a team8 min

My AI-Native SDLC Has Three Stages, Not Six

I ship seven products solo with Claude Code. My AI-native SDLC has three stages, because the rest existed only so humans could wait on each other.

Oct 20, 2026
Measuring an AI-native development workflow by the time from user complaint to live deploy6 min

The Only AI Coding Metric I Track Is Complaint to Deploy

Agents made writing code cheap, so I measure my AI-native SDLC by one distance: how long a real user complaint takes to become a live deploy.

Oct 17, 2026
Writing an intent file before handing work to a coding agent7 min

The File I Write Before Claude Code Writes Code

Before Claude Code touches one of my products I write a single intent file: who the change is for, what must never happen, and what done actually means.

Oct 13, 2026
AI-native development and release process6 min

Why I Ship Smaller Releases Now That AI Writes Code

AI writes most of my code, so the release became the risk. Here is the small-release gate I run solo across live products with paying users.

Oct 11, 2026
Security review for AI-written code in production SaaS8 min

The Security Gate I Run Before Any AI Code Ships

AI writes most of my code, so one security gate runs before every merge. What it checks, where Claude Code quietly gets authorization wrong, and how to copy it.

Oct 3, 2026
AI product development6 min

Luma: Requests, Credits and Files After Create

Daniel Goldman examines Luma’s AI generation flow: repeated requests, credit recovery and stored outputs, with clear limits on what the evidence proves.

Oct 2, 2026
Voice to coding agents5 min

Dibur: Review a Voice Request Before a Coding Agent Starts

Daniel Goldman explains Dibur’s voice-to-agent handoff: review the transcript, check the project, and separate local dictation from agent execution.

Sep 29, 2026
Claude Code8 min

The Claude Code Guide I Give My 600 Students

A practical Claude Code guide from someone shipping SaaS products solo: what to learn first, how to hand it a task, and how to verify the code it writes.

Sep 29, 2026
Claude Code guides and learning path9 min

Claude Code Guides: What to Learn, In What Order

A working order for learning Claude Code, from first prompt to shipping production code, based on teaching 600+ people and running live products solo.

Sep 22, 2026
AI-native development and verification workflow6 min

AI Writes My Code. Verification Is the Real Work

I ship seven products solo with Claude Code. The code is the cheap part. This is the verification workflow that decides what actually goes live.

Sep 5, 2026
Running parallel Claude Code agents across multiple production SaaS products as a solo founder8 min

I Stopped Giving Claude Code One Task at a Time

How I run parallel Claude Code agents across seven live SaaS products solo, what actually broke, and the review discipline that keeps merges safe.

Sep 5, 2026
AI-native product development4 min

When AI Writes Most of the Code, My Job Is Deciding What Not to Build

Daniel Goldman on what's actually left for developers when AI writes most of the code: fast decisions about what to build, not typing.

Sep 1, 2026
Claude council8 min

Claude Council: Run Claude as 4 Opposing Roles

A Claude council is not an Anthropic feature. It is running several Claude instances with opposing roles before a decision. Here are the four roles I use.

Aug 25, 2026
Claude Code SaaS6 min

Claude Code SaaS: How I Build and Ship Real Products Solo

How Claude Code SaaS development actually works in practice, from a solo founder shipping products used by 10,000+ paying members.

Aug 23, 2026
Deciding when to adopt a new AI model in production SaaS products5 min

Why I Don't Switch to the Newest AI Model the Day It Launches

A new AI model drops every few weeks. Here's why I don't migrate production systems to it on day one, and what I check first.

Jul 26, 2026
Why the discipline around AI coding agents matters more than the agents themselves5 min

The Agent Is Not the Moat

Running 7 SaaS products solo taught me that Claude Code is table stakes. The real edge is the workflow you build around it.

Jun 23, 2026
Agent Loops10 min

Agent Loops in Claude Code: A Working Guide

What an agent loop is, how Claude Code's /loop actually behaves, and the verification rules I use to stop a looping agent from breaking production.

Jun 22, 2026
The composable AI coding stack that makes solo SaaS shipping at scale possible5 min

I Run Seven SaaS Products Solo. Here's What My AI Coding Stack Actually Looks Like

How one developer ships and maintains seven live SaaS products solo in 2026 using Claude Code as an orchestration layer, not just an autocomplete tool.

Jun 21, 2026
Hebrew SaaS Development7 min

Hebrew Tools for Developers: Build AI SaaS

My toolkit for building Hebrew-first AI SaaS: RTL layouts, mixed Hebrew and English text, natural AI copy, and the checks I run before release.

Jun 20, 2026
Claude Code6 min

How I Ship AI SaaS Products Solo with Claude Code

A practical look at the AI-native workflow I use to take a SaaS product from idea to live, paying users on my own - specs, code, tests, QA, and deploys with Claude Code.

Jun 20, 2026