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  1. Behind the Craft
  2. The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford
The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft · Jun 6, 2026

Solo founder Josh Pigford reveals his AI workflow for building 5 apps at once using adversarial models and custom automation skills.

Solo Founder Josh Pigford Feeds His ADHD by Building 5 AI Products in Parallel

Pigford finds more fulfillment building multiple products simultaneously, framing it as "feeding the beast" of his ADHD. This contrasts with traditional advice to focus on one thing, prioritizing personal fulfillment and learning over maximizing the profitability of a single venture.

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford thumbnail

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft·2 months ago

Founder Josh Pigford's "But For Real" Skill Bullies AI into Finding Its Own Bugs

Pigford developed a custom AI skill that acts as an adversarial check on the AI's own code. It's based on the premise that the AI "almost certainly screwed some stuff up," forcing it to re-evaluate and self-correct before human review, which consistently finds bugs.

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford thumbnail

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft·2 months ago

Use A Rival AI Model (GPT) to Adversarially Review Your Primary Model's (Opus) Code

Instead of relying on a single AI model, Josh Pigford's workflow uses Opus for initial code generation and then runs a review pass with a different powerful model like GPT. This adversarial, multi-model process consistently uncovers 3-5 bugs that the primary model overlooks.

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford thumbnail

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft·2 months ago

Create a "Learnings" Skill to Make Your AI Agent Self-Correct From Past Mistakes

Pigford built a meta-skill that reviews each development session, including conversations where he repeatedly corrected the AI. It then distills these corrections into a central project document, effectively teaching the AI agent not to make the same mistakes in future sessions.

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford thumbnail

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft·2 months ago

Isolate AI Dev 'Phases' into Fresh Work Trees to Create Save Points and Prevent Context Rot

Each feature is built in distinct, user-testable phases, and each phase uses a new, isolated work tree. This serves as a "save point," preventing context from one phase from corrupting the next, reducing hallucinations, and allowing for easy rollbacks if something goes wrong.

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford thumbnail

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft·2 months ago

Write Marketing Copy *After* Building the App by Having AI Analyze the Final Feature Set

Pigford's process inverts the typical "marketing first" approach. He fully builds the product, then tasks an AI with analyzing its complete feature set to generate the marketing copy. This ensures the landing page is grounded in the final product's reality, not an initial concept.

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford thumbnail

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft·2 months ago

Founder Josh Pigford Rejects Long MVPs, Instead Launching Products Within 24 Hours

Pigford argues against spending months building before launching. He's shipped products on the same day he had the idea, believing it's a "real bad idea" to delay. This speed is crucial for getting immediate user feedback to understand their problems, which often differ from a founder's assumptions.

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford thumbnail

The Exact AI Skills This Solo Founder Uses to Build 5 Apps at Once | Josh Pigford

Behind the Craft·2 months ago